Merge branch 'main' into copilot/add-error-checking-workflow-samples

Agent-Logs-Url: https://github.com/microsoft/agent-framework/sessions/c5d77400-d7ed-4fbe-9103-f5d74aabcf2b

Co-authored-by: lokitoth <6936551+lokitoth@users.noreply.github.com>

.devcontainer/devcontainer.json

@@ -1,19 +1,15 @@
 {
   "name": "Python 3",
-  "image": "mcr.microsoft.com/devcontainers/python:3.14-bookworm",
+  "image": "mcr.microsoft.com/devcontainers/python:3.13-bullseye",
   "features": {
     "ghcr.io/va-h/devcontainers-features/uv:1": {},
-    "ghcr.io/devcontainers/features/docker-in-docker:3": {},
-    "ghcr.io/devcontainers/features/azure-cli:1.2.9": {},
-    "ghcr.io/devcontainers/features/copilot-cli:1": {}
+    "ghcr.io/devcontainers/features/azure-cli:1.2.8": {}
   },
   "postCreateCommand": "bash ./devsetup.sh",
   "workspaceFolder": "/workspaces/agent-framework/python/",
   "customizations": {
     "vscode": {
       "extensions": [
-        "GitHub.copilot",
-        "GitHub.vscode-github-actions",
         "ms-python.python",
         "ms-windows-ai-studio.windows-ai-studio",
         "littlefoxteam.vscode-python-test-adapter"

.github/.linkspector.yml

@@ -8,7 +8,7 @@ ignorePatterns:
   - pattern: "./blob"
   - pattern: "./issues"
   - pattern: "./discussions"
-  - pattern: "./pull"
+  - pattern: "./pulls"
   - pattern: "https:\/\/platform.openai.com"
   - pattern: "http:\/\/localhost"
   - pattern: "http:\/\/127.0.0.1"
@@ -20,11 +20,7 @@ ignorePatterns:
   - pattern: "https://your-resource.openai.azure.com/"
   - pattern: "http://host.docker.internal"
   - pattern: "https://openai.github.io/openai-agents-js/openai/agents/classes/"
-  # dotnet.microsoft.com bot-blocks CI link checkers with intermittent 403s on any
-  # path (including localized variants like /en-us/download/...), so ignore the
-  # whole domain rather than just /download.
-  - pattern: "https:\/\/dotnet.microsoft.com"
-  - pattern: "https://github.com/Rel1cx/eslint-react"
+  - pattern: "https:\/\/dotnet.microsoft.com\/download"
 # excludedDirs:
   # Folders which include links to localhost, since it's not ignored with regular expressions
 baseUrl: https://github.com/microsoft/agent-framework/

.github/ISSUE_TEMPLATE/dotnet-issue.yml

@@ -1,7 +1,7 @@
 name: .NET Bug Report
 description: Report a bug in the Agent Framework .NET SDK
 title: ".NET: [Bug]: "
-labels: [".NET"]
+labels: ["bug", ".NET"]
 type: bug
 body:
   - type: textarea

.github/ISSUE_TEMPLATE/python-issue.yml

@@ -1,7 +1,7 @@
 name: Python Bug Report
 description: Report a bug in the Agent Framework Python SDK
 title: "Python: [Bug]: "
-labels: ["Python"]
+labels: ["bug", "Python"]
 type: bug
 body:
   - type: textarea

.github/actions/free-runner-disk-space/action.yml

@@ -1,64 +0,0 @@
-name: Free runner disk space
-description: |
-  Reclaims disk space on GitHub-hosted Ubuntu runners by removing
-  pre-installed toolchains we do not use (Android SDK, GHC/Haskell,
-  CodeQL bundle), Docker images, and swap. Also relocates the
-  NuGet package cache to /mnt (which has ~75 GB free vs ~14 GB
-  on /). No-op on non-Linux runners.
-
-runs:
-  using: composite
-  steps:
-    - name: Free disk space (Linux only)
-      if: runner.os == 'Linux'
-      shell: bash
-      run: |
-        set -euo pipefail
-        echo "::group::Disk usage before cleanup"
-        df -h /
-        echo "::endgroup::"
-
-        # Remove pre-installed toolchains we never use on this repo's
-        # dotnet/python jobs. These reclaim ~25-30 GB on ubuntu-latest.
-        sudo rm -rf \
-          /usr/local/lib/android \
-          /usr/share/dotnet/sdk/NuGetFallbackFolder \
-          /opt/ghc \
-          /usr/local/.ghcup \
-          /opt/hostedtoolcache/CodeQL \
-          /opt/hostedtoolcache/PyPy \
-          /opt/hostedtoolcache/Ruby \
-          /opt/hostedtoolcache/go \
-          /usr/local/share/boost \
-          /usr/local/share/powershell \
-          /usr/local/share/chromium \
-          /usr/local/share/vcpkg \
-          /usr/local/lib/heroku \
-          "${AGENT_TOOLSDIRECTORY:-/opt/hostedtoolcache}/PyPy" \
-          "${AGENT_TOOLSDIRECTORY:-/opt/hostedtoolcache}/Ruby" \
-          "${AGENT_TOOLSDIRECTORY:-/opt/hostedtoolcache}/go" || true
-
-        # Drop docker images shipped on the runner; jobs that need
-        # docker pull what they need fresh.
-        if command -v docker >/dev/null 2>&1; then
-          sudo docker image prune --all --force >/dev/null 2>&1 || true
-        fi
-
-        # Disable swap to free its backing file.
-        sudo swapoff -a || true
-        sudo rm -f /mnt/swapfile /swapfile || true
-
-        echo "::group::Disk usage after cleanup"
-        df -h /
-        echo "::endgroup::"
-
-    - name: Relocate NuGet package cache to /mnt (Linux only)
-      if: runner.os == 'Linux'
-      shell: bash
-      run: |
-        set -euo pipefail
-        sudo mkdir -p /mnt/nuget
-        sudo chown -R "$USER":"$USER" /mnt/nuget
-        echo "NUGET_PACKAGES=/mnt/nuget" >> "$GITHUB_ENV"
-        echo "Relocated NuGet package cache to /mnt/nuget"
-        df -h /mnt || true

.github/actions/python-setup/action.yml

@@ -17,7 +17,7 @@ runs:
     using: "composite"
     steps:
       - name: Set up uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
             version-file: "python/pyproject.toml"
             enable-cache: true
@@ -32,13 +32,7 @@ runs:
               if grep -q "name = \"$pkg\"" "$f"; then
                 pkg_dir=$(dirname "$f" | sed 's|python/||')
                 echo "Excluding workspace package: $pkg ($pkg_dir)"
-                if awk '/^\[tool\.uv\.workspace\]/{f=1;next} /^\[/{f=0} f && /^exclude = \[/{found=1} END{exit !found}' python/pyproject.toml; then
-                  if ! awk '/^\[tool\.uv\.workspace\]/{f=1;next} /^\[/{f=0} f && /^exclude = \[/ && index($0, "\"'"$pkg_dir"'\"")' python/pyproject.toml | grep -q .; then
-                    sed -i.bak '/\[tool\.uv\.workspace\]/,/^\[/ { /^exclude = \[/ s|\]|, "'"$pkg_dir"'"]| }' python/pyproject.toml
-                  fi
-                else
-                  sed -i.bak '/\[tool\.uv\.workspace\]/a\exclude = ["'"$pkg_dir"'"]' python/pyproject.toml
-                fi
+                sed -i.bak '/\[tool\.uv\.workspace\]/a\exclude = ["'"$pkg_dir"'"]' python/pyproject.toml
                 sed -i.bak '/'"$pkg"' = { workspace = true }/d' python/pyproject.toml
               fi
             done
@@ -46,4 +40,4 @@ runs:
       - name: Install the project
         shell: bash
         run: |
-          cd python && uv sync --all-packages --all-extras --dev --prerelease=if-necessary-or-explicit
+          cd python && uv sync --all-packages --all-extras --dev -U --prerelease=if-necessary-or-explicit

.github/actions/sample-validation-setup/action.yml

@@ -24,7 +24,7 @@ runs:
   using: "composite"
   steps:
     - name: Set up Node.js environment
-      uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
+      uses: actions/setup-node@v6
       with:
         node-version: 22
 
@@ -37,7 +37,7 @@ runs:
       run: copilot --version && copilot -p "What can you do in one sentence?"
 
     - name: Azure CLI Login
-      uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+      uses: azure/login@v2
       with:
         client-id: ${{ inputs.azure-client-id }}
         tenant-id: ${{ inputs.azure-tenant-id }}

.github/dependabot.yml

@@ -24,14 +24,12 @@ updates:
       - ".NET"
       - "dependencies"
 
-  # Maintain dependencies for python.
-  # TODO: Remove these Python Dependabot entries after we have confidence in the
-  # Python dependency-maintenance workflow.
+  # Maintain dependencies for python
   - package-ecosystem: "pip"
     directory: "python/"
     schedule:
       interval: "weekly"
-      day: "thursday"
+      day: "monday"
     labels:
       - "python"
       - "dependencies"
@@ -39,22 +37,16 @@ updates:
     directory: "python/"
     schedule:
       interval: "weekly"
-      day: "thursday"
+      day: "monday"
     labels:
       - "python"
       - "dependencies"
 
   # Maintain dependencies for github-actions
   - package-ecosystem: "github-actions"
-    # Cover both the standard workflow location and our composite actions.
-    # With `directory: "/"` Dependabot only scans `.github/workflows/*.{yml,yaml}`
-    # plus a root-level `action.yml/action.yaml`. It does NOT recurse into
-    # `.github/actions/*/action.yml`, so the glob below is required to keep the
-    # composite actions in `.github/actions/<name>/` up to date as well.
-    # Ref: https://docs.github.com/en/code-security/dependabot/working-with-dependabot/dependabot-options-reference#directories-or-directory--
-    directories:
-      - "/"
-      - "/.github/actions/*"
+    # Workflow files stored in the
+    # default location of `.github/workflows`
+    directory: "/"
     schedule:
       interval: "weekly"
       day: "sunday"

.github/pull_request_template.md

@@ -1,43 +1,23 @@
-### Motivation & Context
+### Motivation and Context
 
 <!-- Thank you for your contribution to the Agent Framework repo!
 Please help reviewers and future users, providing the following information:
   1. Why is this change required?
   2. What problem does it solve?
   3. What scenario does it contribute to?
-  4. If it fixes an open issue, please link to the issue below.
+  4. If it fixes an open issue, please link to the issue here.
 -->
 
-### Description & Review Guide
+### Description
 
 <!-- Describe your changes, the overall approach, the underlying design.
-     Highlight what you want the reviewers to focus on.
      These notes will help understanding how your code works. Thanks! -->
 
-- **What are the major changes?**
-- **What is the impact of these changes?**
-- **What do you want reviewers to focus on?**
-<!-- NOTE FOR AUTOMATED/AI REVIEWERS: the "What do you want reviewers to focus on?"
-     item above is intended for human reviewers only. Automated/AI reviewers should
-     ignore it and review the entire change rather than narrowing scope to it. -->
-
-
-### Related Issue
-
-<!-- Which issue does this PR fix? Link it using a GitHub closing keyword so it is
-     closed automatically when this PR is merged, e.g. "Fixes #123" or "Closes #123".
-     PRs that are not linked to an issue may be closed, no matter how valid the change is.
-     Also check whether an open PR already exists for this issue; if so,
-     explain how this PR is different. -->
-
-Fixes #
-
 ### Contribution Checklist
 
 <!-- Before submitting this PR, please make sure: -->
 
 - [ ] The code builds clean without any errors or warnings
-- [ ] All unit tests pass, and I have added new tests where possible
 - [ ] The PR follows the [Contribution Guidelines](https://github.com/microsoft/agent-framework/blob/main/CONTRIBUTING.md)
-- [ ] This PR is linked to an issue and there is no other open PR for this issue (see Related Issue above).
-- [x] **This is not a breaking change.** If it _is_ a breaking change, add the `breaking change` label (or add "[BREAKING]" to the title prefix, before or after any language prefix) — a workflow keeps the label and title prefix in sync automatically.
+- [ ] All unit tests pass, and I have added new tests where possible
+- [ ] **Is this a breaking change?** If yes, add "[BREAKING]" prefix to the title of the PR.

.github/scripts/check_team_membership.js

@@ -1,61 +0,0 @@
-// Copyright (c) Microsoft. All rights reserved.
-
-/**
- * Resolve the issue author and check their team membership.
- *
- * @param {object} opts
- * @param {object} opts.github - Octokit REST client from actions/github-script
- * @param {object} opts.context - GitHub Actions context
- * @param {object} opts.core - GitHub Actions core toolkit
- * @param {string} opts.teamSlug - Team slug to check membership against
- * @param {string|number} opts.issueNumber - Issue number to resolve author for
- * @returns {Promise<{author: string|null, isTeamMember: boolean}>}
- */
-async function checkTeamMembership({ github, context, core, teamSlug, issueNumber }) {
-  let author = context.payload.issue?.user?.login;
-  if (!author) {
-    const { data: issue } = await github.rest.issues.get({
-      owner: context.repo.owner,
-      repo: context.repo.repo,
-      issue_number: Number(issueNumber),
-    });
-    author = issue.user?.login;
-  }
-
-  if (!author) {
-    core.setFailed('Could not determine issue author (user may be deleted).');
-    return { author: null, isTeamMember: false };
-  }
-
-  try {
-    await github.rest.teams.getByName({
-      org: context.repo.owner,
-      team_slug: teamSlug,
-    });
-  } catch (error) {
-    core.setFailed(`Team lookup failed for ${teamSlug}: ${error.message}`);
-    throw error;
-  }
-
-  let isTeamMember = false;
-  try {
-    const teamMembership = await github.rest.teams.getMembershipForUserInOrg({
-      org: context.repo.owner,
-      team_slug: teamSlug,
-      username: author,
-    });
-    isTeamMember = teamMembership.data.state === 'active';
-  } catch (error) {
-    if (error.status === 404) {
-      core.info(`Author ${author} is not a member of team ${teamSlug}.`);
-      isTeamMember = false;
-    } else {
-      core.setFailed(`Team membership lookup failed for ${author}: ${error.message}`);
-      throw error;
-    }
-  }
-
-  return { author, isTeamMember };
-}
-
-module.exports = checkTeamMembership;

.github/scripts/pr_limit_moderation.js

@@ -1,181 +0,0 @@
-// Copyright (c) Microsoft. All rights reserved.
-
-function getPullRequest(context) {
-  const pullRequest = context.payload.pull_request;
-  if (!pullRequest?.number || !pullRequest.user?.login) {
-    throw new Error('This script must be run from a pull_request_target event.');
-  }
-
-  return {
-    author: pullRequest.user.login,
-    authorType: pullRequest.user.type,
-    labels: pullRequest.labels?.map((label) => label.name).filter(Boolean) ?? [],
-    number: pullRequest.number,
-  };
-}
-
-async function ensureLabel({ github, owner, repo, labelName }) {
-  try {
-    await github.rest.issues.getLabel({
-      owner,
-      repo,
-      name: labelName,
-    });
-  } catch (error) {
-    if (error.status !== 404) {
-      throw error;
-    }
-
-    try {
-      await github.rest.issues.createLabel({
-        owner,
-        repo,
-        name: labelName,
-        color: 'd93f0b',
-        description: 'Community author has exceeded the open pull request limit.',
-      });
-    } catch (createError) {
-      if (createError.status !== 422) {
-        throw createError;
-      }
-    }
-  }
-}
-
-function hasLabel(labels, labelName) {
-  if (!labelName) {
-    return false;
-  }
-
-  return labels.some((label) => label.toLowerCase() === labelName.toLowerCase());
-}
-
-function isDependabotAuthor({ author, authorType }) {
-  return authorType === 'Bot' && author.toLowerCase() === 'dependabot[bot]';
-}
-
-function buildLimitMessage({ author, exemptLabelName, maxOpenPrs, openPrCount }) {
-  return [
-    `Thank you for your contribution, @${author}.`,
-    '',
-    `To keep the review queue manageable, we currently limit community contributors to ${maxOpenPrs} `
-      + `open pull requests at a time. This PR would put you at ${openPrCount} open pull requests, `
-      + 'so we are closing it automatically.',
-    '',
-    'Please focus on getting your existing PRs reviewed, merged, or closed before opening another one. '
-      + `If a maintainer asked you to open this PR, they can apply the \`${exemptLabelName}\` label and reopen it.`,
-  ].join('\n');
-}
-
-async function getOpenPrCount({ github, owner, repo, author, pullRequestNumber }) {
-  const openPullRequests = await github.paginate(github.rest.pulls.list, {
-    owner,
-    repo,
-    state: 'open',
-    per_page: 100,
-  });
-
-  const authorOpenPullRequestNumbers = openPullRequests
-    .filter((pullRequest) => pullRequest.user?.login === author)
-    .map((pullRequest) => pullRequest.number);
-  const currentPrIsOpen = authorOpenPullRequestNumbers.includes(pullRequestNumber);
-  const existingOpenPrCount = currentPrIsOpen
-    ? authorOpenPullRequestNumbers.length - 1
-    : authorOpenPullRequestNumbers.length;
-
-  return existingOpenPrCount + 1;
-}
-
-async function enforcePrLimit({ github, context, core, exemptLabelName, maxOpenPrs, labelName }) {
-  const { owner, repo } = context.repo;
-  const { author, authorType, labels, number } = getPullRequest(context);
-
-  if (isDependabotAuthor({ author, authorType })) {
-    core.info(`Author ${author} is Dependabot; skipping open PR limit enforcement.`);
-    return {
-      author,
-      closed: false,
-      dependabotExempt: true,
-      openPrCount: null,
-    };
-  }
-
-  if (hasLabel(labels, exemptLabelName)) {
-    core.info(`PR #${number} has the ${exemptLabelName} label; skipping open PR limit enforcement.`);
-    return {
-      author,
-      closed: false,
-      exempt: true,
-      openPrCount: null,
-    };
-  }
-
-  const openPrCount = await getOpenPrCount({
-    github,
-    owner,
-    repo,
-    author,
-    pullRequestNumber: number,
-  });
-
-  if (openPrCount <= maxOpenPrs) {
-    core.info(
-      `${author} has ${openPrCount} open pull request(s), which is within the limit of ${maxOpenPrs}.`,
-    );
-    return {
-      author,
-      closed: false,
-      openPrCount,
-    };
-  }
-
-  await ensureLabel({
-    github,
-    owner,
-    repo,
-    labelName,
-  });
-
-  await github.rest.issues.addLabels({
-    owner,
-    repo,
-    issue_number: number,
-    labels: [labelName],
-  });
-
-  await github.rest.issues.createComment({
-    owner,
-    repo,
-    issue_number: number,
-    body: buildLimitMessage({
-      author,
-      exemptLabelName,
-      maxOpenPrs,
-      openPrCount,
-    }),
-  });
-
-  await github.rest.pulls.update({
-    owner,
-    repo,
-    pull_number: number,
-    state: 'closed',
-  });
-
-  core.info(
-    `${author} has ${openPrCount} open pull request(s), which exceeds the limit of ${maxOpenPrs}. `
-      + `Closed PR #${number}.`,
-  );
-
-  return {
-    author,
-    closed: true,
-    openPrCount,
-  };
-}
-
-module.exports = {
-  buildLimitMessage,
-  enforcePrLimit,
-  getOpenPrCount,
-};

.github/scripts/title_prefix.js

@@ -1,253 +0,0 @@
-// Copyright (c) Microsoft. All rights reserved.
-
-const BREAKING_CHANGE_LABEL = 'breaking change';
-const BREAKING_PREFIX = '[BREAKING]';
-
-const DEFAULT_PREFIX_LABELS = Object.freeze({
-  python: 'Python',
-  '.NET': '.NET',
-});
-
-const DEFAULT_BRACKET_PREFIX_LABELS = Object.freeze({
-  [BREAKING_CHANGE_LABEL]: BREAKING_PREFIX,
-});
-
-function escapeRegExp(value) {
-  return value.replace(/[.*+?^${}()|[\]\\]/g, '\\$&');
-}
-
-function getMatchingValueByKey(valuesByKey, keyToFind) {
-  const matchingKey = Object.keys(valuesByKey).find((key) => key.toLowerCase() === keyToFind.toLowerCase());
-  return matchingKey === undefined ? null : valuesByKey[matchingKey];
-}
-
-function getPrefixPattern(prefixes) {
-  return prefixes.map(escapeRegExp).join('|');
-}
-
-function canonicalizePrefix(prefix, prefixes) {
-  return prefixes.find((knownPrefix) => knownPrefix.toLowerCase() === prefix.toLowerCase()) ?? prefix;
-}
-
-function normalizeLeadingBracketPrefix(title, bracketPrefixes) {
-  const bracketPattern = getPrefixPattern(bracketPrefixes);
-  if (!bracketPattern) {
-    return title;
-  }
-
-  const leadingBracketPrefix = new RegExp(`^(${bracketPattern})(?=\\s|$)`, 'i');
-  return title.replace(
-    leadingBracketPrefix,
-    (bracketPrefix) => canonicalizePrefix(bracketPrefix, bracketPrefixes),
-  );
-}
-
-function parseLeadingTitlePrefix(title, titlePrefixes) {
-  const titlePrefixPattern = getPrefixPattern(titlePrefixes);
-  if (!titlePrefixPattern) {
-    return null;
-  }
-
-  const match = title.match(new RegExp(`^(${titlePrefixPattern}):\\s*`, 'i'));
-  if (!match) {
-    return null;
-  }
-
-  return {
-    prefix: canonicalizePrefix(match[1], titlePrefixes),
-    rest: title.slice(match[0].length).trimStart(),
-  };
-}
-
-function removeBracketPrefixToken(title, bracketPrefix) {
-  const bracketPrefixPattern = escapeRegExp(bracketPrefix);
-  return title
-    .replace(new RegExp(`(^|\\s+)${bracketPrefixPattern}(?=\\s|$)`, 'ig'), '$1')
-    .replace(/\s{2,}/g, ' ')
-    .trim();
-}
-
-function addTitlePrefix(title, prefix, bracketPrefixes = Object.values(DEFAULT_BRACKET_PREFIX_LABELS)) {
-  const bracketPattern = getPrefixPattern(bracketPrefixes);
-  const prefixPattern = escapeRegExp(prefix);
-
-  if (bracketPattern) {
-    const bracketThenTitlePrefix = new RegExp(`^(${bracketPattern})(\\s+)(${prefixPattern})(?=:)`, 'i');
-    if (bracketThenTitlePrefix.test(title)) {
-      return title.replace(
-        bracketThenTitlePrefix,
-        (match, bracketPrefix, spacing) => `${canonicalizePrefix(bracketPrefix, bracketPrefixes)}${spacing}${prefix}`,
-      );
-    }
-
-    title = normalizeLeadingBracketPrefix(title, bracketPrefixes);
-  }
-
-  if (!title.startsWith(`${prefix}: `)) {
-    const existingTitlePrefix = new RegExp(`^${prefixPattern}:\\s*`, 'i');
-    if (existingTitlePrefix.test(title)) {
-      return title.replace(existingTitlePrefix, `${prefix}: `);
-    }
-
-    return `${prefix}: ${title}`;
-  }
-
-  return title;
-}
-
-function hasBracketPrefix(title, bracketPrefix, titlePrefixes = Object.values(DEFAULT_PREFIX_LABELS)) {
-  const bracketPrefixPattern = escapeRegExp(bracketPrefix);
-  const leadingBracketPrefix = new RegExp(`^${bracketPrefixPattern}(?=\\s|$)`, 'i');
-  if (leadingBracketPrefix.test(title)) {
-    return true;
-  }
-
-  const leadingTitlePrefix = parseLeadingTitlePrefix(title, titlePrefixes);
-  if (!leadingTitlePrefix) {
-    return false;
-  }
-
-  return leadingBracketPrefix.test(leadingTitlePrefix.rest);
-}
-
-function addBracketPrefix(title, bracketPrefix, titlePrefixes = Object.values(DEFAULT_PREFIX_LABELS)) {
-  const bracketPrefixPattern = escapeRegExp(bracketPrefix);
-  const leadingBracketPrefix = new RegExp(`^${bracketPrefixPattern}(?=\\s|$)`, 'i');
-  if (leadingBracketPrefix.test(title)) {
-    return title.replace(leadingBracketPrefix, bracketPrefix);
-  }
-
-  const leadingTitlePrefix = parseLeadingTitlePrefix(title, titlePrefixes);
-  if (leadingTitlePrefix) {
-    if (leadingBracketPrefix.test(leadingTitlePrefix.rest)) {
-      const normalizedRest = leadingTitlePrefix.rest.replace(leadingBracketPrefix, bracketPrefix);
-      return `${leadingTitlePrefix.prefix}: ${normalizedRest}`;
-    }
-
-    const titleWithoutBracketPrefix = removeBracketPrefixToken(leadingTitlePrefix.rest, bracketPrefix);
-    return `${leadingTitlePrefix.prefix}: ${bracketPrefix}`
-      + (titleWithoutBracketPrefix ? ` ${titleWithoutBracketPrefix}` : '');
-  }
-
-  const titleWithoutBracketPrefix = removeBracketPrefixToken(title, bracketPrefix);
-  return `${bracketPrefix}${titleWithoutBracketPrefix ? ` ${titleWithoutBracketPrefix}` : ''}`;
-}
-
-function hasLabel(labels, labelName) {
-  return labels.some((label) => label.toLowerCase() === labelName.toLowerCase());
-}
-
-function getCurrentTitle(context) {
-  switch (context.eventName) {
-    case 'issues':
-      return context.payload.issue.title;
-    case 'pull_request_target':
-      return context.payload.pull_request.title;
-    default:
-      throw new Error(`Unrecognized eventName: ${context.eventName}`);
-  }
-}
-
-async function updateTitleForAddedLabel({
-  github,
-  context,
-  core,
-  prefixLabels = DEFAULT_PREFIX_LABELS,
-  bracketPrefixLabels = DEFAULT_BRACKET_PREFIX_LABELS,
-}) {
-  const labelAdded = context.payload.label?.name;
-  if (!labelAdded) {
-    throw new Error('This script must be run from a labeled event.');
-  }
-
-  const currentTitle = getCurrentTitle(context);
-  let newTitle = null;
-
-  const titlePrefix = getMatchingValueByKey(prefixLabels, labelAdded);
-  if (titlePrefix !== null) {
-    newTitle = addTitlePrefix(currentTitle, titlePrefix, Object.values(bracketPrefixLabels));
-  }
-
-  const bracketPrefix = getMatchingValueByKey(bracketPrefixLabels, labelAdded);
-  if (bracketPrefix !== null) {
-    newTitle = addBracketPrefix(currentTitle, bracketPrefix, Object.values(prefixLabels));
-  }
-
-  if (newTitle === null) {
-    core.info(`No title prefix configured for label "${labelAdded}".`);
-    return { updated: false, newTitle: currentTitle };
-  }
-
-  if (newTitle === currentTitle) {
-    core.info(`Title already includes the prefix for label "${labelAdded}".`);
-    return { updated: false, newTitle };
-  }
-
-  switch (context.eventName) {
-    case 'issues':
-      await github.rest.issues.update({
-        issue_number: context.issue.number,
-        owner: context.repo.owner,
-        repo: context.repo.repo,
-        title: newTitle,
-      });
-      break;
-
-    case 'pull_request_target':
-      await github.rest.pulls.update({
-        pull_number: context.issue.number,
-        owner: context.repo.owner,
-        repo: context.repo.repo,
-        title: newTitle,
-      });
-      break;
-
-    default:
-      throw new Error(`Unrecognized eventName: ${context.eventName}`);
-  }
-
-  return { updated: true, newTitle };
-}
-
-async function syncBreakingChangeLabelFromTitle({
-  github,
-  context,
-  core,
-  labelName = BREAKING_CHANGE_LABEL,
-  bracketPrefix = BREAKING_PREFIX,
-  titlePrefixes = Object.values(DEFAULT_PREFIX_LABELS),
-}) {
-  const pullRequest = context.payload.pull_request;
-  if (!pullRequest) {
-    throw new Error('This script must be run from a pull_request_target event.');
-  }
-
-  const title = pullRequest.title || '';
-  if (!hasBracketPrefix(title, bracketPrefix, titlePrefixes)) {
-    core.info(`Title does not include ${bracketPrefix} in the title prefix.`);
-    return { added: false };
-  }
-
-  const labels = pullRequest.labels?.map((label) => label.name).filter(Boolean) ?? [];
-  if (hasLabel(labels, labelName)) {
-    core.info(`PR already has the "${labelName}" label.`);
-    return { added: false };
-  }
-
-  await github.rest.issues.addLabels({
-    issue_number: context.issue.number,
-    owner: context.repo.owner,
-    repo: context.repo.repo,
-    labels: [labelName],
-  });
-
-  return { added: true };
-}
-
-module.exports = {
-  addBracketPrefix,
-  addTitlePrefix,
-  hasBracketPrefix,
-  syncBreakingChangeLabelFromTitle,
-  updateTitleForAddedLabel,
-};

.github/skills/pull-requests/SKILL.md

@@ -1,116 +0,0 @@
----
-name: pull-requests
-description: >
-  Guidance for creating pull requests and handling PR review comments in the
-  Agent Framework repository. Use this when writing a PR description (filling out
-  the PR template) or when responding to and resolving review comments on an
-  existing PR.
----
-
-# Pull Request Workflow
-
-This skill covers two tasks: (1) writing a high-quality PR description, and
-(2) handling review comments on an existing PR.
-
-## 1. Writing the PR description
-
-Always follow the repository PR template at
-[`.github/pull_request_template.md`](../../pull_request_template.md). Keep its
-exact structure and headings. Fill every section:
-
-### `### Motivation & Context`
-Explain *why* the change is needed: the problem it solves and the scenario it
-contributes to. Describe the net change relative to `main` — this is implied, so
-do **not** spell out "vs main" explicitly.
-
-### `### Description & Review Guide`
-Describe the changes, the overall approach, and the design. Answer the three
-prompts:
-- **What are the major changes?**
-- **What is the impact of these changes?**
-- **What do you want reviewers to focus on?** — This item is for **human
-  reviewers only**. Automated/AI reviewers must ignore it and review the entire
-  change rather than narrowing scope to it.
-
-### `### Related Issue`
-Link the issue the PR fixes using a GitHub closing keyword (`Fixes #123` /
-`Closes #123`) so it closes automatically on merge. A PR with no linked issue may
-be closed regardless of how valid the change is. Before opening, confirm there is
-no other open PR for the same issue; if there is, explain how this PR differs.
-
-### `### Contribution Checklist`
-Check every item that applies. For the breaking-change item:
-- Leave **"This is not a breaking change."** checked for the common case.
-- If the change **is** breaking, add the `breaking change` label **or** put
-  `[BREAKING]` in the title prefix, before or after a language prefix such as
-  `Python:` or `.NET:` — workflows keep the label and the title prefix in sync
-  automatically (see `.github/workflows/label-title-prefix.yml` and
-  `.github/workflows/label-pr.yml`).
-
-### Do not
-- Do **not** add ad-hoc sections such as "Validation" or "Tests run"; CI/CD and
-  the checklist already cover validation status.
-- Do **not** remove or reorder the template's headings.
-
-### Creating the PR
-Open new PRs as **drafts** until they are ready for review. Example:
-
-```bash
-gh pr create --repo microsoft/agent-framework --base main \
-  --head <your-fork-owner>:<branch> --draft \
-  --title "<concise title>" --body "<body following the template>"
-```
-
-## 2. Handling review comments
-
-When a PR receives review comments, follow this sequence — **do not start editing
-code before the user has reviewed the plan**:
-
-1. **Review the comments.** Read every review comment and thread on the PR,
-   including inline code comments and general review summaries.
-2. **Make a plan.** Produce a concrete plan describing how each comment will be
-   addressed (or why it should not be, with reasoning).
-3. **Let the user review the plan.** Present the plan and wait for the user's
-   approval or adjustments before implementing anything.
-4. **Implement.** Make the agreed changes.
-5. **Reply to every comment.** Add a reply to **all** comments explaining how it
-   was addressed (or the agreed outcome) — leave none unanswered.
-6. **Resolve resolved threads.** Mark a review thread as resolved only when the
-   comment has actually been addressed.
-
-### Useful commands
-
-List review comments and threads:
-
-```bash
-# Inline review comments
-gh api repos/{owner}/{repo}/pulls/{pr}/comments
-
-# Review threads with resolution state (GraphQL)
-gh api graphql -f query='
-  query($owner:String!,$repo:String!,$pr:Int!){
-    repository(owner:$owner,name:$repo){
-      pullRequest(number:$pr){
-        reviewThreads(first:100){
-          nodes{ id isResolved comments(first:50){ nodes{ id body author{login} } } }
-        }
-      }
-    }
-  }' -F owner={owner} -F repo={repo} -F pr={pr}
-```
-
-Reply to an inline review comment:
-
-```bash
-gh api repos/{owner}/{repo}/pulls/{pr}/comments/{comment_id}/replies \
-  -f body="Addressed in <commit>: <explanation>"
-```
-
-Resolve a review thread (needs the thread node id from the GraphQL query above):
-
-```bash
-gh api graphql -f query='
-  mutation($threadId:ID!){
-    resolveReviewThread(input:{threadId:$threadId}){ thread{ isResolved } }
-  }' -F threadId={thread_id}
-```

.github/tests/test_check_team_membership.js

@@ -1,178 +0,0 @@
-// Copyright (c) Microsoft. All rights reserved.
-
-/**
- * Tests for check_team_membership.js.
- *
- * Run with: node --test .github/tests/test_check_team_membership.js
- */
-
-const { describe, it } = require('node:test');
-const assert = require('node:assert/strict');
-
-const checkTeamMembership = require('../scripts/check_team_membership.js');
-
-
-// ---------------------------------------------------------------------------
-// Helpers
-// ---------------------------------------------------------------------------
-
-function createMocks({ payloadIssue = undefined, apiUser = 'api-user', teamState = 'active' } = {}) {
-  const core = {
-    _infoMessages: [],
-    _failedMessages: [],
-    info(msg) { this._infoMessages.push(msg); },
-    setFailed(msg) { this._failedMessages.push(msg); },
-  };
-
-  const context = {
-    payload: { issue: payloadIssue },
-    repo: { owner: 'test-org', repo: 'test-repo' },
-  };
-
-  const github = {
-    rest: {
-      issues: {
-        get: async () => ({
-          data: { user: apiUser ? { login: apiUser } : null },
-        }),
-      },
-      teams: {
-        getByName: async () => ({}),
-        getMembershipForUserInOrg: async () => ({
-          data: { state: teamState },
-        }),
-      },
-    },
-  };
-
-  return { core, context, github };
-}
-
-const BASE_OPTS = { teamSlug: 'my-team', issueNumber: '123' };
-
-
-// ---------------------------------------------------------------------------
-// Author resolution
-// ---------------------------------------------------------------------------
-
-describe('author resolution', () => {
-  it('resolves author from event payload', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'payload-user' } },
-    });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.author, 'payload-user');
-  });
-
-  it('resolves author via API when payload issue is absent', async () => {
-    const { github, context, core } = createMocks({ apiUser: 'api-user' });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.author, 'api-user');
-  });
-
-  it('resolves author via API when payload issue user is null (deleted account)', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: null },
-      apiUser: 'fetched-user',
-    });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.author, 'fetched-user');
-  });
-
-  it('handles deleted account when API also returns null user', async () => {
-    const { github, context, core } = createMocks({ apiUser: null });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.author, null);
-    assert.equal(result.isTeamMember, false);
-    assert.ok(core._failedMessages.some(m => m.includes('deleted')));
-  });
-});
-
-
-// ---------------------------------------------------------------------------
-// Team lookup
-// ---------------------------------------------------------------------------
-
-describe('team lookup', () => {
-  it('fails the job when team lookup errors', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'user1' } },
-    });
-    const error = new Error('Bad credentials');
-    github.rest.teams.getByName = async () => { throw error; };
-
-    await assert.rejects(
-      () => checkTeamMembership({ github, context, core, ...BASE_OPTS }),
-      (err) => err === error,
-    );
-    assert.ok(core._failedMessages.some(m => m.includes('Team lookup failed')));
-  });
-});
-
-
-// ---------------------------------------------------------------------------
-// Team membership
-// ---------------------------------------------------------------------------
-
-describe('team membership', () => {
-  it('returns true for active team member', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'member' } },
-      teamState: 'active',
-    });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.isTeamMember, true);
-  });
-
-  it('returns false for pending team member', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'pending-user' } },
-      teamState: 'pending',
-    });
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.isTeamMember, false);
-  });
-
-  it('treats 404 membership response as non-member without failing', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'outsider' } },
-    });
-    const notFoundError = new Error('Not Found');
-    notFoundError.status = 404;
-    github.rest.teams.getMembershipForUserInOrg = async () => { throw notFoundError; };
-
-    const result = await checkTeamMembership({ github, context, core, ...BASE_OPTS });
-    assert.equal(result.isTeamMember, false);
-    assert.equal(core._failedMessages.length, 0);
-    assert.ok(core._infoMessages.some(m => m.includes('not a member')));
-  });
-
-  it('fails the job on non-404 membership errors', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'user1' } },
-    });
-    const serverError = new Error('Internal Server Error');
-    serverError.status = 500;
-    github.rest.teams.getMembershipForUserInOrg = async () => { throw serverError; };
-
-    await assert.rejects(
-      () => checkTeamMembership({ github, context, core, ...BASE_OPTS }),
-      (err) => err === serverError,
-    );
-    assert.ok(core._failedMessages.some(m => m.includes('membership lookup failed')));
-  });
-
-  it('fails the job on membership errors without status code', async () => {
-    const { github, context, core } = createMocks({
-      payloadIssue: { user: { login: 'user1' } },
-    });
-    const networkError = new Error('ECONNREFUSED');
-    github.rest.teams.getMembershipForUserInOrg = async () => { throw networkError; };
-
-    await assert.rejects(
-      () => checkTeamMembership({ github, context, core, ...BASE_OPTS }),
-      (err) => err === networkError,
-    );
-    assert.ok(core._failedMessages.some(m => m.includes('membership lookup failed')));
-  });
-});

.github/tests/test_pr_limit_moderation.js

@@ -1,341 +0,0 @@
-// Copyright (c) Microsoft. All rights reserved.
-
-/**
- * Tests for pr_limit_moderation.js.
- *
- * Run with: node --test .github/tests/test_pr_limit_moderation.js
- */
-
-const { describe, it } = require('node:test');
-const assert = require('node:assert/strict');
-
-const { enforcePrLimit } = require('../scripts/pr_limit_moderation.js');
-
-
-// ---------------------------------------------------------------------------
-// Helpers
-// ---------------------------------------------------------------------------
-
-function createContext({ author = 'community-user', authorType = 'User', labels = [], number = 123 } = {}) {
-  return {
-    repo: {
-      owner: 'microsoft',
-      repo: 'agent-framework',
-    },
-    payload: {
-      pull_request: {
-        number,
-        labels: labels.map((name) => ({ name })),
-        user: {
-          login: author,
-          type: authorType,
-        },
-      },
-    },
-  };
-}
-
-function createCore() {
-  const messages = [];
-  return {
-    messages,
-    info(message) {
-      messages.push(message);
-    },
-  };
-}
-
-function createGithub({
-  itemNumbers,
-  labelExists = true,
-  pullRequests = createPullRequestPage({ numbers: itemNumbers }),
-}) {
-  const calls = [];
-
-  return {
-    calls,
-    async paginate(method, params) {
-      calls.push({ api: 'paginate', method, params });
-      return pullRequests;
-    },
-    rest: {
-      issues: {
-        async getLabel(params) {
-          calls.push({ api: 'issues.getLabel', params });
-          if (!labelExists) {
-            const error = new Error('Not Found');
-            error.status = 404;
-            throw error;
-          }
-          return { data: { name: params.name } };
-        },
-        async createLabel(params) {
-          calls.push({ api: 'issues.createLabel', params });
-          return { data: { name: params.name } };
-        },
-        async addLabels(params) {
-          calls.push({ api: 'issues.addLabels', params });
-          return { data: [] };
-        },
-        async createComment(params) {
-          calls.push({ api: 'issues.createComment', params });
-          return { data: { id: 1 } };
-        },
-      },
-      pulls: {
-        async list(params) {
-          calls.push({ api: 'pulls.list', params });
-          return { data: pullRequests };
-        },
-        async update(params) {
-          calls.push({ api: 'pulls.update', params });
-          return { data: { state: params.state } };
-        },
-      },
-    },
-  };
-}
-
-function createPullRequestPage({ author = 'community-user', numbers }) {
-  return numbers.map((number) => ({
-    number,
-    user: {
-      login: author,
-    },
-  }));
-}
-
-
-// ---------------------------------------------------------------------------
-// PR limit enforcement
-// ---------------------------------------------------------------------------
-
-describe('PR limit enforcement', () => {
-  it('does not close the PR when the author is at the open PR limit', async () => {
-    const github = createGithub({
-      itemNumbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 123],
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext(),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, false);
-    assert.equal(result.openPrCount, 10);
-    assert.deepEqual(
-      github.calls.map((call) => call.api),
-      ['paginate'],
-    );
-  });
-
-  it('counts the new PR when the pull list includes it', async () => {
-    const github = createGithub({
-      itemNumbers: [123, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext(),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, true);
-    assert.equal(result.openPrCount, 11);
-    assert.deepEqual(
-      github.calls.map((call) => call.api),
-      [
-        'paginate',
-        'issues.getLabel',
-        'issues.addLabels',
-        'issues.createComment',
-        'pulls.update',
-      ],
-    );
-  });
-
-  it('counts the current PR on top of existing open PRs', async () => {
-    const github = createGithub({
-      itemNumbers: [123, ...Array.from({ length: 24 }, (_, index) => index + 1)],
-      pullRequests: createPullRequestPage({
-        numbers: [123, ...Array.from({ length: 25 }, (_, index) => index + 1)],
-      }),
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext(),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, true);
-    assert.equal(result.openPrCount, 26);
-    const comment = github.calls.find((call) => call.api === 'issues.createComment').params.body;
-    assert.match(comment, /This PR would put you at 26 open pull requests/);
-  });
-
-  it('creates the label when it does not already exist', async () => {
-    const github = createGithub({
-      itemNumbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 123],
-      labelExists: false,
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext(),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, true);
-    assert.deepEqual(
-      github.calls.map((call) => call.api),
-      [
-        'paginate',
-        'issues.getLabel',
-        'issues.createLabel',
-        'issues.addLabels',
-        'issues.createComment',
-        'pulls.update',
-      ],
-    );
-    assert.equal(
-      github.calls.find((call) => call.api === 'issues.createLabel').params.name,
-      'too-many-prs',
-    );
-  });
-
-  it('tolerates a 422 race when creating the label', async () => {
-    const github = createGithub({
-      itemNumbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 123],
-      labelExists: false,
-    });
-    github.rest.issues.createLabel = async (params) => {
-      github.calls.push({ api: 'issues.createLabel', params });
-      const error = new Error('Validation Failed');
-      error.status = 422;
-      throw error;
-    };
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext(),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, true);
-    assert.deepEqual(
-      github.calls.map((call) => call.api),
-      [
-        'paginate',
-        'issues.getLabel',
-        'issues.createLabel',
-        'issues.addLabels',
-        'issues.createComment',
-        'pulls.update',
-      ],
-    );
-  });
-
-  it('uses a diplomatic close message with the configured limit', async () => {
-    const github = createGithub({
-      itemNumbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 123],
-      pullRequests: createPullRequestPage({
-        author: 'octo-contributor',
-        numbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 123],
-      }),
-    });
-
-    await enforcePrLimit({
-      github,
-      context: createContext({ author: 'octo-contributor' }),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    const comment = github.calls.find((call) => call.api === 'issues.createComment').params.body;
-    assert.match(comment, /Thank you for your contribution/);
-    assert.match(comment, /limit community contributors to 10 open pull requests/);
-    assert.match(comment, /@octo-contributor/);
-    assert.match(comment, /`pr-limit-exempt` label and reopen/);
-  });
-
-  it('does not close an exempt PR when it is reopened', async () => {
-    const github = createGithub({
-      itemNumbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 123],
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext({ labels: ['PR-LIMIT-EXEMPT'] }),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, false);
-    assert.equal(result.exempt, true);
-    assert.equal(result.openPrCount, null);
-    assert.deepEqual(github.calls, []);
-  });
-
-  it('does not close Dependabot PRs', async () => {
-    const github = createGithub({
-      itemNumbers: [123, ...Array.from({ length: 25 }, (_, index) => index + 1)],
-      pullRequests: createPullRequestPage({
-        author: 'dependabot[bot]',
-        numbers: [123, ...Array.from({ length: 25 }, (_, index) => index + 1)],
-      }),
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext({ author: 'dependabot[bot]', authorType: 'Bot' }),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, false);
-    assert.equal(result.dependabotExempt, true);
-    assert.equal(result.openPrCount, null);
-    assert.deepEqual(github.calls, []);
-  });
-
-  it('counts the current PR when the author has more than one page of open PRs', async () => {
-    const github = createGithub({
-      itemNumbers: [123, ...Array.from({ length: 100 }, (_, index) => index + 1)],
-    });
-
-    const result = await enforcePrLimit({
-      github,
-      context: createContext({ number: 123 }),
-      core: createCore(),
-      exemptLabelName: 'pr-limit-exempt',
-      maxOpenPrs: 10,
-      labelName: 'too-many-prs',
-    });
-
-    assert.equal(result.closed, true);
-    assert.equal(result.openPrCount, 101);
-  });
-});

.github/workflows/codeql-analysis.yml

@@ -32,13 +32,13 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
 
       # Initializes the CodeQL tools for scanning.
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4
+        uses: github/codeql-action/init@v4
         with:
           languages: ${{ matrix.language }}
           # If you wish to specify custom queries, you can do so here or in a config file.
@@ -51,7 +51,7 @@ jobs:
       # Autobuild attempts to build any compiled languages  (C/C++, C#, Go, or Java).
       # If this step fails, then you should remove it and run the build manually (see below)
       - name: Autobuild
-        uses: github/codeql-action/autobuild@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4
+        uses: github/codeql-action/autobuild@v4
 
       # ℹ️ Command-line programs to run using the OS shell.
       # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -64,6 +64,6 @@ jobs:
       #     ./location_of_script_within_repo/buildscript.sh
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4
+        uses: github/codeql-action/analyze@v4
         with:
           category: "/language:${{matrix.language}}"

.github/workflows/devflow-pr-review.yml

@@ -1,165 +0,0 @@
-name: DevFlow PR Review
-
-on:
-  pull_request_target:
-    types:
-      - opened
-      - reopened
-      - ready_for_review
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: Pull request number to review
-        required: true
-        type: string
-
-permissions:
-  contents: read
-  issues: write
-  pull-requests: write
-
-concurrency:
-  group: devflow-pr-review-${{ github.repository }}-${{ github.event.pull_request.number || inputs.pr_number || github.run_id }}
-  cancel-in-progress: true
-
-env:
-  DEVFLOW_REPOSITORY: ${{ vars.DF_REPO }}
-  DEVFLOW_REF: main
-  TARGET_REPO_PATH: ${{ github.workspace }}/target-repo
-  DEVFLOW_PATH: ${{ github.workspace }}/devflow
-
-jobs:
-  team_check:
-    runs-on: ubuntu-latest
-    outputs:
-      is_team_member: ${{ steps.check.outputs.is_team_member }}
-      pr_number: ${{ steps.pr.outputs.pr_number }}
-      pr_url: ${{ steps.pr.outputs.pr_url }}
-      repo: ${{ steps.pr.outputs.repo }}
-    steps:
-      - name: Resolve PR metadata
-        id: pr
-        shell: bash
-        env:
-          PR_HTML_URL: ${{ github.event.pull_request.html_url }}
-          PR_NUMBER_EVENT: ${{ github.event.pull_request.number }}
-          PR_NUMBER_INPUT: ${{ inputs.pr_number }}
-        run: |
-          set -euo pipefail
-
-          if [[ "${GITHUB_EVENT_NAME}" == "pull_request_target" ]]; then
-            pr_number="${PR_NUMBER_EVENT}"
-            pr_url="${PR_HTML_URL}"
-          else
-            pr_number="${PR_NUMBER_INPUT}"
-            pr_url="https://github.com/${GITHUB_REPOSITORY}/pull/${pr_number}"
-          fi
-
-          if [[ ! "$pr_number" =~ ^[1-9][0-9]*$ ]]; then
-            echo "Could not determine PR number; for workflow_dispatch runs, the 'pr_number' input is required when not running on pull_request_target." >&2
-            exit 1
-          fi
-
-          echo "pr_url=${pr_url}" >> "$GITHUB_OUTPUT"
-          echo "pr_number=${pr_number}" >> "$GITHUB_OUTPUT"
-          echo "repo=${GITHUB_REPOSITORY}" >> "$GITHUB_OUTPUT"
-
-      - name: Check PR author team membership
-        id: check
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        env:
-          TEAM_NAME: ${{ secrets.DEVELOPER_TEAM }}
-          PR_NUMBER: ${{ steps.pr.outputs.pr_number }}
-        with:
-          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
-          script: |
-            let author = context.payload.pull_request?.user?.login;
-            if (!author) {
-              const { data: pr } = await github.rest.pulls.get({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                pull_number: Number(process.env.PR_NUMBER),
-              });
-              author = pr.user.login;
-            }
-
-            let isTeamMember = false;
-            try {
-              const teamMembership = await github.rest.teams.getMembershipForUserInOrg({
-                org: context.repo.owner,
-                team_slug: process.env.TEAM_NAME,
-                username: author,
-              });
-              isTeamMember = teamMembership.data.state === 'active';
-            } catch (error) {
-              console.log(`Team membership lookup failed for ${author}: ${error.message}`);
-              isTeamMember = false;
-            }
-
-            core.setOutput('is_team_member', isTeamMember ? 'true' : 'false');
-            if (isTeamMember) {
-              core.info(`Author ${author} is a team member; proceeding with review.`);
-            } else {
-              core.info(`Author ${author} is not a member of ${process.env.TEAM_NAME}; skipping review.`);
-            }
-
-  review:
-    runs-on: ubuntu-latest
-    needs: team_check
-    if: ${{ needs.team_check.outputs.is_team_member == 'true' }}
-    timeout-minutes: 60
-    # Advisory check: failures here should not block the PR. The reviewer
-    # posts comments as a best-effort signal; if the pipeline breaks, the
-    # PR author should still be able to merge without a red required check.
-    continue-on-error: true
-
-    steps:
-      # Safe checkout: base repo only, not the untrusted PR head.
-      - name: Checkout target repo base
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          ref: ${{ github.event_name == 'pull_request_target' && github.event.pull_request.base.sha || github.sha }}
-          fetch-depth: 0
-          persist-credentials: false
-          path: target-repo
-
-      # Private DevFlow checkout: the PAT/token grants access to this repo's code.
-      - name: Checkout DevFlow
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          repository: ${{ env.DEVFLOW_REPOSITORY }}
-          ref: ${{ env.DEVFLOW_REF }}
-          token: ${{ secrets.DEVFLOW_TOKEN }}
-          fetch-depth: 1
-          persist-credentials: false
-          path: devflow
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
-        with:
-          python-version: "3.13"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.11.x"
-          enable-cache: true
-
-      - name: Install DevFlow dependencies
-        working-directory: ${{ env.DEVFLOW_PATH }}
-        run: uv sync --frozen
-
-      - name: Run PR review
-        id: review
-        working-directory: ${{ env.DEVFLOW_PATH }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          GH_COPILOT_TOKEN: ${{ secrets.GH_COPILOT_TOKEN }}
-          SK_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          AGENT_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          PR_URL: ${{ needs.team_check.outputs.pr_url }}
-        run: |
-          uv run python scripts/trigger_pr_review.py \
-            --pr-url "$PR_URL" \
-            --github-username "$GITHUB_ACTOR" \
-            --no-require-comment-selection

.github/workflows/dotnet-build-and-test.yml

@@ -37,12 +37,9 @@ jobs:
     outputs:
       dotnetChanges: ${{ steps.filter.outputs.dotnet }}
       cosmosDbChanges: ${{ steps.filter.outputs.cosmosdb }}
-      foundryHostingChanges: ${{ steps.filter.outputs.foundryHosting }}
-      functionsChanged: ${{ steps.filter.outputs.functions }}
-      coreChanged: ${{ steps.filter.outputs.core }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
         id: filter
         with:
           filters: |
@@ -50,40 +47,6 @@ jobs:
               - 'dotnet/**'
             cosmosdb:
               - 'dotnet/src/Microsoft.Agents.AI.CosmosNoSql/**'
-            # The Foundry hosted-agent IT is costly (builds a container, pushes to ACR,
-            # provisions live agents). Only run it when the project under test, its
-            # dependency chain, the test container, the test fixture, or their tooling
-            # changed. Keep this list in sync with $hashedDirs in scripts/it-build-image.ps1.
-            foundryHosting:
-              - 'dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Foundry/**'
-              - 'dotnet/src/Microsoft.Agents.AI/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Abstractions/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Workflows/**'
-              - 'dotnet/tests/Foundry.Hosting.IntegrationTests/**'
-              - 'dotnet/tests/Foundry.Hosting.IntegrationTests.TestContainer/**'
-              - 'dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-AzureSearchRag/**'
-              - 'dotnet/Directory.Packages.props'
-              - 'dotnet/tests/Foundry.Hosting.IntegrationTests/scripts/it-build-image.ps1'
-              - '.github/workflows/dotnet-build-and-test.yml'
-            functions:
-              - 'dotnet/src/Microsoft.Agents.AI.DurableTask/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Hosting.AzureFunctions/**'
-              - 'dotnet/tests/Microsoft.Agents.AI.DurableTask.IntegrationTests/**'
-              - 'dotnet/tests/Microsoft.Agents.AI.Hosting.AzureFunctions.IntegrationTests/**'
-              - '.github/actions/azure-functions-integration-setup/**'
-              - '.github/workflows/dotnet-build-and-test.yml'
-            core:
-              - 'dotnet/src/Microsoft.Agents.AI/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Abstractions/**'
-              - 'dotnet/src/Microsoft.Agents.AI.OpenAI/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Workflows/**'
-              - 'dotnet/src/Microsoft.Agents.AI.Workflows.Generators/**'
-              - 'dotnet/eng/scripts/New-FilteredSolution.ps1'
-              - 'dotnet/tests/Directory.Build.props'
-              - 'dotnet/Directory.Packages.props'
-              - 'dotnet/global.json'
-              - '.github/workflows/dotnet-build-and-test.yml'
       # run only if 'dotnet' files were changed
       - name: dotnet tests
         if: steps.filter.outputs.dotnet == 'true'
@@ -111,7 +74,7 @@ jobs:
 
     runs-on: ${{ matrix.os }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
             persist-credentials: false
             sparse-checkout: |
@@ -121,11 +84,8 @@ jobs:
               python
               declarative-agents
 
-      - name: Free runner disk space
-        uses: ./.github/actions/free-runner-disk-space
-
       - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
+        uses: actions/setup-dotnet@v5.2.0
         with:
           global-json-file: ${{ github.workspace }}/dotnet/global.json
       - name: Build dotnet solutions
@@ -184,7 +144,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     environment: ${{ matrix.environment }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
             persist-credentials: false
             sparse-checkout: |
@@ -194,9 +154,6 @@ jobs:
               python
               declarative-agents
 
-      - name: Free runner disk space
-        uses: ./.github/actions/free-runner-disk-space
-
       # Start Cosmos DB Emulator for all integration tests and only for unit tests when CosmosDB changes happened)
       - name: Start Azure Cosmos DB Emulator
         if: ${{ runner.os == 'Windows' && (needs.paths-filter.outputs.cosmosDbChanges == 'true' || (github.event_name != 'pull_request' && matrix.integration-tests)) }}
@@ -208,7 +165,7 @@ jobs:
           echo "COSMOSDB_EMULATOR_AVAILABLE=true" >> $env:GITHUB_ENV
 
       - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
+        uses: actions/setup-dotnet@v5.2.0
         with:
           global-json-file: ${{ github.workspace }}/dotnet/global.json
 
@@ -237,11 +194,10 @@ jobs:
             Verbose         = $true
           }
           ./dotnet/eng/scripts/New-FilteredSolution.ps1 @commonArgs `
-            -TestProjectNameIncludeFilter "*UnitTests*" `
+            -TestProjectNameFilter "*UnitTests*" `
             -OutputPath dotnet/filtered-unit.slnx
           ./dotnet/eng/scripts/New-FilteredSolution.ps1 @commonArgs `
-            -TestProjectNameIncludeFilter "*IntegrationTests*" `
-            -TestProjectNameExcludeFilter "*DurableTask.IntegrationTests*","*AzureFunctions.IntegrationTests*" `
+            -TestProjectNameFilter "*IntegrationTests*" `
             -OutputPath dotnet/filtered-integration.slnx
 
       - name: Run Unit Tests
@@ -277,12 +233,20 @@ jobs:
 
       - name: Azure CLI Login
         if: github.event_name != 'pull_request' && matrix.integration-tests
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
           subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
 
+        # This setup action is required for both Durable Task and Azure Functions integration tests.
+        # We only run it on Ubuntu since the Durable Task and Azure Functions features are not available
+        # on .NET Framework (net472) which is what we use the Windows runner for.
+      - name: Set up Durable Task and Azure Functions Integration Test Emulators
+        if: github.event_name != 'pull_request' && matrix.integration-tests && matrix.os == 'ubuntu-latest'
+        uses: ./.github/actions/azure-functions-integration-setup
+        id: azure-functions-setup
+
       - name: Run Integration Tests
         shell: pwsh
         working-directory: dotnet
@@ -293,11 +257,8 @@ jobs:
             -c ${{ matrix.configuration }} `
             --no-build -v Normal `
             --report-xunit-trx `
-            --report-junit `
-            --results-directory ../IntegrationTestResults/ `
             --ignore-exit-code 8 `
             --filter-not-trait "Category=IntegrationDisabled" `
-            --filter-not-trait "Category=FoundryHostedAgents" `
             --parallel-algorithm aggressive `
             --max-threads 2.0x
         env:
@@ -316,16 +277,11 @@ jobs:
           AZURE_AI_PROJECT_ENDPOINT: ${{ vars.AZURE_AI_PROJECT_ENDPOINT }}
           AZURE_AI_MODEL_DEPLOYMENT_NAME: ${{ vars.AZURE_AI_MODEL_DEPLOYMENT_NAME }}
           AZURE_AI_BING_CONNECTION_ID: ${{ vars.AZURE_AI_BING_CONNECTION_ID }}
-          # Anthropic Models
-          # Disable Anthropic tests by not providing environment vars until 404 failure is resolved
-          # ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
-          # ANTHROPIC_CHAT_MODEL_NAME: ${{ vars.ANTHROPIC_CHAT_MODEL_NAME }}
-          # ANTHROPIC_REASONING_MODEL_NAME: ${{ vars.ANTHROPIC_REASONING_MODEL_NAME }}
 
       # Generate test reports and check coverage
       - name: Generate test reports
         if: matrix.targetFramework == env.COVERAGE_FRAMEWORK
-        uses: danielpalme/ReportGenerator-GitHub-Action@2a82782178b2816d9d6960a7345fdd164791b323 # 5.5.3
+        uses: danielpalme/ReportGenerator-GitHub-Action@5.5.3
         with:
           reports: "./TestResults/Coverage/**/*.cobertura.xml"
           targetdir: "./TestResults/Reports"
@@ -333,7 +289,7 @@ jobs:
 
       - name: Upload coverage report artifact
         if: matrix.targetFramework == env.COVERAGE_FRAMEWORK
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         with:
           name: CoverageReport-${{ matrix.os }}-${{ matrix.targetFramework }}-${{ matrix.configuration }} # Artifact name
           path: ./TestResults/Reports # Directory containing files to upload
@@ -343,209 +299,11 @@ jobs:
         shell: pwsh
         run: ./dotnet/eng/scripts/dotnet-check-coverage.ps1 -JsonReportPath "TestResults/Reports/Summary.json" -CoverageThreshold $env:COVERAGE_THRESHOLD
 
-      - name: Upload integration test results
-        if: always() && github.event_name != 'pull_request' && matrix.integration-tests
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: dotnet-test-results-${{ matrix.targetFramework }}-${{ matrix.os }}
-          path: IntegrationTestResults/**/*.junit
-          if-no-files-found: ignore
-
-  # The Foundry hosted-agent IT is costly (it builds a container, pushes to ACR, and provisions
-  # live agents on a separate Foundry project). Running it in its own job keeps the overall
-  # workflow time roughly flat: it executes in parallel to dotnet-build and dotnet-test and is
-  # gated on paths-filter.outputs.foundryHostingChanges so unrelated edits skip the work.
-  dotnet-foundry-hosted-it:
-    needs: paths-filter
-    if: github.event_name != 'pull_request' && needs.paths-filter.outputs.foundryHostingChanges == 'true'
-    runs-on: ubuntu-latest
-    environment: integration
-    env:
-      configuration: Release
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          persist-credentials: false
-          sparse-checkout: |
-            .
-            .github
-            dotnet
-            python
-
-      - name: Free runner disk space
-        uses: ./.github/actions/free-runner-disk-space
-
-      - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
-        with:
-          global-json-file: ${{ github.workspace }}/dotnet/global.json
-
-      # Build the test csproj directly instead of a filtered slnx + -f override.
-      # The test project pins TargetFrameworks=net10.0 and its ProjectReference closure
-      # gives MSBuild a single-rooted graph, so each multi-targeted dependency is invoked
-      # exactly once for net10.0. This avoids the MSB3026/MSB3491/MSB4018/MSB3883 file-lock
-      # collisions caused by parallel inner-builds racing on shared bin/obj output paths
-      # under the previous slnx + global TFM override approach.
-      - name: Build Foundry hosted IT (and its deps)
-        shell: bash
-        run: dotnet build dotnet/tests/Foundry.Hosting.IntegrationTests/Foundry.Hosting.IntegrationTests.csproj -c "$configuration" --warnaserror
-
-      - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
-        with:
-          client-id: ${{ secrets.AZURE_CLIENT_ID }}
-          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
-
-      # We rebuild and push the test container image on every IT run so framework code changes
-      # are picked up; the image tag is content-hashed across the test container source AND its
-      # framework project references, so identical content is a no-op push.
-      #
-      # The script always passes --no-dependencies to dotnet publish so publish never re-touches
-      # the framework lib DLLs the prior "Build Foundry hosted IT (and its deps)" step produced.
-      # This structurally eliminates the MSB3026 collision that VBCSCompiler from the prebuild
-      # would otherwise cause by holding file handles to those DLLs. Do not remove the prebuild
-      # step: the subsequent `dotnet test --no-build` step and the publish's ProjectReference
-      # resolution both depend on the prebuilt outputs being present.
-      - name: Build and push Foundry Hosted Agents test container
-        id: build-foundry-hosted-image
-        shell: pwsh
-        working-directory: ${{ github.workspace }}
-        run: |
-          $registry = "${{ vars.IT_HOSTED_AGENT_REGISTRY }}"
-          if ([string]::IsNullOrWhiteSpace($registry)) {
-            throw "IT_HOSTED_AGENT_REGISTRY not set in the integration environment."
-          }
-          & "${{ github.workspace }}/dotnet/tests/Foundry.Hosting.IntegrationTests/scripts/it-build-image.ps1" -Registry $registry | Tee-Object -FilePath $env:GITHUB_ENV -Append
-
-      - name: Run Foundry Hosted Agents Integration Tests
-        shell: pwsh
-        working-directory: dotnet
-        run: |
-          dotnet test --project tests/Foundry.Hosting.IntegrationTests/Foundry.Hosting.IntegrationTests.csproj `
-            -c $env:configuration `
-            --no-build -v Normal `
-            --report-xunit-trx `
-            --ignore-exit-code 8 `
-            --filter-trait "Category=FoundryHostedAgents"
-        env:
-          AZURE_AI_PROJECT_ENDPOINT: ${{ vars.IT_HOSTED_AGENT_PROJECT_ENDPOINT }}
-          AZURE_AI_MODEL_DEPLOYMENT_NAME: ${{ vars.IT_HOSTED_AGENT_MODEL_DEPLOYMENT_NAME }}
-          # Azure AI Search (for the azure-search-rag scenario). Reuses the integration
-          # environment secrets shared with python-sample-validation.yml. The index is
-          # provisioned out of band; see dotnet/tests/Foundry.Hosting.IntegrationTests/README.md
-          # for the required schema and seed content.
-          AZURE_SEARCH_ENDPOINT: ${{ secrets.AZURE_SEARCH_ENDPOINT }}
-          AZURE_SEARCH_INDEX_NAME: ${{ secrets.AZURE_SEARCH_INDEX_NAME }}
-          # IT_HOSTED_AGENT_IMAGE was exported into $GITHUB_ENV by the previous step.
-
-  # DurableTask and AzureFunctions integration tests (ubuntu/net10.0 only).
-  # Split from main dotnet-test job for path-based filtering and parallelism.
-  dotnet-test-functions:
-    needs: [paths-filter]
-    if: >
-      github.event_name != 'pull_request' &&
-      (needs.paths-filter.outputs.functionsChanged == 'true' ||
-       needs.paths-filter.outputs.coreChanged == 'true' ||
-       github.event_name == 'schedule' ||
-       github.event_name == 'workflow_dispatch')
-    runs-on: ubuntu-latest
-    environment: integration
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          persist-credentials: false
-          sparse-checkout: |
-            .
-            .github
-            dotnet
-            python
-            declarative-agents
-
-      - name: Free runner disk space
-        uses: ./.github/actions/free-runner-disk-space
-
-      - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
-        with:
-          global-json-file: ${{ github.workspace }}/dotnet/global.json
-
-      - name: Build functions integration test projects
-        shell: bash
-        working-directory: dotnet
-        run: |
-          dotnet build ./tests/Microsoft.Agents.AI.DurableTask.IntegrationTests -c Release -f net10.0 --warnaserror
-          dotnet build ./tests/Microsoft.Agents.AI.Hosting.AzureFunctions.IntegrationTests -c Release -f net10.0 --warnaserror
-
-      - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
-        with:
-          client-id: ${{ secrets.AZURE_CLIENT_ID }}
-          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
-
-      - name: Set up Durable Task and Azure Functions Integration Test Emulators
-        uses: ./.github/actions/azure-functions-integration-setup
-        id: azure-functions-setup
-
-      - name: Run Functions Integration Tests
-        shell: pwsh
-        working-directory: dotnet
-        run: |
-          # Run DurableTask integration tests
-          dotnet test `
-            --project ./tests/Microsoft.Agents.AI.DurableTask.IntegrationTests `
-            -f net10.0 `
-            -c Release `
-            --no-build -v Normal `
-            --report-xunit-trx `
-            --report-junit `
-            --results-directory ../IntegrationTestResults/ `
-            --ignore-exit-code 8 `
-            --filter-not-trait "Category=IntegrationDisabled" `
-            --parallel-algorithm aggressive `
-            --max-threads 2.0x
-
-          # Run AzureFunctions integration tests
-          dotnet test `
-            --project ./tests/Microsoft.Agents.AI.Hosting.AzureFunctions.IntegrationTests `
-            -f net10.0 `
-            -c Release `
-            --no-build -v Normal `
-            --report-xunit-trx `
-            --report-junit `
-            --results-directory ../IntegrationTestResults/ `
-            --ignore-exit-code 8 `
-            --filter-not-trait "Category=IntegrationDisabled" `
-            --parallel-algorithm aggressive `
-            --max-threads 2.0x
-        env:
-          # OpenAI Models
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          OPENAI_CHAT_MODEL_NAME: ${{ vars.OPENAI_CHAT_MODEL_NAME }}
-          OPENAI_REASONING_MODEL_NAME: ${{ vars.OPENAI_REASONING_MODEL_NAME }}
-          # Azure OpenAI Models
-          AZURE_OPENAI_DEPLOYMENT_NAME: ${{ vars.AZURE_OPENAI_DEPLOYMENT_NAME }}
-          AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ vars.AZURE_OPENAI_DEPLOYMENT_NAME }}
-          AZURE_OPENAI_ENDPOINT: ${{ vars.AZURE_OPENAI_ENDPOINT }}
-          # Azure AI Foundry
-          AZURE_AI_PROJECT_ENDPOINT: ${{ vars.AZURE_AI_PROJECT_ENDPOINT }}
-          AZURE_AI_MODEL_DEPLOYMENT_NAME: ${{ vars.AZURE_AI_MODEL_DEPLOYMENT_NAME }}
-          AZURE_AI_BING_CONNECTION_ID: ${{ vars.AZURE_AI_BING_CONNECTION_ID }}
-
-      - name: Upload functions test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: dotnet-test-results-functions-net10.0-ubuntu-latest
-          path: IntegrationTestResults/**/*.junit
-          if-no-files-found: ignore
-
   # This final job is required to satisfy the merge queue. It must only run (or succeed) if no tests failed
   dotnet-build-and-test-check:
     if: always()
     runs-on: ubuntu-latest
-    needs: [dotnet-build, dotnet-test, dotnet-foundry-hosted-it, dotnet-test-functions]
+    needs: [dotnet-build, dotnet-test]
     steps:
       - name: Get Date
         shell: bash
@@ -573,74 +331,13 @@ jobs:
       - name: Fail workflow if tests failed
         id: check_tests_failed
         if: contains(join(needs.*.result, ','), 'failure')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Failed!')
 
       - name: Fail workflow if tests cancelled
         id: check_tests_cancelled
         if: contains(join(needs.*.result, ','), 'cancelled')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Cancelled!')
-
-  # Integration test trend report (aggregates JUnit XML results from dotnet test jobs)
-  dotnet-integration-test-report:
-    name: Integration Test Report
-    if: >
-      always() &&
-      github.event_name != 'pull_request' &&
-      (contains(join(needs.*.result, ','), 'success') ||
-       contains(join(needs.*.result, ','), 'failure'))
-    needs: [dotnet-test, dotnet-test-functions]
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          persist-credentials: false
-          sparse-checkout: |
-            .github/actions/python-setup
-            python
-      - name: Set up python and install the project
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: "3.13"
-          os: ${{ runner.os }}
-      - name: Download all test results from current run
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4
-        with:
-          pattern: dotnet-test-results-*
-          path: dotnet-test-results/
-      - name: Restore report history cache
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/dotnet-integration-report-history.json
-          key: dotnet-integration-report-history-${{ github.run_id }}
-          restore-keys: |
-            dotnet-integration-report-history-
-      - name: Generate trend report
-        run: >
-          uv run python scripts/integration_test_report/aggregate.py
-          ../dotnet-test-results/
-          dotnet-integration-report-history.json
-          dotnet-integration-test-report.md
-      - name: Post to Job Summary
-        if: always()
-        run: cat dotnet-integration-test-report.md >> $GITHUB_STEP_SUMMARY
-      - name: Save report history cache
-        if: always()
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/dotnet-integration-report-history.json
-          key: dotnet-integration-report-history-${{ github.run_id }}
-      - name: Upload trend report
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: dotnet-integration-test-report
-          path: |
-            python/dotnet-integration-test-report.md
-            python/dotnet-integration-report-history.json

.github/workflows/dotnet-format.yml

@@ -30,7 +30,7 @@ jobs:
 
     steps:
       - name: Check out code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
           persist-credentials: false
@@ -42,7 +42,7 @@ jobs:
       - name: Get changed files
         id: changed-files
         if: github.event_name == 'pull_request'
-        uses: jitterbit/get-changed-files@b17fbb00bdc0c0f63fcf166580804b4d2cdc2a42 # v1
+        uses: jitterbit/get-changed-files@v1
         continue-on-error: true
 
       - name: No C# files changed
@@ -54,14 +54,11 @@ jobs:
       - name: Find csproj files
         id: find-csproj
         if: github.event_name != 'pull_request' || steps.changed-files.outputs.added_modified != '' || steps.changed-files.outcome == 'failure'
-        env:
-          ADDED_MODIFIED: ${{ steps.changed-files.outputs.added_modified }}
         run: |
           csproj_files=()
           exclude_files=("Experimental.Orchestration.Flow.csproj" "Experimental.Orchestration.Flow.UnitTests.csproj" "Experimental.Orchestration.Flow.IntegrationTests.csproj")
-          set -f
           if [[ ${{ steps.changed-files.outcome }} == 'success' ]]; then
-            for file in $ADDED_MODIFIED; do
+            for file in ${{ steps.changed-files.outputs.added_modified }}; do
               echo "$file was changed"
               dir="./$file"
               while [[ $dir != "." && $dir != "/" && $dir != $GITHUB_WORKSPACE ]]; do
@@ -83,7 +80,6 @@ jobs:
           csproj_files=($(printf "%s\n" "${csproj_files[@]}" | sort -u))
           echo "Found ${#csproj_files[@]} unique csproj/slnx files: ${csproj_files[*]}"
           echo "csproj_files=${csproj_files[*]}" >> $GITHUB_OUTPUT
-          set +f
 
       - name: Pull container dotnet/sdk:${{ matrix.dotnet }}
         if: steps.find-csproj.outputs.csproj_files != ''
@@ -92,11 +88,8 @@ jobs:
       # This step will run dotnet format on each of the unique csproj files and fail if any changes are made
       - name: Run dotnet format
         if: steps.find-csproj.outputs.csproj_files != ''
-        env:
-          CSPROJ_FILES: ${{ steps.find-csproj.outputs.csproj_files }}
         run: |
-          set -f
-          for csproj in $CSPROJ_FILES; do
+          for csproj in ${{ steps.find-csproj.outputs.csproj_files }}; do
             echo "Running dotnet format on $csproj"
-            docker run --rm -v "$(pwd):/app" -w /app mcr.microsoft.com/dotnet/sdk:${{ matrix.dotnet }} dotnet format "$csproj" --verify-no-changes --verbosity diagnostic
+            docker run --rm -v $(pwd):/app -w /app mcr.microsoft.com/dotnet/sdk:${{ matrix.dotnet }} /bin/sh -c "dotnet format $csproj --verify-no-changes --verbosity diagnostic"
           done

.github/workflows/dotnet-integration-tests.yml

@@ -29,7 +29,7 @@ jobs:
     environment: integration
     timeout-minutes: 60
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -50,7 +50,7 @@ jobs:
           echo "COSMOS_EMULATOR_AVAILABLE=true" >> $env:GITHUB_ENV
 
       - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
+        uses: actions/setup-dotnet@v5.2.0
         with:
           global-json-file: ${{ github.workspace }}/dotnet/global.json
 
@@ -63,7 +63,7 @@ jobs:
           done
 
       - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -88,7 +88,6 @@ jobs:
         env:
           COSMOSDB_ENDPOINT: https://localhost:8081
           COSMOSDB_KEY: C2y6yDjf5/R+ob0N8A7Cgv30VRDJIWEHLM+4QDU5DE2nQ9nDuVTqobD4b8mGGyPMbIZnqyMsEcaGQy67XIw/Jw==
-          COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
           OpenAI__ApiKey: ${{ secrets.OPENAI__APIKEY }}
           OpenAI__ChatModelId: ${{ vars.OPENAI__CHATMODELID }}
           OpenAI__ChatReasoningModelId: ${{ vars.OPENAI__CHATREASONINGMODELID }}

.github/workflows/dotnet-verify-samples.yml

@@ -41,7 +41,7 @@ jobs:
     environment: 'integration'
     timeout-minutes: 90
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           persist-credentials: false
           sparse-checkout: |
@@ -52,13 +52,13 @@ jobs:
             declarative-agents
 
       - name: Setup dotnet
-        uses: actions/setup-dotnet@c2fa09f4bde5ebb9d1777cf28262a3eb3db3ced7 # v5.2.0
+        uses: actions/setup-dotnet@v5.2.0
         with:
           global-json-file: ${{ github.workspace }}/dotnet/global.json
 
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -109,9 +109,6 @@ jobs:
           AZURE_AI_PROJECT_ENDPOINT: ${{ vars.AZURE_AI_PROJECT_ENDPOINT }}
           AZURE_AI_MODEL_DEPLOYMENT_NAME: ${{ vars.AZURE_AI_MODEL_DEPLOYMENT_NAME }}
           AZURE_AI_BING_CONNECTION_ID: ${{ vars.AZURE_AI_BING_CONNECTION_ID }}
-          # Foundry
-          FOUNDRY_PROJECT_ENDPOINT: ${{ vars.FOUNDRY_PROJECT_ENDPOINT }}
-          FOUNDRY_MODEL: ${{ vars.FOUNDRY_MODEL }}
 
       - name: Write Job Summary
         if: always()
@@ -126,7 +123,7 @@ jobs:
 
       - name: Upload results
         if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         with:
           name: verify-samples-results
           path: |

.github/workflows/issue-triage.yml

@@ -1,197 +0,0 @@
-name: Issue Triage
-
-on:
-  issues:
-    types: [opened, typed]
-
-permissions:
-  contents: read
-  issues: write
-  id-token: write
-
-concurrency:
-  group: >-
-    issue-triage-${{ github.repository }}-${{
-      github.event.issue.type.name == 'Bug' && github.event.issue.number
-      || github.run_id
-    }}
-  cancel-in-progress: true
-
-env:
-  DEVFLOW_REPOSITORY: ${{ vars.DF_REPO }}
-  DEVFLOW_REF: main
-  TARGET_REPO_PATH: ${{ github.workspace }}/target-repo
-  DEVFLOW_PATH: ${{ github.workspace }}/devflow
-
-jobs:
-  team_check:
-    runs-on: ubuntu-latest
-    if: ${{ github.event.issue.type.name == 'Bug' }}
-    outputs:
-      is_team_member: ${{ steps.check.outputs.is_team_member }}
-      issue_number: ${{ steps.issue.outputs.issue_number }}
-      repo: ${{ steps.issue.outputs.repo }}
-    steps:
-      - name: Resolve issue metadata
-        id: issue
-        shell: bash
-        env:
-          ISSUE_NUMBER_EVENT: ${{ github.event.issue.number }}
-        run: |
-          set -euo pipefail
-
-          issue_number="${ISSUE_NUMBER_EVENT}"
-
-          if [[ ! "$issue_number" =~ ^[1-9][0-9]*$ ]]; then
-            echo "Could not determine issue number from event payload." >&2
-            exit 1
-          fi
-
-          echo "issue_number=${issue_number}" >> "$GITHUB_OUTPUT"
-          echo "repo=${GITHUB_REPOSITORY}" >> "$GITHUB_OUTPUT"
-
-      - name: Checkout scripts
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          sparse-checkout: .github/scripts
-          fetch-depth: 1
-          persist-credentials: false
-
-      - name: Check issue author team membership
-        id: check
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        env:
-          TEAM_NAME: ${{ secrets.DEVELOPER_TEAM }}
-          ISSUE_NUMBER: ${{ steps.issue.outputs.issue_number }}
-        with:
-          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
-          script: |
-            const checkTeamMembership = require('./.github/scripts/check_team_membership.js');
-            const { author, isTeamMember } = await checkTeamMembership({
-              github,
-              context,
-              core,
-              teamSlug: process.env.TEAM_NAME,
-              issueNumber: process.env.ISSUE_NUMBER,
-            });
-            core.setOutput('is_team_member', isTeamMember ? 'true' : 'false');
-            if (isTeamMember) {
-              core.info(`Author ${author} is a team member; skipping auto-triage.`);
-            } else {
-              core.info(`Author ${author} is not a team member; proceeding with triage.`);
-            }
-
-  triage:
-    runs-on: ubuntu-latest
-    needs: team_check
-    if: ${{ needs.team_check.outputs.is_team_member == 'false' }}
-    environment: integration
-    timeout-minutes: 60
-
-    steps:
-      # Safe checkout: base repo only.
-      - name: Checkout target repo base
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-          path: target-repo
-
-      # Private DevFlow (maf-dashboard) checkout.
-      - name: Checkout DevFlow
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          repository: ${{ env.DEVFLOW_REPOSITORY }}
-          ref: ${{ env.DEVFLOW_REF }}
-          token: ${{ secrets.DEVFLOW_TOKEN }}
-          fetch-depth: 1
-          persist-credentials: false
-          path: devflow
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
-        with:
-          python-version: "3.13"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.11.x"
-          enable-cache: true
-
-      - name: Install DevFlow dependencies
-        working-directory: ${{ env.DEVFLOW_PATH }}
-        run: uv sync --frozen
-
-      - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
-        with:
-          client-id: ${{ secrets.AZURE_CLIENT_ID }}
-          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
-
-      - name: Classify issue relevance
-        id: spam
-        working-directory: ${{ env.DEVFLOW_PATH }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          DEVFLOW_TOKEN: ${{ secrets.DEVFLOW_TOKEN }}
-          SK_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          AGENT_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          ISSUE_REPO: ${{ needs.team_check.outputs.repo }}
-          ISSUE_NUMBER: ${{ needs.team_check.outputs.issue_number }}
-        run: |
-          uv run python scripts/classify_issue_spam.py \
-            --repo "$ISSUE_REPO" \
-            --issue-number "$ISSUE_NUMBER" \
-            --repo-path "${TARGET_REPO_PATH}" \
-            --apply-labels
-
-      - name: Stop after spam gate
-        if: ${{ steps.spam.outputs.allow_triage != 'true' }}
-        shell: bash
-        run: |
-          echo "Stopping: issue triage preflight did not allow automation."
-          exit 1
-
-      - name: Reproduce reported issue
-        if: ${{ steps.spam.outputs.allow_triage == 'true' }}
-        id: repro
-        working-directory: ${{ env.DEVFLOW_PATH }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          GH_COPILOT_TOKEN: ${{ secrets.GH_COPILOT_TOKEN }}
-          # Not seen by the agent prompt; used only to push a paper-trail
-          # branch back to maf-dashboard at run end.
-          DEVFLOW_TOKEN: ${{ secrets.DEVFLOW_TOKEN }}
-          SK_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          AGENT_REPO_PATH: ${{ env.TARGET_REPO_PATH }}
-          ISSUE_REPO: ${{ needs.team_check.outputs.repo }}
-          ISSUE_NUMBER: ${{ needs.team_check.outputs.issue_number }}
-          # Model-provider settings for generated repro code. Never enter the
-          # agent prompt; consumed by SDK constructors via os.environ. Azure
-          # OpenAI and Foundry auth via AAD from the azure/login step above.
-          OPENAI_API_KEY: ${{ secrets.OPENAI__APIKEY }}
-          OPENAI_CHAT_COMPLETION_MODEL: ${{ vars.OPENAI__CHATMODELID }}
-          OPENAI_CHAT_MODEL: ${{ vars.OPENAI__RESPONSESMODELID }}
-          OPENAI_MODEL: ${{ vars.OPENAI__RESPONSESMODELID }}
-          OPENAI_EMBEDDING_MODEL: ${{ vars.OPENAI_EMBEDDING_MODEL_ID }}
-          AZURE_OPENAI_ENDPOINT: ${{ vars.AZUREOPENAI__ENDPOINT }}
-          AZURE_OPENAI_CHAT_COMPLETION_MODEL: ${{ vars.AZUREOPENAI__CHATDEPLOYMENTNAME }}
-          AZURE_OPENAI_CHAT_MODEL: ${{ vars.AZUREOPENAI__RESPONSESDEPLOYMENTNAME }}
-          AZURE_OPENAI_MODEL: ${{ vars.AZUREOPENAI__RESPONSESDEPLOYMENTNAME }}
-          AZURE_OPENAI_EMBEDDING_MODEL: ${{ vars.AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME }}
-          FOUNDRY_PROJECT_ENDPOINT: ${{ vars.FOUNDRY_PROJECT_ENDPOINT }}
-          FOUNDRY_MODEL: ${{ vars.FOUNDRY_MODEL }}
-          FOUNDRY_AGENT_NAME: ${{ vars.FOUNDRY_AGENT_NAME }}
-          FOUNDRY_AGENT_VERSION: ${{ vars.FOUNDRY_AGENT_VERSION }}
-          FOUNDRY_MODELS_ENDPOINT: ${{ vars.FOUNDRY_MODELS_ENDPOINT || '' }}
-          FOUNDRY_MODELS_API_KEY: ${{ secrets.FOUNDRY_MODELS_API_KEY || '' }}
-          FOUNDRY_EMBEDDING_MODEL: ${{ vars.FOUNDRY_EMBEDDING_MODEL || '' }}
-          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
-          ANTHROPIC_CHAT_MODEL: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
-        run: |
-          uv run python scripts/trigger_issue_repro.py \
-            --repo "$ISSUE_REPO" \
-            --issue-number "$ISSUE_NUMBER" \
-            --github-username "$GITHUB_ACTOR"

.github/workflows/label-issues.yml

@@ -13,7 +13,7 @@ jobs:
     permissions:
       issues: write
     steps:
-      - uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+      - uses: actions/github-script@v8
         with:
           github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
           script: |
@@ -90,7 +90,9 @@ jobs:
             // Check for issue type from issue form dropdown
             const issueTypeField = getFormFieldValue(body, 'Type of Issue')
             if (issueTypeField) {
-              if (issueTypeField === 'Feature Request') {
+              if (issueTypeField === 'Bug') {
+                labels.push("bug")
+              } else if (issueTypeField === 'Feature Request') {
                 labels.push("enhancement")
               } else if (issueTypeField === 'Question') {
                 labels.push("question")

.github/workflows/label-pr.yml

@@ -6,34 +6,16 @@
 # https://github.com/actions/labeler
 
 name: Label pull request
-on:
-  pull_request_target:
-    types: [opened, synchronize, reopened, edited]
+on: [pull_request_target]
 
 jobs:
   add_label:
     runs-on: ubuntu-latest
     permissions:
       contents: read
-      issues: write
       pull-requests: write
 
     steps:
-      - uses: actions/labeler@f27b608878404679385c85cfa523b85ccb86e213 # v6
+      - uses: actions/labeler@v6
         with:
           repo-token: "${{ secrets.GH_ACTIONS_PR_WRITE }}"
-
-      - name: Checkout scripts
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          sparse-checkout: .github/scripts
-          fetch-depth: 1
-          persist-credentials: false
-
-      - name: "PR: add breaking change label from title"
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        with:
-          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
-          script: |
-            const { syncBreakingChangeLabelFromTitle } = require('./.github/scripts/title_prefix.js');
-            await syncBreakingChangeLabelFromTitle({ github, context, core });

.github/workflows/label-title-prefix.yml

@@ -15,17 +15,58 @@ jobs:
       pull-requests: write
 
     steps:
-      - name: Checkout scripts
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          sparse-checkout: .github/scripts
-          fetch-depth: 1
-          persist-credentials: false
-
-      - uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+      - uses: actions/github-script@v8
         name: "Issue/PR: update title"
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
-            const { updateTitleForAddedLabel } = require('./.github/scripts/title_prefix.js');
-            await updateTitleForAddedLabel({ github, context, core });
+            let prefixLabels = {
+              "python": "Python",
+              ".NET": ".NET"
+            };
+
+            function addTitlePrefix(title, prefix)
+            {
+              // Update the title based on the label and prefix
+              // Check if the title starts with the prefix (case-sensitive)
+              if (!title.startsWith(prefix + ": ")) {
+                // If not, check if the first word is the label (case-insensitive)
+                if (title.match(new RegExp(`^${prefix}`, 'i'))) {
+                  // If yes, replace it with the prefix (case-sensitive)
+                  title = title.replace(new RegExp(`^${prefix}`, 'i'), prefix);
+                } else {
+                  // If not, prepend the prefix to the title
+                  title = prefix + ": " + title;
+                }
+              }
+
+              return title;
+            }
+
+            labelAdded = context.payload.label.name
+
+            // Check if the issue or PR has the label
+            if (labelAdded in prefixLabels) {
+              let prefix = prefixLabels[labelAdded];
+              switch(context.eventName) {
+                case 'issues':
+                  github.rest.issues.update({
+                    issue_number: context.issue.number,
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    title: addTitlePrefix(context.payload.issue.title, prefix)
+                  });
+                  break
+
+                case 'pull_request_target':
+                  github.rest.pulls.update({
+                    pull_number: context.issue.number,
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    title: addTitlePrefix(context.payload.pull_request.title, prefix)
+                  });
+                  break
+                default:
+                  core.setFailed('Unrecognited eventName: ' + context.eventName);
+              }
+            }

.github/workflows/limit-community-prs.yml

@@ -1,83 +0,0 @@
-name: Limit community pull requests
-
-on:
-  pull_request_target:
-    types: [opened, reopened]
-
-permissions:
-  contents: read
-  issues: write
-  pull-requests: write
-
-concurrency:
-  group: pr-limit-${{ github.repository }}-${{ github.event.pull_request.user.login }}
-  cancel-in-progress: false
-
-env:
-  MAX_OPEN_PULL_REQUESTS: '10'
-  PR_LIMIT_EXEMPT_LABEL: pr-limit-exempt
-  TOO_MANY_PRS_LABEL: too-many-prs
-
-jobs:
-  team_check:
-    runs-on: ubuntu-latest
-    outputs:
-      is_team_member: ${{ steps.check.outputs.is_team_member }}
-    steps:
-      - name: Checkout scripts
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          sparse-checkout: .github/scripts
-          fetch-depth: 1
-          persist-credentials: false
-
-      - name: Check PR author team membership
-        id: check
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        env:
-          TEAM_NAME: ${{ secrets.DEVELOPER_TEAM }}
-          PR_NUMBER: ${{ github.event.pull_request.number }}
-        with:
-          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
-          script: |
-            const checkTeamMembership = require('./.github/scripts/check_team_membership.js');
-            const { author, isTeamMember } = await checkTeamMembership({
-              github,
-              context,
-              core,
-              teamSlug: process.env.TEAM_NAME,
-              issueNumber: process.env.PR_NUMBER,
-            });
-            core.setOutput('is_team_member', isTeamMember ? 'true' : 'false');
-            if (isTeamMember) {
-              core.info(`Author ${author} is a team member; skipping open PR limit.`);
-            } else {
-              core.info(`Author ${author} is not a team member; checking open PR limit.`);
-            }
-
-  limit_open_prs:
-    runs-on: ubuntu-latest
-    needs: team_check
-    if: ${{ needs.team_check.outputs.is_team_member == 'false' }}
-    steps:
-      - name: Checkout scripts
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          sparse-checkout: .github/scripts
-          fetch-depth: 1
-          persist-credentials: false
-
-      - name: Enforce open PR limit
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        with:
-          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
-          script: |
-            const { enforcePrLimit } = require('./.github/scripts/pr_limit_moderation.js');
-            await enforcePrLimit({
-              github,
-              context,
-              core,
-              exemptLabelName: process.env.PR_LIMIT_EXEMPT_LABEL,
-              maxOpenPrs: Number.parseInt(process.env.MAX_OPEN_PULL_REQUESTS, 10),
-              labelName: process.env.TOO_MANY_PRS_LABEL,
-            });

.github/workflows/markdown-link-check.yml

@@ -19,21 +19,13 @@ jobs:
     runs-on: ubuntu-22.04
     # check out the latest version of the code
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           persist-credentials: false
 
-      - name: Set up Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: 20
-
-      - name: Install Chrome for Puppeteer
-        run: npx puppeteer browsers install chrome
-
       # Checks the status of hyperlinks in all files
       - name: Run linkspector
-        uses: umbrelladocs/action-linkspector@963b6264d7de32c904942a70b488d3407453049e # v1
+        uses: umbrelladocs/action-linkspector@v1
         with:
           reporter: local
           filter_mode: nofilter

.github/workflows/merge-gatekeeper.yml

@@ -2,7 +2,7 @@ name: Merge Gatekeeper
 
 on:
   pull_request:
-    branches: ["main", "feature*"]
+    branches: [ "main", "feature*" ]
   merge_group:
     branches: ["main"]
 
@@ -13,105 +13,23 @@ concurrency:
 jobs:
   merge-gatekeeper:
     runs-on: ubuntu-latest
+    # Restrict permissions of the GITHUB_TOKEN.
+    # Docs: https://docs.github.com/en/actions/using-jobs/assigning-permissions-to-jobs
     permissions:
       checks: read
       statuses: read
     steps:
-      - name: Wait for required checks
+      - name: Run Merge Gatekeeper
+        # NOTE: v1 is updated to reflect the latest v1.x.y. Please use any tag/branch that suits your needs:
+        #       https://github.com/upsidr/merge-gatekeeper/tags
+        #       https://github.com/upsidr/merge-gatekeeper/branches
+        uses: upsidr/merge-gatekeeper@v1
         if: github.event_name == 'pull_request'
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        env:
-          TIMEOUT_SECONDS: "3600"
-          INTERVAL_SECONDS: "30"
-          SELF_JOB_NAME: ${{ github.job }}
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          timeout: 3600
+          interval: 30
           # "Cleanup artifacts", "Agent", "Prepare", and "Upload results" are check runs
           # created by an org-level GitHub App (MSDO), not by any workflow in this repo.
           # They are outside our control and their transient failures should not block merges.
-          IGNORED_NAMES: "CodeQL,CodeQL analysis (csharp),Cleanup artifacts,Agent,Prepare,Upload results,review"
-        with:
-          script: |
-            const timeoutSeconds = Number(process.env.TIMEOUT_SECONDS);
-            const intervalSeconds = Number(process.env.INTERVAL_SECONDS);
-            const selfName = process.env.SELF_JOB_NAME;
-            const ignored = new Set(
-              process.env.IGNORED_NAMES.split(',').map((s) => s.trim()).filter(Boolean),
-            );
-
-            const sha = context.payload.pull_request.head.sha;
-            const { owner, repo } = context.repo;
-
-            const sleep = (ms) => new Promise((r) => setTimeout(r, ms));
-
-            // Mirrors upsidr/merge-gatekeeper: merge combined-statuses and check-runs
-            // for the PR head SHA, with combined-statuses winning on name collision.
-            async function collectChecks() {
-              const merged = new Map();
-
-              const combined = await github.rest.repos.getCombinedStatusForRef({
-                owner, repo, ref: sha, per_page: 100,
-              });
-              for (const s of combined.data.statuses ?? []) {
-                if (!merged.has(s.context)) {
-                  // Combined-status states: success | pending | error | failure
-                  merged.set(s.context, { name: s.context, state: s.state });
-                }
-              }
-
-              const runs = await github.paginate(github.rest.checks.listForRef, {
-                owner, repo, ref: sha, per_page: 100,
-              });
-              for (const r of runs) {
-                if (merged.has(r.name)) continue;
-                let state;
-                if (r.status !== 'completed') {
-                  state = 'pending';
-                } else if (r.conclusion === 'skipped') {
-                  continue; // Skipped runs are dropped, matching the original action.
-                } else if (r.conclusion === 'success' || r.conclusion === 'neutral') {
-                  state = 'success';
-                } else {
-                  // cancelled | timed_out | action_required | stale | failure
-                  state = 'error';
-                }
-                merged.set(r.name, { name: r.name, state });
-              }
-
-              return [...merged.values()];
-            }
-
-            function evaluate(entries) {
-              const failed = [];
-              const pending = [];
-              const succeeded = [];
-              for (const e of entries) {
-                if (e.name === selfName || ignored.has(e.name)) continue;
-                if (e.state === 'success') succeeded.push(e.name);
-                else if (e.state === 'error' || e.state === 'failure') failed.push(e.name);
-                else pending.push(e.name);
-              }
-              return { failed, pending, succeeded };
-            }
-
-            const deadline = Date.now() + timeoutSeconds * 1000;
-            for (;;) {
-              const entries = await collectChecks();
-              const { failed, pending, succeeded } = evaluate(entries);
-
-              core.info(
-                `succeeded=${succeeded.length} pending=${pending.length} failed=${failed.length}`,
-              );
-              if (failed.length) {
-                core.setFailed(`Failing checks: ${failed.join(', ')}`);
-                return;
-              }
-              if (pending.length === 0) {
-                core.info(`All required checks passed: ${succeeded.join(', ') || '(none)'}`);
-                return;
-              }
-              if (Date.now() > deadline) {
-                core.setFailed(`Timed out waiting for: ${pending.join(', ')}`);
-                return;
-              }
-              core.info(`Waiting on (${pending.length}): ${pending.slice(0, 10).join(', ')}${pending.length > 10 ? ', …' : ''}`);
-              await sleep(intervalSeconds * 1000);
-            }
+          ignored: CodeQL,CodeQL analysis (csharp),Cleanup artifacts,Agent,Prepare,Upload results

.github/workflows/python-code-quality.yml

@@ -6,10 +6,6 @@ on:
     branches: ["main"]
     paths:
       - "python/**"
-      - "!python/AGENTS.md"
-      - "!python/**/AGENTS.md"
-      - "!python/.github/skills/*"
-      - "!python/.github/skills/**"
 
 env:
   # Configure a constant location for the uv cache
@@ -31,7 +27,7 @@ jobs:
     env:
       UV_PYTHON: ${{ matrix.python-version }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 0
       - name: Set up python and install the project
@@ -42,11 +38,11 @@ jobs:
           os: ${{ runner.os }}
         env:
           UV_CACHE_DIR: /tmp/.uv-cache
-      - uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5
+      - uses: actions/cache@v5
         with:
           path: ~/.cache/prek
           key: prek|${{ matrix.python-version }}|${{ hashFiles('python/.pre-commit-config.yaml') }}
-      - uses: j178/prek-action@0bb87d7f00b0c99306c8bcb8b8beba1eb581c037 # v1
+      - uses: j178/prek-action@v1
         name: Run Pre-commit Hooks (excluding poe-check)
         env:
           SKIP: poe-check
@@ -68,7 +64,7 @@ jobs:
     env:
       UV_PYTHON: ${{ matrix.python-version }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 0
       - name: Set up python and install the project
@@ -97,7 +93,7 @@ jobs:
     env:
       UV_PYTHON: ${{ matrix.python-version }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 0
       - name: Set up python and install the project
@@ -113,8 +109,8 @@ jobs:
       - name: Run markdown code lint
         run: uv run poe markdown-code-lint
 
-  test-typing:
-    name: Test Typing Checks
+  mypy:
+    name: Mypy Checks
     if: "!cancelled()"
     strategy:
       fail-fast: false
@@ -128,7 +124,7 @@ jobs:
     env:
       UV_PYTHON: ${{ matrix.python-version }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 0
       - name: Set up python and install the project
@@ -139,5 +135,7 @@ jobs:
           os: ${{ runner.os }}
         env:
           UV_CACHE_DIR: /tmp/.uv-cache
-      - name: Run tests/samples type checkers (mypy, pyrefly, ty)
-        run: uv run python scripts/workspace_poe_tasks.py ci-test-typing
+      - name: Run Mypy
+        env:
+          GITHUB_BASE_REF: ${{ github.event.pull_request.base.ref || github.base_ref || 'main' }}
+        run: uv run python scripts/workspace_poe_tasks.py ci-mypy

.github/workflows/python-dependency-maintenance.yml

@@ -1,431 +0,0 @@
-name: Python - Dependency Maintenance
-
-on:
-  workflow_dispatch:
-  schedule:
-    - cron: "0 4 * * 1"
-
-permissions:
-  contents: write
-  issues: write
-
-concurrency:
-  group: python-dependency-maintenance
-  cancel-in-progress: false
-
-env:
-  UV_CACHE_DIR: /tmp/.uv-cache
-
-jobs:
-  dependency-maintenance:
-    name: Dependency Maintenance
-    runs-on: ubuntu-latest
-    env:
-      # Match the existing Python dependency maintenance workflows. Reevaluate if package
-      # installability starts differing across supported Python versions.
-      UV_PYTHON: "3.13"
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          fetch-depth: 0
-
-      - name: Set up python and install the project
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-        env:
-          UV_CACHE_DIR: /tmp/.uv-cache
-
-      - name: Set dependency release cutoff
-        run: |
-          cutoff="$(date -u -d '7 days ago' '+%Y-%m-%dT%H:%M:%SZ')"
-          echo "DEPENDENCY_RELEASE_CUTOFF=${cutoff}" >> "$GITHUB_ENV"
-          echo "Using dependency release cutoff: ${cutoff}"
-
-      - name: Repin dev dependency declarations
-        run: uv run poe upgrade-dev-dependency-pins
-        working-directory: ./python
-
-      - name: Refresh lockfile after dev pin updates
-        run: uv lock
-        working-directory: ./python
-
-      - name: Save dev dependency changes
-        run: |
-          DEV_PATCH="${RUNNER_TEMP}/python-dev-dependency-updates.patch"
-          git diff -- python/pyproject.toml "python/packages/*/pyproject.toml" python/uv.lock > "${DEV_PATCH}"
-          if [ -s "${DEV_PATCH}" ]; then
-            echo "has_dev_changes=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "has_dev_changes=false" >> "$GITHUB_OUTPUT"
-          fi
-          echo "patch=${DEV_PATCH}" >> "$GITHUB_OUTPUT"
-        id: dev_changes
-
-      - name: Run dependency bounds test scenarios
-        id: validate_bounds_test
-        continue-on-error: true
-        run: uv run poe validate-dependency-bounds-test --package "*"
-        working-directory: ./python
-
-      - name: Run dependency upper-bound validation
-        id: validate_ranges
-        if: steps.validate_bounds_test.outcome == 'success'
-        continue-on-error: true
-        run: uv run poe validate-dependency-bounds-project --mode upper --package "*"
-        working-directory: ./python
-
-      - name: Upload dependency validation reports
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: dependency-maintenance-results
-          path: |
-            python/scripts/dependencies/dependency-bounds-test-results.json
-            python/scripts/dependencies/dependency-range-results.json
-          if-no-files-found: warn
-
-      - name: Create issue for failed dependency bounds test
-        if: steps.validate_bounds_test.outcome != 'success'
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const fs = require("fs")
-            const reportPath = "python/scripts/dependencies/dependency-bounds-test-results.json"
-
-            const owner = context.repo.owner
-            const repo = context.repo.repo
-            const openIssues = await github.paginate(github.rest.issues.listForRepo, {
-              owner,
-              repo,
-              state: "open",
-              per_page: 100,
-            })
-            const openIssueTitles = new Set(
-              openIssues.filter((issue) => !issue.pull_request).map((issue) => issue.title)
-            )
-
-            const formatError = (message) => String(message || "No error output captured.").replace(/```/g, "'''")
-            const title = "Dependency bounds test failed"
-            if (openIssueTitles.has(title)) {
-              core.info(`Issue already exists: ${title}`)
-              return
-            }
-
-            const bodyLines = [
-              "Automated dependency bounds test mode failed before dependency upper-bound validation could run.",
-              "",
-              "The weekly dependency maintenance workflow kept only dev dependency updates for the generated PR, if any, and skipped dependency range updates for this run.",
-              "",
-            ]
-
-            if (fs.existsSync(reportPath)) {
-              const report = JSON.parse(fs.readFileSync(reportPath, "utf8"))
-              const failedScenarios = (report.scenarios ?? []).filter((scenario) => scenario.status === "failed")
-              for (const scenario of failedScenarios) {
-                bodyLines.push(`### ${scenario.name} scenario (${scenario.resolution})`)
-                const failedPackages = (scenario.packages ?? []).filter((pkg) => pkg.status === "failed")
-                for (const pkg of failedPackages.slice(0, 10)) {
-                  bodyLines.push(
-                    "",
-                    `- Package: \`${pkg.package_name}\``,
-                    `- Project path: \`${pkg.project_path}\``,
-                    "",
-                    "```",
-                    formatError(pkg.error).slice(0, 3500),
-                    "```"
-                  )
-                }
-                if (failedPackages.length > 10) {
-                  bodyLines.push("", `_Additional failed packages omitted: ${failedPackages.length - 10}_`)
-                }
-              }
-            } else {
-              bodyLines.push(`No dependency bounds test report was found at \`${reportPath}\`.`)
-            }
-
-            bodyLines.push("", `Workflow run: ${context.serverUrl}/${owner}/${repo}/actions/runs/${context.runId}`)
-
-            await github.rest.issues.create({
-              owner,
-              repo,
-              title,
-              body: bodyLines.join("\n"),
-            })
-            core.info(`Created issue: ${title}`)
-
-      - name: Create issues for failed dependency candidates
-        if: always()
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const fs = require("fs")
-            const reportPath = "python/scripts/dependencies/dependency-range-results.json"
-
-            if (!fs.existsSync(reportPath)) {
-              core.info(`No dependency range report found at ${reportPath}`)
-              return
-            }
-
-            const report = JSON.parse(fs.readFileSync(reportPath, "utf8"))
-            const dependencyFailures = []
-
-            for (const packageResult of report.packages ?? []) {
-              for (const dependency of packageResult.dependencies ?? []) {
-                const candidateVersions = new Set(dependency.candidate_versions ?? [])
-                const failedAttempts = (dependency.attempts ?? []).filter(
-                  (attempt) => attempt.status === "failed" && candidateVersions.has(attempt.trial_upper)
-                )
-                if (!failedAttempts.length) {
-                  continue
-                }
-
-                const failuresByVersion = new Map()
-                for (const attempt of failedAttempts) {
-                  const version = attempt.trial_upper || "unknown"
-                  if (!failuresByVersion.has(version)) {
-                    failuresByVersion.set(version, attempt.error || "No error output captured.")
-                  }
-                }
-
-                dependencyFailures.push({
-                  packageName: packageResult.package_name,
-                  projectPath: packageResult.project_path,
-                  dependencyName: dependency.name,
-                  originalRequirements: dependency.original_requirements ?? [],
-                  finalRequirements: dependency.final_requirements ?? [],
-                  failedVersions: [...failuresByVersion.entries()].map(([version, error]) => ({ version, error })),
-                })
-              }
-            }
-
-            if (!dependencyFailures.length) {
-              core.info("No failing dependency candidates found.")
-              return
-            }
-
-            const owner = context.repo.owner
-            const repo = context.repo.repo
-            const openIssues = await github.paginate(github.rest.issues.listForRepo, {
-              owner,
-              repo,
-              state: "open",
-              per_page: 100,
-            })
-            const openIssueTitles = new Set(
-              openIssues.filter((issue) => !issue.pull_request).map((issue) => issue.title)
-            )
-
-            const formatError = (message) => String(message || "No error output captured.").replace(/```/g, "'''")
-
-            for (const failure of dependencyFailures) {
-              const title = `Dependency validation failed: ${failure.dependencyName} (${failure.packageName})`
-              if (openIssueTitles.has(title)) {
-                core.info(`Issue already exists: ${title}`)
-                continue
-              }
-
-              const visibleFailures = failure.failedVersions.slice(0, 5)
-              const omittedCount = failure.failedVersions.length - visibleFailures.length
-              const failureDetails = visibleFailures
-                .map(
-                  (entry) =>
-                    `- \`${entry.version}\`\n\n\`\`\`\n${formatError(entry.error).slice(0, 3500)}\n\`\`\``
-                )
-                .join("\n\n")
-
-              const body = [
-                "Automated dependency range validation found candidate versions that failed checks.",
-                "",
-                `- Package: \`${failure.packageName}\``,
-                `- Project path: \`${failure.projectPath}\``,
-                `- Dependency: \`${failure.dependencyName}\``,
-                `- Original requirements: ${
-                  failure.originalRequirements.length
-                    ? failure.originalRequirements.map((value) => `\`${value}\``).join(", ")
-                    : "_none_"
-                }`,
-                `- Final requirements after run: ${
-                  failure.finalRequirements.length
-                    ? failure.finalRequirements.map((value) => `\`${value}\``).join(", ")
-                    : "_none_"
-                }`,
-                "",
-                "### Failed versions and errors",
-                failureDetails,
-                omittedCount > 0 ? `\n_Additional failed versions omitted: ${omittedCount}_` : "",
-                "",
-                `Workflow run: ${context.serverUrl}/${owner}/${repo}/actions/runs/${context.runId}`,
-              ].join("\n")
-
-              await github.rest.issues.create({
-                owner,
-                repo,
-                title,
-                body,
-              })
-              openIssueTitles.add(title)
-              core.info(`Created issue: ${title}`)
-            }
-
-      - name: Keep only dev updates when range validation fails
-        if: steps.validate_bounds_test.outcome != 'success' || steps.validate_ranges.outcome != 'success'
-        env:
-          DEV_PATCH: ${{ steps.dev_changes.outputs.patch }}
-          HAS_DEV_CHANGES: ${{ steps.dev_changes.outputs.has_dev_changes }}
-        run: |
-          git restore python/pyproject.toml python/packages/*/pyproject.toml python/uv.lock
-          if [ "${HAS_DEV_CHANGES}" = "true" ]; then
-            git apply "${DEV_PATCH}"
-          fi
-
-      - name: Refresh lockfile after dependency range updates
-        if: steps.validate_bounds_test.outcome == 'success' && steps.validate_ranges.outcome == 'success'
-        run: uv lock
-        working-directory: ./python
-
-      - name: Install final dependency set
-        run: uv run poe install
-        working-directory: ./python
-
-      - name: Run final checks
-        run: uv run poe check
-        working-directory: ./python
-
-      - name: Run final typing
-        run: uv run poe typing
-        working-directory: ./python
-
-      - name: Commit and push dependency updates
-        id: commit_updates
-        run: |
-          BRANCH="automation/python-dependency-maintenance"
-
-          git config user.name "github-actions[bot]"
-          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
-          git checkout -B "${BRANCH}"
-
-          git add python/pyproject.toml python/packages/*/pyproject.toml python/uv.lock
-          if git diff --cached --quiet; then
-            echo "has_changes=false" >> "$GITHUB_OUTPUT"
-            echo "No dependency updates to commit."
-            exit 0
-          fi
-
-          git commit -m "Python: chore: update dependencies"
-          git push --force-with-lease --set-upstream origin "${BRANCH}"
-          echo "has_changes=true" >> "$GITHUB_OUTPUT"
-
-      - name: Create or update dependency maintenance tracking issue
-        if: steps.commit_updates.outputs.has_changes == 'true'
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const branch = "automation/python-dependency-maintenance"
-            const prTitle = "Python: chore: update dependencies"
-            const issueTitle = "Python dependency maintenance PR needed"
-            const owner = context.repo.owner
-            const repo = context.repo.repo
-
-            const branchRef = await github.rest.git.getRef({
-              owner,
-              repo,
-              ref: `heads/${branch}`,
-            })
-            const branchSha = branchRef.data.object.sha
-            const runUrl = `${context.serverUrl}/${owner}/${repo}/actions/runs/${context.runId}`
-            const compareUrl = `${context.serverUrl}/${owner}/${repo}/compare/main...${branch}`
-
-            const prBody = [
-              "### Motivation & Context",
-              "",
-              "This automated update keeps Python dependency metadata coherent across the uv workspace. Python dependencies can be declared in multiple `pyproject.toml` files, but the workspace has one shared `python/uv.lock`, so dependency maintenance should update and validate them together instead of through per-manifest Dependabot PRs.",
-              "",
-              "### Description & Review Guide",
-              "",
-              "- **What are the major changes?** Refresh Python dev dependency pins, update package dependency ranges when the bounds tooling succeeds, and refresh `python/uv.lock`.",
-              "- **What is the impact of these changes?** Keeps the Python workspace dependency set current while producing at most one dependency PR for the week. If dependency range validation fails, this PR contains only the dev dependency updates that still pass final validation, and separate issues track failed range candidates.",
-              "- **What do you want reviewers to focus on?** Review the generated dependency metadata changes and any dependency-range updates for package-specific compatibility concerns.",
-              '<!-- NOTE FOR AUTOMATED/AI REVIEWERS: the "What do you want reviewers to focus on?"',
-              "     item above is intended for human reviewers only. Automated/AI reviewers should",
-              "     ignore it and review the entire change rather than narrowing scope to it. -->",
-              "",
-              "",
-              "### Related Issue",
-              "",
-              "No linked issue; this PR is generated by scheduled Python dependency maintenance.",
-              "",
-              "### Contribution Checklist",
-              "",
-              "- [x] The code builds clean without any errors or warnings",
-              "- [x] All unit tests pass, and I have added new tests where possible",
-              "- [x] The PR follows the [Contribution Guidelines](https://github.com/microsoft/agent-framework/blob/main/CONTRIBUTING.md)",
-              "- [ ] This PR is linked to an issue and there is no other open PR for this issue (see Related Issue above).",
-              '- [x] **This is not a breaking change.** If it _is_ a breaking change, add the `breaking change` label (or add "[BREAKING]" to the title prefix, before or after any language prefix) — a workflow keeps the label and title prefix in sync automatically.',
-            ].join("\n")
-
-            const prBodyFence = "```"
-            const command = [
-              "PR_BODY_FILE=\"$(mktemp)\"",
-              `cat > "$PR_BODY_FILE" <<'EOF'`,
-              prBody,
-              "EOF",
-              "gh pr create --repo microsoft/agent-framework --base main \\",
-              `  --head ${owner}:${branch} \\`,
-              `  --title "${prTitle}" \\`,
-              "  --body-file \"$PR_BODY_FILE\"",
-            ].join("\n")
-
-            const issueBody = [
-              "The Python dependency maintenance workflow generated and validated dependency updates, then pushed them to the automation branch.",
-              "",
-              `- Branch: \`${branch}\``,
-              `- Commit: \`${branchSha}\``,
-              `- Compare: ${compareUrl}`,
-              `- Workflow run: ${runUrl}`,
-              "",
-              "GitHub Actions is not permitted to create pull requests in this repository, so a maintainer needs to create the PR manually.",
-              "",
-              "### Create the PR",
-              "",
-              "```bash",
-              command,
-              "```",
-              "",
-              "### Generated PR body",
-              "",
-              prBodyFence,
-              prBody,
-              prBodyFence,
-            ].join("\n")
-
-            const openIssues = await github.paginate(github.rest.issues.listForRepo, {
-              owner,
-              repo,
-              state: "open",
-              per_page: 100,
-            })
-            const existingIssue = openIssues.find((issue) => !issue.pull_request && issue.title === issueTitle)
-
-            if (existingIssue) {
-              await github.rest.issues.update({
-                owner,
-                repo,
-                issue_number: existingIssue.number,
-                title: issueTitle,
-                body: issueBody,
-              })
-              core.info(`Updated issue #${existingIssue.number}: ${issueTitle}`)
-            } else {
-              const createdIssue = await github.rest.issues.create({
-                owner,
-                repo,
-                title: issueTitle,
-                body: issueBody,
-              })
-              core.info(`Created issue #${createdIssue.data.number}: ${issueTitle}`)
-            }

.github/workflows/python-dependency-range-validation.yml

@@ -0,0 +1,216 @@
+# Probe the highest allowed dependency versions, then open issues/PRs from the passing updates.
+name: Python - Dependency Range Validation
+
+on:
+  workflow_dispatch:
+
+permissions:
+  contents: write
+  issues: write
+  pull-requests: write
+
+env:
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  dependency-range-validation:
+    name: Dependency Range Validation
+    runs-on: ubuntu-latest
+    env:
+      # For now only run 3.13, if we do encounter situations where there are mismatches between packages and python versions (other then 3.10 and 3.14 which are known to not be able to install everything)
+      # then we will have to reevaluate.
+      UV_PYTHON: "3.13"
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+
+      - name: Set up python and install the project
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ env.UV_PYTHON }}
+          os: ${{ runner.os }}
+        env:
+          UV_CACHE_DIR: /tmp/.uv-cache
+
+      - name: Run dependency range validation
+        id: validate_ranges
+        # Keep workflow running so we can still publish diagnostics from this run.
+        continue-on-error: true
+        run: uv run poe validate-dependency-bounds-project --mode upper --package "*"
+        working-directory: ./python
+
+      - name: Upload dependency range report
+        # Always publish the report so failures are inspectable even when validation fails.
+        if: always()
+        uses: actions/upload-artifact@v7
+        with:
+          name: dependency-range-results
+          path: python/scripts/dependencies/dependency-range-results.json
+          if-no-files-found: warn
+
+      - name: Create issues for failed dependency candidates
+        # Always process the report so failed candidates create actionable tracking issues.
+        if: always()
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const fs = require("fs")
+            const reportPath = "python/scripts/dependencies/dependency-range-results.json"
+
+            if (!fs.existsSync(reportPath)) {
+              core.warning(`No dependency range report found at ${reportPath}`)
+              return
+            }
+
+            const report = JSON.parse(fs.readFileSync(reportPath, "utf8"))
+            const dependencyFailures = []
+
+            for (const packageResult of report.packages ?? []) {
+              for (const dependency of packageResult.dependencies ?? []) {
+                const candidateVersions = new Set(dependency.candidate_versions ?? [])
+                const failedAttempts = (dependency.attempts ?? []).filter(
+                  (attempt) => attempt.status === "failed" && candidateVersions.has(attempt.trial_upper)
+                )
+                if (!failedAttempts.length) {
+                  continue
+                }
+
+                const failuresByVersion = new Map()
+                for (const attempt of failedAttempts) {
+                  const version = attempt.trial_upper || "unknown"
+                  if (!failuresByVersion.has(version)) {
+                    failuresByVersion.set(version, attempt.error || "No error output captured.")
+                  }
+                }
+
+                dependencyFailures.push({
+                  packageName: packageResult.package_name,
+                  projectPath: packageResult.project_path,
+                  dependencyName: dependency.name,
+                  originalRequirements: dependency.original_requirements ?? [],
+                  finalRequirements: dependency.final_requirements ?? [],
+                  failedVersions: [...failuresByVersion.entries()].map(([version, error]) => ({ version, error })),
+                })
+              }
+            }
+
+            if (!dependencyFailures.length) {
+              core.info("No failing dependency candidates found.")
+              return
+            }
+
+            const owner = context.repo.owner
+            const repo = context.repo.repo
+            const openIssues = await github.paginate(github.rest.issues.listForRepo, {
+              owner,
+              repo,
+              state: "open",
+              per_page: 100,
+            })
+            const openIssueTitles = new Set(
+              openIssues.filter((issue) => !issue.pull_request).map((issue) => issue.title)
+            )
+
+            const formatError = (message) => String(message || "No error output captured.").replace(/```/g, "'''")
+
+            for (const failure of dependencyFailures) {
+              const title = `Dependency validation failed: ${failure.dependencyName} (${failure.packageName})`
+              if (openIssueTitles.has(title)) {
+                core.info(`Issue already exists: ${title}`)
+                continue
+              }
+
+              const visibleFailures = failure.failedVersions.slice(0, 5)
+              const omittedCount = failure.failedVersions.length - visibleFailures.length
+              const failureDetails = visibleFailures
+                .map(
+                  (entry) =>
+                    `- \`${entry.version}\`\n\n\`\`\`\n${formatError(entry.error).slice(0, 3500)}\n\`\`\``
+                )
+                .join("\n\n")
+
+              const body = [
+                "Automated dependency range validation found candidate versions that failed checks.",
+                "",
+                `- Package: \`${failure.packageName}\``,
+                `- Project path: \`${failure.projectPath}\``,
+                `- Dependency: \`${failure.dependencyName}\``,
+                `- Original requirements: ${
+                  failure.originalRequirements.length
+                    ? failure.originalRequirements.map((value) => `\`${value}\``).join(", ")
+                    : "_none_"
+                }`,
+                `- Final requirements after run: ${
+                  failure.finalRequirements.length
+                    ? failure.finalRequirements.map((value) => `\`${value}\``).join(", ")
+                    : "_none_"
+                }`,
+                "",
+                "### Failed versions and errors",
+                failureDetails,
+                omittedCount > 0 ? `\n_Additional failed versions omitted: ${omittedCount}_` : "",
+                "",
+                `Workflow run: ${context.serverUrl}/${owner}/${repo}/actions/runs/${context.runId}`,
+              ].join("\n")
+
+              await github.rest.issues.create({
+                owner,
+                repo,
+                title,
+                body,
+              })
+              openIssueTitles.add(title)
+              core.info(`Created issue: ${title}`)
+            }
+
+      - name: Refresh lockfile
+        # Only refresh lockfile after a clean validation to avoid committing known-bad ranges.
+        if: steps.validate_ranges.outcome == 'success'
+        run: uv lock --upgrade
+        working-directory: ./python
+
+      - name: Commit and push dependency updates
+        id: commit_updates
+        if: steps.validate_ranges.outcome == 'success'
+        run: |
+          BRANCH="automation/python-dependency-range-updates"
+
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git checkout -B "${BRANCH}"
+
+          git add python/packages/*/pyproject.toml python/uv.lock
+          if git diff --cached --quiet; then
+            echo "has_changes=false" >> "$GITHUB_OUTPUT"
+            echo "No dependency updates to commit."
+            exit 0
+          fi
+
+          git commit -m "chore: update dependency ranges"
+          git push --force-with-lease --set-upstream origin "${BRANCH}"
+          echo "has_changes=true" >> "$GITHUB_OUTPUT"
+
+      - name: Create or update pull request with GitHub CLI
+        # Only open/update PRs for validated updates to keep automation branches trustworthy.
+        if: steps.validate_ranges.outcome == 'success' && steps.commit_updates.outputs.has_changes == 'true'
+        run: |
+          BRANCH="automation/python-dependency-range-updates"
+          PR_TITLE="Python: chore: update dependency ranges"
+          PR_BODY_FILE="$(mktemp)"
+
+          cat > "${PR_BODY_FILE}" <<'EOF'
+          This PR was generated by the dependency range validation workflow.
+
+          - Ran `uv run poe validate-dependency-bounds-project --mode upper --package "*"`
+          - Updated package dependency bounds
+          - Refreshed `python/uv.lock` with `uv lock --upgrade`
+          EOF
+
+          PR_NUMBER="$(gh pr list --head "${BRANCH}" --base main --state open --json number --jq '.[0].number')"
+          if [ -n "${PR_NUMBER}" ]; then
+            gh pr edit "${PR_NUMBER}" --title "${PR_TITLE}" --body-file "${PR_BODY_FILE}"
+          else
+            gh pr create --base main --head "${BRANCH}" --title "${PR_TITLE}" --body-file "${PR_BODY_FILE}"
+          fi

.github/workflows/python-dev-dependency-upgrade.yml

@@ -0,0 +1,91 @@
+name: Python - Dev Dependency Upgrade
+
+on:
+  workflow_dispatch:
+
+permissions:
+  contents: write
+  pull-requests: write
+
+env:
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  upgrade-dev-dependencies:
+    name: Upgrade Dev Dependencies
+    runs-on: ubuntu-latest
+    env:
+      UV_PYTHON: "3.13"
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+
+      - name: Set up python and install the project
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ env.UV_PYTHON }}
+          os: ${{ runner.os }}
+        env:
+          UV_CACHE_DIR: /tmp/.uv-cache
+
+      - name: Upgrade dev dependencies and validate workspace
+        run: uv run poe upgrade-dev-dependencies
+        working-directory: ./python
+
+      - name: Commit and push dev dependency updates
+        id: commit_updates
+        run: |
+          BRANCH="automation/python-dev-dependency-updates"
+
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git checkout -B "${BRANCH}"
+
+          git add python/pyproject.toml python/packages/*/pyproject.toml python/uv.lock
+          if git diff --cached --quiet; then
+            echo "has_changes=false" >> "$GITHUB_OUTPUT"
+            echo "No dev dependency updates to commit."
+            exit 0
+          fi
+
+          git commit -F- <<'EOF'
+          Python: chore: upgrade dev dependencies
+          EOF
+          git push --force-with-lease --set-upstream origin "${BRANCH}"
+          echo "has_changes=true" >> "$GITHUB_OUTPUT"
+
+      - name: Create or update pull request with GitHub CLI
+        if: steps.commit_updates.outputs.has_changes == 'true'
+        run: |
+          BRANCH="automation/python-dev-dependency-updates"
+          PR_TITLE="Python: chore: upgrade dev dependencies"
+          PR_BODY_FILE="$(mktemp)"
+
+          cat > "${PR_BODY_FILE}" <<'EOF'
+          ### Motivation and Context
+
+          This automated update refreshes Python dev dependency pins across the workspace and reruns the repo validation gates before opening a pull request.
+
+          ### Description
+
+          - Ran `uv run poe upgrade-dev-dependencies`
+          - Refreshed dev dependency pins in workspace `pyproject.toml` files
+          - Refreshed `python/uv.lock` with `uv lock --upgrade`
+          - Reinstalled from the frozen lockfile and reran `check`, `typing`, and `test`
+
+          ### Contribution Checklist
+
+          - [x] The code builds clean without any errors or warnings
+          - [x] The PR follows the [Contribution Guidelines](https://github.com/microsoft/agent-framework/blob/main/CONTRIBUTING.md)
+          - [x] All unit tests pass, and I have added new tests where possible
+          - [ ] **Is this a breaking change?** If yes, add "[BREAKING]" prefix to the title of the PR.
+          EOF
+
+          PR_NUMBER="$(gh pr list --head "${BRANCH}" --base main --state open --json number --jq '.[0].number')"
+          if [ -n "${PR_NUMBER}" ]; then
+            gh pr edit "${PR_NUMBER}" --title "${PR_TITLE}" --body-file "${PR_BODY_FILE}"
+          else
+            gh pr create --base main --head "${BRANCH}" --title "${PR_TITLE}" --body-file "${PR_BODY_FILE}"
+          fi

.github/workflows/python-docs.yml

@@ -24,9 +24,9 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
+        uses: astral-sh/setup-uv@v7
         with:
           version-file: "python/pyproject.toml"
           enable-cache: true

.github/workflows/python-integration-tests.yml

@@ -36,7 +36,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -69,7 +69,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -87,14 +87,6 @@ jobs:
           -n logical --dist worksteal
           --timeout=120 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-openai
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Azure OpenAI integration tests
   python-tests-azure-openai:
@@ -112,7 +104,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -123,7 +115,7 @@ jobs:
           python-version: ${{ env.UV_PYTHON }}
           os: ${{ runner.os }}
       - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -138,16 +130,8 @@ jobs:
           -n logical --dist worksteal
           --timeout=120 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-azure-openai
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
-  # Misc integration tests (Anthropic, Hyperlight, Ollama, MCP)
+  # Misc integration tests (Anthropic, Ollama, MCP)
   python-tests-misc-integration:
     name: Python Integration Tests - Misc
     runs-on: ubuntu-latest
@@ -157,13 +141,11 @@ jobs:
       ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
       ANTHROPIC_CHAT_MODEL: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
       LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
-      OLLAMA_MODEL: qwen2.5:1.5b
-      OLLAMA_EMBEDDING_MODEL: nomic-embed-text
     defaults:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -173,43 +155,6 @@ jobs:
         with:
           python-version: ${{ env.UV_PYTHON }}
           os: ${{ runner.os }}
-      - name: Install Ollama
-        run: curl -fsSL https://ollama.com/install.sh | sh
-        working-directory: .
-      - name: Cache Ollama models
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: ~/.ollama/models
-          key: ollama-models-qwen2.5-1.5b-nomic-embed-text-v1
-      - name: Start Ollama and pull models
-        run: |
-          # Stop any Ollama instance auto-started by the install script
-          pkill ollama || true
-          sleep 2
-          ollama serve &
-          for i in $(seq 1 30); do
-            if curl -sf http://localhost:11434/api/tags > /dev/null 2>&1; then
-              break
-            fi
-            sleep 1
-          done
-          # Pull models with retry for transient 429 rate limits
-          for model in qwen2.5:1.5b nomic-embed-text; do
-            pulled=false
-            for attempt in 1 2 3; do
-              if ollama pull "$model"; then
-                pulled=true
-                break
-              fi
-              echo "Retry $attempt for $model (waiting 15s)..."
-              sleep 15
-            done
-            if [ "$pulled" != "true" ]; then
-              echo "ERROR: Failed to pull $model after 3 attempts"
-              exit 1
-            fi
-          done
-        working-directory: .
       - name: Start local MCP server
         id: local-mcp
         uses: ./.github/actions/setup-local-mcp-server
@@ -217,25 +162,16 @@ jobs:
           fallback_url: ${{ env.LOCAL_MCP_URL }}
       - name: Prefer local MCP URL when available
         run: echo "LOCAL_MCP_URL=${{ steps.local-mcp.outputs.effective_url }}" >> "$GITHUB_ENV"
-      - name: Test with pytest (Anthropic, Hyperlight, Ollama, MCP integration)
+      - name: Test with pytest (Anthropic, Ollama, MCP integration)
         run: >
           uv run pytest --import-mode=importlib
           packages/anthropic/tests
-          packages/hyperlight/tests
           packages/ollama/tests
           packages/core/tests/core/test_mcp.py
           -m integration
           -n logical --dist worksteal
           --timeout=120 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 30
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-misc
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
       - name: Stop local MCP server
         if: always()
         shell: bash
@@ -283,7 +219,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -294,7 +230,7 @@ jobs:
           python-version: ${{ env.UV_PYTHON }}
           os: ${{ runner.os }}
       - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -310,16 +246,8 @@ jobs:
           -m integration
           -n logical --dist worksteal
           -x
-          --timeout=480 --session-timeout=900 --timeout_method thread
+          --timeout=360 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-functions
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Foundry integration tests
   python-tests-foundry:
@@ -341,7 +269,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -352,7 +280,7 @@ jobs:
           python-version: ${{ env.UV_PYTHON }}
           os: ${{ runner.os }}
       - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -366,61 +294,6 @@ jobs:
           -n logical --dist worksteal
           --timeout=120 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-foundry
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # Foundry Hosting integration tests
-  python-tests-foundry-hosting:
-    name: Python Integration Tests - Foundry Hosting
-    runs-on: ubuntu-latest
-    environment: integration
-    timeout-minutes: 60
-    env:
-      FOUNDRY_PROJECT_ENDPOINT: ${{ vars.FOUNDRY_PROJECT_ENDPOINT }}
-      FOUNDRY_MODEL: ${{ vars.FOUNDRY_MODEL }}
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          ref: ${{ inputs.checkout-ref }}
-          persist-credentials: false
-      - name: Set up python and install the project
-        id: python-setup
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Azure CLI Login
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
-        with:
-          client-id: ${{ secrets.AZURE_CLIENT_ID }}
-          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
-      - name: Test with pytest (Foundry Hosting integration)
-        timeout-minutes: 15
-        run: >
-          uv run pytest --import-mode=importlib
-          packages/foundry_hosting/tests
-          -m integration
-          -n logical --dist worksteal
-          --timeout=120 --session-timeout=900 --timeout_method thread
-          --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-foundry-hosting
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Azure Cosmos integration tests
   python-tests-cosmos:
@@ -443,7 +316,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
         with:
           ref: ${{ inputs.checkout-ref }}
           persist-credentials: false
@@ -465,121 +338,7 @@ jobs:
           echo "Cosmos DB emulator did not become ready in time." >&2
           exit 1
       - name: Test with pytest (Cosmos integration)
-        run: uv run --directory packages/azure-cosmos poe integration-tests -n logical --dist worksteal --timeout=120 --session-timeout=900 --timeout_method thread --retries 2 --retry-delay 5 --junitxml=${{ github.workspace }}/python/pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-cosmos
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # GitHub Copilot integration tests
-  python-tests-github-copilot:
-    name: Python Integration Tests - GitHub Copilot
-    runs-on: ubuntu-latest
-    environment: integration
-    timeout-minutes: 60
-    env:
-      COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-      GITHUB_COPILOT_TIMEOUT: "120"
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          ref: ${{ inputs.checkout-ref }}
-          persist-credentials: false
-      - name: Set up python and install the project
-        id: python-setup
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Test with pytest (GitHub Copilot integration)
-        run: >
-          uv run pytest --import-mode=importlib
-          packages/github_copilot/tests
-          -m integration
-          --timeout=120 --session-timeout=900 --timeout_method thread
-          --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-github-copilot
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # Integration test trend report (aggregates per-job JUnit XML results)
-  python-integration-test-report:
-    name: Integration Test Report
-    if: >
-      always() &&
-      (contains(join(needs.*.result, ','), 'success') ||
-       contains(join(needs.*.result, ','), 'failure'))
-    needs:
-      [
-        python-tests-openai,
-        python-tests-azure-openai,
-        python-tests-misc-integration,
-        python-tests-functions,
-        python-tests-foundry,
-        python-tests-foundry-hosting,
-        python-tests-cosmos,
-        python-tests-github-copilot,
-      ]
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          ref: ${{ inputs.checkout-ref }}
-          persist-credentials: false
-      - name: Set up python and install the project
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Download all test results from current run
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4
-        with:
-          pattern: test-results-*
-          path: test-results/
-      - name: Restore report history cache
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/integration-report-history.json
-          key: integration-report-history-integration-${{ github.run_id }}
-          restore-keys: |
-            integration-report-history-integration-
-      - name: Generate trend report
-        run: >
-          uv run python scripts/integration_test_report/aggregate.py
-          ../test-results/
-          integration-report-history.json
-          integration-test-report.md
-      - name: Post to Job Summary
-        if: always()
-        run: cat integration-test-report.md >> $GITHUB_STEP_SUMMARY
-      - name: Save report history cache
-        if: always()
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/integration-report-history.json
-          key: integration-report-history-integration-${{ github.run_id }}
-      - name: Upload unified trend report
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: integration-test-report
-          path: |
-            python/integration-test-report.md
-            python/integration-report-history.json
+        run: uv run --directory packages/azure-cosmos poe integration-tests -n logical --dist worksteal --timeout=120 --session-timeout=900 --timeout_method thread --retries 2 --retry-delay 5
 
   python-integration-tests-check:
     if: always()
@@ -592,19 +351,17 @@ jobs:
         python-tests-misc-integration,
         python-tests-functions,
         python-tests-foundry,
-        python-tests-foundry-hosting,
-        python-tests-cosmos,
-        python-tests-github-copilot
+        python-tests-cosmos
       ]
     steps:
       - name: Fail workflow if tests failed
         if: contains(join(needs.*.result, ','), 'failure')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Failed!')
 
       - name: Fail workflow if tests cancelled
         if: contains(join(needs.*.result, ','), 'cancelled')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Cancelled!')

.github/workflows/python-lab-tests.yml

@@ -24,17 +24,13 @@ jobs:
     outputs:
       pythonChanges: ${{ steps.filter.outputs.python}}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
         id: filter
         with:
           filters: |
             python:
               - 'python/**'
-              - '!python/AGENTS.md'
-              - '!python/**/AGENTS.md'
-              - '!python/.github/skills/*'
-              - '!python/.github/skills/**'
       # run only if 'python' files were changed
       - name: python tests
         if: steps.filter.outputs.python == 'true'
@@ -63,7 +59,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Set up python and install the project
         id: python-setup
@@ -92,10 +88,13 @@ jobs:
       - name: Run lab type checking
         run: cd packages/lab && uv run poe pyright
 
+      - name: Run lab mypy
+        run: cd packages/lab && uv run poe mypy
+
       # Surface failing tests
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/packages/lab/**.xml
           summary: true

.github/workflows/python-merge-tests.yml

@@ -38,12 +38,10 @@ jobs:
       miscChanged: ${{ steps.filter.outputs.misc }}
       functionsChanged: ${{ steps.filter.outputs.functions }}
       foundryChanged: ${{ steps.filter.outputs.foundry }}
-      foundryHostingChanged: ${{ steps.filter.outputs.foundry_hosting }}
       cosmosChanged: ${{ steps.filter.outputs.cosmos }}
-      githubCopilotChanged: ${{ steps.filter.outputs.github_copilot }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
         id: filter
         with:
           filters: |
@@ -67,7 +65,6 @@ jobs:
               - 'python/samples/**/providers/azure/**'
             misc:
               - 'python/packages/anthropic/**'
-              - 'python/packages/hyperlight/**'
               - 'python/packages/ollama/**'
               - 'python/packages/core/agent_framework/_mcp.py'
               - 'python/packages/core/tests/core/test_mcp.py'
@@ -82,12 +79,8 @@ jobs:
               - 'python/packages/foundry/**'
               - 'python/samples/**/providers/foundry/**'
               - 'python/samples/02-agents/embeddings/foundry_embeddings.py'
-            foundry_hosting:
-              - 'python/packages/foundry_hosting/**'
             cosmos:
               - 'python/packages/azure-cosmos/**'
-            github_copilot:
-              - 'python/packages/github_copilot/**'
       # run only if 'python' files were changed
       - name: python tests
         if: steps.filter.outputs.python == 'true'
@@ -109,7 +102,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -126,7 +119,7 @@ jobs:
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
@@ -156,7 +149,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -180,20 +173,13 @@ jobs:
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: OpenAI integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-openai
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Azure OpenAI integration tests
   python-tests-azure-openai:
@@ -217,7 +203,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -226,7 +212,7 @@ jobs:
           os: ${{ runner.os }}
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -250,20 +236,13 @@ jobs:
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: Azure OpenAI integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-azure-openai
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Misc integration tests (Anthropic, Ollama, MCP)
   python-tests-misc-integration:
@@ -281,56 +260,17 @@ jobs:
       ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
       ANTHROPIC_CHAT_MODEL: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
       LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
-      OLLAMA_MODEL: qwen2.5:1.5b
-      OLLAMA_EMBEDDING_MODEL: nomic-embed-text
     defaults:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
         with:
           python-version: ${{ env.UV_PYTHON }}
           os: ${{ runner.os }}
-      - name: Install Ollama
-        run: curl -fsSL https://ollama.com/install.sh | sh
-        working-directory: .
-      - name: Cache Ollama models
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: ~/.ollama/models
-          key: ollama-models-qwen2.5-1.5b-nomic-embed-text-v1
-      - name: Start Ollama and pull models
-        run: |
-          # Stop any Ollama instance auto-started by the install script
-          pkill ollama || true
-          sleep 2
-          ollama serve &
-          for i in $(seq 1 30); do
-            if curl -sf http://localhost:11434/api/tags > /dev/null 2>&1; then
-              break
-            fi
-            sleep 1
-          done
-          # Pull models with retry for transient 429 rate limits
-          for model in qwen2.5:1.5b nomic-embed-text; do
-            pulled=false
-            for attempt in 1 2 3; do
-              if ollama pull "$model"; then
-                pulled=true
-                break
-              fi
-              echo "Retry $attempt for $model (waiting 15s)..."
-              sleep 15
-            done
-            if [ "$pulled" != "true" ]; then
-              echo "ERROR: Failed to pull $model after 3 attempts"
-              exit 1
-            fi
-          done
-        working-directory: .
       - name: Start local MCP server
         id: local-mcp
         uses: ./.github/actions/setup-local-mcp-server
@@ -338,11 +278,10 @@ jobs:
           fallback_url: ${{ env.LOCAL_MCP_URL }}
       - name: Prefer local MCP URL when available
         run: echo "LOCAL_MCP_URL=${{ steps.local-mcp.outputs.effective_url }}" >> "$GITHUB_ENV"
-      - name: Test with pytest (Anthropic, Hyperlight, Ollama, MCP integration)
+      - name: Test with pytest (Anthropic, Ollama, MCP integration)
         run: >
           uv run pytest --import-mode=importlib
           packages/anthropic/tests
-          packages/hyperlight/tests
           packages/ollama/tests
           packages/core/tests/core/test_mcp.py
           -m integration
@@ -373,20 +312,13 @@ jobs:
           kill -KILL -- "-$server_pid" 2>/dev/null || kill -KILL "$server_pid" 2>/dev/null || true
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: Misc integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-misc
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # Azure Functions + Durable Task integration tests
   python-tests-functions:
@@ -420,7 +352,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -429,7 +361,7 @@ jobs:
           os: ${{ runner.os }}
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -445,26 +377,19 @@ jobs:
           -m integration
           -n logical --dist worksteal
           -x
-          --timeout=480 --session-timeout=900 --timeout_method thread
+          --timeout=360 --session-timeout=900 --timeout_method thread
           --retries 2 --retry-delay 5
           --junitxml=pytest.xml
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: Functions integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-functions
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   python-tests-foundry:
     name: Python Integration Tests - Foundry
@@ -482,16 +407,12 @@ jobs:
       FOUNDRY_MODEL: ${{ vars.FOUNDRY_MODEL }}
       FOUNDRY_AGENT_NAME: ${{ vars.FOUNDRY_AGENT_NAME }}
       FOUNDRY_AGENT_VERSION: ${{ vars.FOUNDRY_AGENT_VERSION }}
-      FOUNDRY_MODELS_ENDPOINT: ${{ vars.FOUNDRY_MODELS_ENDPOINT || '' }}
-      FOUNDRY_MODELS_API_KEY: ${{ secrets.FOUNDRY_MODELS_API_KEY || '' }}
-      FOUNDRY_EMBEDDING_MODEL: ${{ vars.FOUNDRY_EMBEDDING_MODEL || '' }}
-      FOUNDRY_IMAGE_EMBEDDING_MODEL: ${{ vars.FOUNDRY_IMAGE_EMBEDDING_MODEL || '' }}
       LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
     defaults:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -500,7 +421,7 @@ jobs:
           os: ${{ runner.os }}
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
+        uses: azure/login@v2
         with:
           client-id: ${{ secrets.AZURE_CLIENT_ID }}
           tenant-id: ${{ secrets.AZURE_TENANT_ID }}
@@ -518,81 +439,13 @@ jobs:
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: Test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-foundry
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # Foundry Hosting integration tests
-  python-tests-foundry-hosting:
-    name: Python Tests - Foundry Hosting Integration
-    needs: paths-filter
-    if: >
-      github.event_name != 'pull_request' &&
-      needs.paths-filter.outputs.pythonChanges == 'true' &&
-      (github.event_name != 'merge_group' ||
-       needs.paths-filter.outputs.foundryHostingChanged == 'true' ||
-       needs.paths-filter.outputs.coreChanged == 'true')
-    runs-on: ubuntu-latest
-    environment: integration
-    env:
-      FOUNDRY_PROJECT_ENDPOINT: ${{ vars.FOUNDRY_PROJECT_ENDPOINT }}
-      FOUNDRY_MODEL: ${{ vars.FOUNDRY_MODEL }}
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - name: Set up python and install the project
-        id: python-setup
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Azure CLI Login
-        if: github.event_name != 'pull_request'
-        uses: azure/login@a457da9ea143d694b1b9c7c869ebb04ebe844ef5 # v2
-        with:
-          client-id: ${{ secrets.AZURE_CLIENT_ID }}
-          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
-          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
-      - name: Test with pytest (Foundry Hosting integration)
-        timeout-minutes: 15
-        run: >
-          uv run pytest --import-mode=importlib
-          packages/foundry_hosting/tests
-          -m integration
-          -n logical --dist worksteal
-          --timeout=120 --session-timeout=900 --timeout_method thread
-          --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-        working-directory: ./python
-      - name: Surface failing tests
-        if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
-        with:
-          path: ./python/pytest.xml
-          summary: true
-          display-options: fEX
-          fail-on-empty: false
-          title: Foundry Hosting integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-foundry-hosting
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
 
   # TODO: Add python-tests-lab
 
@@ -623,7 +476,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -642,141 +495,17 @@ jobs:
           echo "Cosmos DB emulator did not become ready in time." >&2
           exit 1
       - name: Test with pytest (Cosmos integration)
-        run: uv run --directory packages/azure-cosmos poe integration-tests -n logical --dist worksteal --timeout=120 --session-timeout=900 --timeout_method thread --retries 2 --retry-delay 5 --junitxml=${{ github.workspace }}/python/pytest.xml
+        run: uv run --directory packages/azure-cosmos poe integration-tests -n logical --dist worksteal --timeout=120 --session-timeout=900 --timeout_method thread --retries 2 --retry-delay 5 --junitxml=pytest.xml
         working-directory: ./python
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true
           display-options: fEX
           fail-on-empty: false
           title: Cosmos integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-cosmos
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # GitHub Copilot integration tests
-  python-tests-github-copilot:
-    name: Python Tests - GitHub Copilot Integration
-    needs: paths-filter
-    if: >
-      github.event_name != 'pull_request' &&
-      needs.paths-filter.outputs.pythonChanges == 'true' &&
-      (github.event_name != 'merge_group' ||
-       needs.paths-filter.outputs.githubCopilotChanged == 'true' ||
-       needs.paths-filter.outputs.coreChanged == 'true')
-    runs-on: ubuntu-latest
-    environment: integration
-    timeout-minutes: 60
-    env:
-      COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-      GITHUB_COPILOT_TIMEOUT: "120"
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - name: Set up python and install the project
-        id: python-setup
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Test with pytest (GitHub Copilot integration)
-        run: >
-          uv run pytest --import-mode=importlib
-          packages/github_copilot/tests
-          -m integration
-          --timeout=120 --session-timeout=900 --timeout_method thread
-          --retries 2 --retry-delay 5
-          --junitxml=pytest.xml
-      - name: Surface failing tests
-        if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
-        with:
-          path: ./python/pytest.xml
-          summary: true
-          display-options: fEX
-          fail-on-empty: false
-          title: GitHub Copilot integration test results
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: test-results-github-copilot
-          path: ./python/pytest.xml
-          if-no-files-found: ignore
-
-  # Integration test trend report (aggregates per-job JUnit XML results)
-  python-integration-test-report:
-    name: Integration Test Report
-    if: >
-      always() &&
-      (contains(join(needs.*.result, ','), 'success') ||
-       contains(join(needs.*.result, ','), 'failure'))
-    needs:
-      [
-        python-tests-openai,
-        python-tests-azure-openai,
-        python-tests-misc-integration,
-        python-tests-functions,
-        python-tests-foundry,
-        python-tests-foundry-hosting,
-        python-tests-cosmos,
-        python-tests-github-copilot,
-      ]
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: python
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - name: Set up python and install the project
-        uses: ./.github/actions/python-setup
-        with:
-          python-version: ${{ env.UV_PYTHON }}
-          os: ${{ runner.os }}
-      - name: Download all test results from current run
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4
-        with:
-          pattern: test-results-*
-          path: test-results/
-      - name: Restore report history cache
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/integration-report-history.json
-          key: integration-report-history-merge-${{ github.run_id }}
-          restore-keys: |
-            integration-report-history-merge-
-      - name: Generate trend report
-        run: >
-          uv run python scripts/integration_test_report/aggregate.py
-          ../test-results/
-          integration-report-history.json
-          integration-test-report.md
-      - name: Post to Job Summary
-        if: always()
-        run: cat integration-test-report.md >> $GITHUB_STEP_SUMMARY
-      - name: Save report history cache
-        if: always()
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
-        with:
-          path: python/integration-report-history.json
-          key: integration-report-history-merge-${{ github.run_id }}
-      - name: Upload unified trend report
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
-        with:
-          name: integration-test-report
-          path: |
-            python/integration-test-report.md
-            python/integration-report-history.json
 
   python-integration-tests-check:
     if: always()
@@ -789,21 +518,19 @@ jobs:
         python-tests-misc-integration,
         python-tests-functions,
         python-tests-foundry,
-        python-tests-foundry-hosting,
         python-tests-cosmos,
-        python-tests-github-copilot,
       ]
     steps:
       - name: Fail workflow if tests failed
         id: check_tests_failed
         if: contains(join(needs.*.result, ','), 'failure')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Failed!')
 
       - name: Fail workflow if tests cancelled
         id: check_tests_cancelled
         if: contains(join(needs.*.result, ','), 'cancelled')
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@v8
         with:
           script: core.setFailed('Integration Tests Cancelled!')

.github/workflows/python-release.yml

@@ -23,7 +23,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -56,7 +56,7 @@ jobs:
       - name: Build the package
         run: uv run poe --directory packages/${{ env.PACKAGE }} build
       - name: Release
-        uses: softprops/action-gh-release@3bb12739c298aeb8a4eeaf626c5b8d85266b0e65 # v2
+        uses: softprops/action-gh-release@v2
         with:
           files: |
             python/dist/*

.github/workflows/python-sample-validation.yml

@@ -29,7 +29,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -49,7 +49,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 01-get-started --save-report --report-name 01-get-started
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-01-get-started
@@ -82,7 +82,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -111,7 +111,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents --exclude providers --save-report --report-name 02-agents
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents
@@ -130,7 +130,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -152,7 +152,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/openai --save-report --report-name 02-agents-openai
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-openai
@@ -170,7 +170,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -191,7 +191,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/azure --save-report --report-name 02-agents-azure
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-azure
@@ -208,7 +208,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -228,7 +228,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/anthropic --save-report --report-name 02-agents-anthropic
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-anthropic
@@ -242,7 +242,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -257,7 +257,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/github_copilot --save-report --report-name 02-agents-github-copilot
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-github-copilot
@@ -274,7 +274,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -289,7 +289,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/amazon --save-report --report-name 02-agents-amazon
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-amazon
@@ -306,7 +306,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -321,7 +321,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/ollama --save-report --report-name 02-agents-ollama
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-ollama
@@ -341,7 +341,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -363,7 +363,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/foundry --save-report --report-name 02-agents-foundry
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-foundry
@@ -383,7 +383,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -405,7 +405,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/copilotstudio --save-report --report-name 02-agents-copilotstudio
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-copilotstudio
@@ -419,7 +419,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -434,7 +434,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 02-agents/providers/custom --save-report --report-name 02-agents-custom
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-02-agents-custom
@@ -451,7 +451,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -471,7 +471,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 03-workflows --save-report --report-name 03-workflows
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-03-workflows
@@ -491,7 +491,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -506,7 +506,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 04-hosting --save-report --report-name 04-hosting
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-04-hosting
@@ -534,7 +534,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -549,7 +549,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir 05-end-to-end --save-report --report-name 05-end-to-end
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-05-end-to-end
@@ -574,7 +574,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -599,7 +599,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir autogen-migration --save-report --report-name autogen-migration
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-autogen-migration
@@ -633,7 +633,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Setup environment
         uses: ./.github/actions/sample-validation-setup
@@ -662,7 +662,7 @@ jobs:
           cd scripts && uv run python -m sample_validation --subdir semantic-kernel-migration --save-report --report-name semantic-kernel-migration
 
       - name: Upload validation report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-report-semantic-kernel-migration
@@ -690,10 +690,10 @@ jobs:
       - validate-autogen-migration
       - validate-semantic-kernel-migration
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
       - name: Download all validation reports
-        uses: actions/download-artifact@37930b1c2abaa49bbe596cd826c3c89aef350131 # v7
+        uses: actions/download-artifact@v7
         with:
           pattern: validation-report-*
           path: reports/
@@ -701,7 +701,7 @@ jobs:
 
       - name: Restore validation history
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache/restore@v4
         with:
           path: validation-history/
           key: validation-history-${{ github.run_id }}
@@ -719,13 +719,13 @@ jobs:
         run: cat trend-report.md >> "$GITHUB_STEP_SUMMARY"
 
       - name: Save validation history
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache/save@v4
         with:
           path: validation-history/
           key: validation-history-${{ github.run_id }}
 
       - name: Upload trend report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         if: always()
         with:
           name: validation-trend-report

.github/workflows/python-test-coverage-report.yml

@@ -8,7 +8,6 @@ on:
 
 permissions:
   contents: read
-  actions: read
   pull-requests: write
 
 jobs:
@@ -20,46 +19,36 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Download coverage report
-        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
+        uses: actions/download-artifact@v8
         with:
-          github-token: ${{ github.token }}
+          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
           run-id: ${{ github.event.workflow_run.id }}
           path: ./python
           merge-multiple: true
       - name: Display structure of downloaded files
         run: ls
-      - name: Read and validate PR number
-        # Keep the artifact handoff aligned with the workflow run that produced it.
-        env:
-          GH_TOKEN: ${{ github.token }}
-          REPO: ${{ github.repository }}
-          RUN_HEAD_SHA: ${{ github.event.workflow_run.head_sha }}
+      - name: Read and set PR number
+        # Need to read the PR number from the file saved in the previous workflow
+        # because the workflow_run event does not have access to the PR number
+        # The PR number is needed to post the comment on the PR
         run: |
           if [ ! -s pr_number ]; then
             echo "PR number file 'pr_number' is missing or empty"
             exit 1
           fi
-
-          ARTIFACT_PR_NUMBER=$(cat pr_number)
-          if ! [[ "$ARTIFACT_PR_NUMBER" =~ ^[0-9]+$ ]]; then
-            echo "::error::PR number file contains invalid content"
+          PR_NUMBER=$(head -1 pr_number | tr -dc '0-9')
+          if [ -z "$PR_NUMBER" ]; then
+            echo "PR number file 'pr_number' does not contain a valid PR number"
             exit 1
           fi
-
-          PR_HEAD_SHA=$(gh pr view "$ARTIFACT_PR_NUMBER" --repo "$REPO" --json headRefOid --jq '.headRefOid')
-          if [ "$PR_HEAD_SHA" != "$RUN_HEAD_SHA" ]; then
-            echo "::error::PR head SHA does not match the triggering workflow run"
-            exit 1
-          fi
-
-          echo "PR_NUMBER=$ARTIFACT_PR_NUMBER" >> "$GITHUB_ENV"
+          echo "PR_NUMBER=$PR_NUMBER" >> "$GITHUB_ENV"
       - name: Pytest coverage comment
         id: coverageComment
-        uses: MishaKav/pytest-coverage-comment@26f986d2599c288bb62f623d29c2da98609e9cd4 # v1.6.0
+        uses: MishaKav/pytest-coverage-comment@v1.6.0
         with:
-          github-token: ${{ github.token }}
+          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
           issue-number: ${{ env.PR_NUMBER }}
           pytest-xml-coverage-path: python/python-coverage.xml
           title: "Python Test Coverage Report"

.github/workflows/python-test-coverage.yml

@@ -22,7 +22,7 @@ jobs:
     env:
       UV_PYTHON: "3.11"
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       # Save the PR number to a file since the workflow_run event
       # in the coverage report workflow does not have access to it
       - name: Save PR number
@@ -42,7 +42,7 @@ jobs:
       - name: Check coverage threshold
         run: python ${{ github.workspace }}/.github/workflows/python-check-coverage.py python-coverage.xml ${{ env.COVERAGE_THRESHOLD }}
       - name: Upload coverage report
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
+        uses: actions/upload-artifact@v7
         with:
           path: |
             python/python-coverage.xml

.github/workflows/python-tests.yml

@@ -5,10 +5,6 @@ on:
     branches: ["main", "feature*"]
     paths:
       - "python/**"
-      - "!python/AGENTS.md"
-      - "!python/**/AGENTS.md"
-      - "!python/.github/skills/*"
-      - "!python/.github/skills/**"
 env:
   # Configure a constant location for the uv cache
   UV_CACHE_DIR: /tmp/.uv-cache
@@ -31,7 +27,7 @@ jobs:
       run:
         working-directory: python
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
       - name: Set up python and install the project
         id: python-setup
         uses: ./.github/actions/python-setup
@@ -50,7 +46,7 @@ jobs:
       # Surface failing tests
       - name: Surface failing tests
         if: always()
-        uses: pmeier/pytest-results-action@20b595761ba9bf89e115e875f8bc863f913bc8ad # v0.7.2
+        uses: pmeier/pytest-results-action@v0.7.2
         with:
           path: ./python/pytest.xml
           summary: true

.github/workflows/stale-issue-pr-ping.yml

@@ -31,9 +31,9 @@ jobs:
       issues: write
       pull-requests: write
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+      - uses: actions/setup-python@v5
         with:
           python-version: '3.13'
 

.gitignore

@@ -136,10 +136,6 @@ celerybeat.pid
 .venv
 env/
 venv/
-
-# Foundry agent CLI (contains secrets, auto-generated)
-.foundry-agent.json
-.foundry-agent-build.log
 ENV/
 env.bak/
 venv.bak/
@@ -206,15 +202,11 @@ temp*/
 .temp/
 
 # AI
-**/.checkpoints/
 .claude/
-.omc/
-.omx/
 WARP.md
 **/memory-bank/
 **/projectBrief.md
 **/tmpclaude*
-.kiro/
 # Dependency-bound validation reports
 python/scripts/dependency-*-results.json
 python/scripts/dependencies/dependency-*-results.json
@@ -243,11 +235,3 @@ python/dotnet-ref
 
 # Generated filtered solution files (created by eng/scripts/New-FilteredSolution.ps1)
 dotnet/filtered-*.slnx
-**/*.lscache
-
-# Local tool state
-.omc/
-.omx/
-
-**/issues/
-.test_*

README.md

@@ -6,12 +6,8 @@
 [![MS Learn Documentation](https://img.shields.io/badge/MS%20Learn-Documentation-blue)](https://learn.microsoft.com/en-us/agent-framework/)
 [![PyPI](https://img.shields.io/pypi/v/agent-framework)](https://pypi.org/project/agent-framework/)
 [![NuGet](https://img.shields.io/nuget/v/Microsoft.Agents.AI)](https://www.nuget.org/profiles/MicrosoftAgentFramework/)
-[![GitHub stars](https://img.shields.io/github/stars/microsoft/agent-framework?style=social)](https://github.com/microsoft/agent-framework/stargazers)
 
-
-Microsoft Agent Framework (MAF) is an open, multi-language framework for building **production-grade AI agents and multi-agent workflows** in **.NET and Python**.
-
-Microsoft Agent Framework is built for teams taking agents from prototype to production. It provides a consistent foundation for building, orchestrating, and operating agent systems across Python and .NET, while keeping architecture choices open as requirements evolve, and supports a broad ecosystem including Microsoft Foundry, Azure OpenAI, OpenAI, and the GitHub Copilot SDK, with samples and hosting patterns for both local development and cloud deployment.
+Welcome to Microsoft's comprehensive multi-language framework for building, orchestrating, and deploying AI agents with support for both .NET and Python implementations. This framework provides everything from simple chat agents to complex multi-agent workflows with graph-based orchestration.
 
 <p align="center">
   <a href="https://www.youtube.com/watch?v=AAgdMhftj8w" title="Watch the full Agent Framework introduction (30 min)">
@@ -25,54 +21,10 @@ Microsoft Agent Framework is built for teams taking agents from prototype to pro
   </a>
 </p>
 
-## Is this the right framework for you?
+## 📋 Getting Started
 
-MAF is a strong fit if you:
-- are building agents and workflows you expect to run in production,
-- need orchestration beyond a single prompt or stateless chat loop,
-- want graph-based patterns such as sequential, concurrent, handoff, and group collaboration,
-- care about durability, restartability, observability, governance, or human-in-the-loop control,
-- need provider flexibility so your architecture can evolve without major rewrites.
+### 📦 Installation
 
-## Key Features
-Explore new MAF capabilities and real implementation patterns on the [official blog](https://devblogs.microsoft.com/agent-framework/).
-
-- **Python and C#/.NET Support**: Full framework support for both Python and C#/.NET implementations with consistent APIs
-  - [Python packages](./python/packages/) | [.NET source](./dotnet/src/)
-- **Multiple Agent Provider Support**: Support for various LLM providers with more being added continuously
-  - [Python examples](./python/samples/02-agents/providers/) | [.NET examples](./dotnet/samples/02-agents/AgentProviders/)
-- **Middleware**: Flexible middleware system for request/response processing, exception handling, and custom pipelines
-  - [Python middleware](./python/samples/02-agents/middleware/) | [.NET middleware](./dotnet/samples/02-agents/Agents/Agent_Step11_Middleware/)
-- **Orchestration Patterns & Workflows**: Build multi-agent systems with graph-based workflows supporting sequential, concurrent, handoff, and group collaboration patterns; includes checkpointing, streaming, human-in-the-loop, and time-travel
-  - [Python workflows](./python/samples/03-workflows/) | [.NET workflows](./dotnet/samples/03-workflows/)
-- **Foundry Hosted Agents (new)**: Deploy and host your agents to Foundry-hosted infrastructure with just 2 additional lines of code
-  - [Python samples](./python/samples/04-hosting/foundry-hosted-agents/) | [.NET samples](./dotnet/samples/04-hosting/FoundryHostedAgents/)
-- **Observability**: Built-in OpenTelemetry integration for distributed tracing, monitoring, and debugging
-  - [Python observability](./python/samples/02-agents/observability/) | [.NET telemetry](./dotnet/samples/02-agents/AgentOpenTelemetry/)
-- **Declarative Agents**: Define agents using YAML for faster setup and versioning
-  - [Declarative agent samples](./declarative-agents/)
-- **Agent Skills**: Build domain-specific knowledge bases from multiple sources—files, inline code, class libraries—for agents to discover and use
-  - [Skills design](./docs/decisions/0021-agent-skills-design.md)
-- **AF Labs**: Experimental packages for cutting-edge features including benchmarking, reinforcement learning, and research initiatives
-  - [Labs directory](./python/packages/lab/)
-- **DevUI**: Interactive developer UI for agent development, testing, and debugging workflows
-  - [See the DevUI in action](https://www.youtube.com/watch?v=mOAaGY4WPvc)
-
-## Table of Contents
-
-- [Getting Started](#getting-started)
-  - [Installation](#installation)
-  - [Learning Resources](#learning-resources)
-  - [Quickstart](#quickstart)
-    - [Basic Agent - Python](#basic-agent---python)
-    - [Basic Agent - .NET](#basic-agent---net)
-- [More Examples & Samples](#more-examples--samples)
-- [Community & Feedback](#community--feedback)
-- [Troubleshooting](#troubleshooting)
-- [Contributor Resources](#contributor-resources)
-
-## Getting Started
-### Installation
 Python
 
 ```bash
@@ -85,13 +37,9 @@ pip install agent-framework
 
 ```bash
 dotnet add package Microsoft.Agents.AI
-# For Foundry integration (used in the .NET quickstart below):
-dotnet add package Microsoft.Agents.AI.Foundry
-dotnet add package Azure.AI.Projects
-dotnet add package Azure.Identity
 ```
 
-### Learning Resources
+### 📚 Documentation
 
 - **[Overview](https://learn.microsoft.com/agent-framework/overview/agent-framework-overview)** - High level overview of the framework
 - **[Quick Start](https://learn.microsoft.com/agent-framework/tutorials/quick-start)** - Get started with a simple agent
@@ -100,9 +48,44 @@ dotnet add package Azure.Identity
 - **[Migration from Semantic Kernel](https://learn.microsoft.com/en-us/agent-framework/migration-guide/from-semantic-kernel)** - Guide to migrate from Semantic Kernel
 - **[Migration from AutoGen](https://learn.microsoft.com/en-us/agent-framework/migration-guide/from-autogen)** - Guide to migrate from AutoGen
 
-### Quickstart
+Still have questions? Join our [weekly office hours](./COMMUNITY.md#public-community-office-hours) or ask questions in our [Discord channel](https://discord.gg/b5zjErwbQM) to get help from the team and other users.
 
-#### Basic Agent - Python
+### ✨ **Highlights**
+
+- **Graph-based Workflows**: Connect agents and deterministic functions using data flows with streaming, checkpointing, human-in-the-loop, and time-travel capabilities
+  - [Python workflows](./python/samples/03-workflows/) | [.NET workflows](./dotnet/samples/03-workflows/)
+- **AF Labs**: Experimental packages for cutting-edge features including benchmarking, reinforcement learning, and research initiatives
+  - [Labs directory](./python/packages/lab/)
+- **DevUI**: Interactive developer UI for agent development, testing, and debugging workflows
+  - [DevUI package](./python/packages/devui/)
+
+<p align="center">
+  <a href="https://www.youtube.com/watch?v=mOAaGY4WPvc">
+    <img src="https://img.youtube.com/vi/mOAaGY4WPvc/hqdefault.jpg" alt="See the DevUI in action" width="480">
+  </a>
+</p>
+<p align="center">
+  <a href="https://www.youtube.com/watch?v=mOAaGY4WPvc">
+    See the DevUI in action (1 min)
+  </a>
+</p>
+
+- **Python and C#/.NET Support**: Full framework support for both Python and C#/.NET implementations with consistent APIs
+  - [Python packages](./python/packages/) | [.NET source](./dotnet/src/)
+- **Observability**: Built-in OpenTelemetry integration for distributed tracing, monitoring, and debugging
+  - [Python observability](./python/samples/02-agents/observability/) | [.NET telemetry](./dotnet/samples/02-agents/AgentOpenTelemetry/)
+- **Multiple Agent Provider Support**: Support for various LLM providers with more being added continuously
+  - [Python examples](./python/samples/02-agents/providers/) | [.NET examples](./dotnet/samples/02-agents/AgentProviders/)
+- **Middleware**: Flexible middleware system for request/response processing, exception handling, and custom pipelines
+  - [Python middleware](./python/samples/02-agents/middleware/) | [.NET middleware](./dotnet/samples/02-agents/Agents/Agent_Step11_Middleware/)
+
+### 💬 **We want your feedback!**
+
+- For bugs, please file a [GitHub issue](https://github.com/microsoft/agent-framework/issues).
+
+## Quickstart
+
+### Basic Agent - Python
 
 Create a simple Azure Responses Agent that writes a haiku about the Microsoft Agent Framework
 
@@ -126,7 +109,7 @@ async def main():
           # project_endpoint=os.environ["FOUNDRY_PROJECT_ENDPOINT"],
           # model=os.environ["FOUNDRY_MODEL_DEPLOYMENT_NAME"],
       ),
-      name="HaikuAgent",
+      name="HaikuBot",
       instructions="You are an upbeat assistant that writes beautifully.",
     )
 
@@ -136,24 +119,40 @@ if __name__ == "__main__":
     asyncio.run(main())
 ```
 
-#### Basic Agent - .NET
-Create a simple Agent, using Microsoft Foundry that writes a haiku about the Microsoft Agent Framework
+### Basic Agent - .NET
+Create a simple Agent, using Microsoft Foundry with token-based auth, that writes a haiku about the Microsoft Agent Framework
 
 ```c#
-// This sample shows how to create and run a basic agent with AIProjectClient.AsAIAgent(...).
-
+// dotnet add package Microsoft.Agents.AI.Foundry
+// Use `az login` to authenticate with Azure CLI
+using Azure.AI.Projects;
+using Azure.Identity;
+using System;
 using Azure.AI.Projects;
 using Azure.Identity;
-using Microsoft.Agents.AI;
 
-string endpoint = Environment.GetEnvironmentVariable("AZURE_AI_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("AZURE_AI_PROJECT_ENDPOINT is not set.");
-string deploymentName = Environment.GetEnvironmentVariable("AZURE_AI_MODEL_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_AI_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("AZURE_AI_PROJECT_ENDPOINT is not set.");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_AI_MODEL_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
 
-AIAgent agent =
-    new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
-    .AsAIAgent(model: deploymentName, instructions: "You are an upbeat assistant that writes beautifully.", name: "HaikuAgent");
+var agent = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
+    .AsAIAgent(model: deploymentName, name: "HaikuBot", instructions: "You are an upbeat assistant that writes beautifully.");
+
+Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Framework."));
+```
+
+Create a simple Agent, using OpenAI Responses, that writes a haiku about the Microsoft Agent Framework
+
+```c#
+// dotnet add package Microsoft.Agents.AI.OpenAI
+using System;
+using OpenAI;
+using OpenAI.Responses;
+
+// Replace the <apikey> with your OpenAI API key.
+var agent = new OpenAIClient("<apikey>")
+    .GetResponsesClient()
+    .AsAIAgent(model: "gpt-5.4-mini", name: "HaikuBot", instructions: "You are an upbeat assistant that writes beautifully.");
 
-// Once you have the agent, you can invoke it like any other AIAgent.
 Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Framework."));
 ```
 
@@ -176,12 +175,6 @@ Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Fram
 - [Hosting](./dotnet/samples/04-hosting): A2A, Durable Agents, Durable Workflows
 - [End-to-End](./dotnet/samples/05-end-to-end): full applications and demos
 
-## Community & Feedback
-
-- **Found a bug?** File a [GitHub issue](https://github.com/microsoft/agent-framework/issues) to help us improve.
-- **Enjoying MAF?** [![GitHub stars](https://img.shields.io/badge/Star-us%20on%20GitHub-yellow)](https://github.com/microsoft/agent-framework) to show your support and help others discover the project.
-- **Have questions?** Join our [Discord](https://discord.gg/b5zjErwbQM) or visit [weekly office hours](./COMMUNITY.md#public-community-office-hours).
-
 ## Troubleshooting
 
 ### Authentication
@@ -194,7 +187,16 @@ Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Fram
 > **Tip:** `DefaultAzureCredential` is convenient for development but in production, consider using a specific credential (e.g., `ManagedIdentityCredential`) to avoid latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
 
 ### Environment Variables
-For environment variable configuration specific to each sample, refer to the README in the sample directory ([Python samples](./python/samples/) | [.NET samples](./dotnet/samples/)).
+
+The samples typically read configuration from environment variables. Common required variables:
+
+| Variable | Used by | Purpose |
+|----------|---------|---------|
+| `AZURE_OPENAI_ENDPOINT` | Azure OpenAI samples | Your Azure OpenAI resource URL |
+| `AZURE_OPENAI_DEPLOYMENT_NAME` | Azure OpenAI samples | Model deployment name (e.g. `gpt-4o-mini`) |
+| `AZURE_AI_PROJECT_ENDPOINT` | Microsoft Foundry samples | Your Microsoft Foundry project endpoint |
+| `AZURE_AI_MODEL_DEPLOYMENT_NAME` | Microsoft Foundry samples | Model deployment name |
+| `OPENAI_API_KEY` | OpenAI (non-Azure) samples | Your OpenAI platform API key |
 
 ## Contributor Resources
 

SUPPORT.md

@@ -1,17 +1,17 @@
-# Support
-
-## How to file issues and get help  
-
-This project uses GitHub Issues to track bugs and feature requests. Please search the existing 
-issues before filing new issues to avoid duplicates.  For new issues, file your bug or 
-feature request as a new Issue.
-
-For help and questions about using this project, please create a GitHub issue.
-
-AI Support team will support Microsoft Agent Framework issues for customers under a **Unified support agreement when the issue arises from usage of Azure AI services** (Foundry Models, Foundry Agents etc.) in conjunction with the SDK. Conversely, if customer has any other / non unified support agreement and/or Agent Framework SDK is used in a way **not involving an Azure service**, it is treated as a purely open-source tool – Microsoft’s support organization will not handle it, and users should use GitHub or forums for assistance
-
-For Copilot Studio SDK implementation issues, customers should use GitHub Issues for assistance, as outlined above. Conversely, for prerequisites managed within the Copilot Studio portal, customers can rely on the standard Microsoft Copilot Studio support channels.
-
-## Microsoft Support Policy  
-
-Support for this **PROJECT or PRODUCT** is limited to the resources listed above.
+# Support
+
+## How to file issues and get help  
+
+This project uses GitHub Issues to track bugs and feature requests. Please search the existing 
+issues before filing new issues to avoid duplicates.  For new issues, file your bug or 
+feature request as a new Issue.
+
+For help and questions about using this project, please create a GitHub issue.
+
+AI Support team will support Microsoft Agent Framework issues for customers under a **Unified support agreement when the issue arises from usage of Azure AI services** (Foundry Models, Foundry Agents etc.) in conjunction with the SDK. Conversely, if customer has any other / non unified support agreement and/or Agent Framework SDK is used in a way **not involving an Azure service**, it is treated as a purely open-source tool – Microsoft’s support organization will not handle it, and users should use GitHub or forums for assistance
+
+For Copilot Studio SDK implementation issues, customers should use GitHub Issues for assistance, as outlined above. Conversely, for prerequisites managed within the Copilot Studio portal, customers can rely on the standard Microsoft Copilot Studio support channels.
+
+## Microsoft Support Policy  
+
+Support for this **PROJECT or PRODUCT** is limited to the resources listed above.

declarative-agents/workflow-samples/MathChat.yaml

@@ -11,7 +11,7 @@ trigger:
   kind: OnConversationStart
   id: workflow_demo
   actions:
- 
+
     - kind: InvokeAzureAgent
       id: question_student
       conversationId: =System.ConversationId

docs/assets/SVG/Microsoft Foundry Agent Framework - Color.svg

@@ -1,55 +0,0 @@
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docs/decisions/0007-agent-filtering-middleware.md

@@ -1125,7 +1125,7 @@ Naming (Python): N/A (Composable Components)
 Supports: N  
 Observation: No explicit middleware/filters; modularity allows composable units but no dedicated interception hooks or callbacks for custom reading/modification mid-execution.
 
-No specific code examples available for interception.
+For more details, see the official documentation: [Atomic Agents Docs](https://brainblend-ai.github.io/atomic-agents/). No specific code examples available for interception.
 
 #### Smolagents (Hugging Face)
 

docs/decisions/0024-codeact-integration.md

@@ -1,233 +0,0 @@
----
-status: proposed
-contact: eavanvalkenburg
-date: 2026-04-07
-deciders: TBD
-consulted:
-informed:
----
-
-# CodeAct integration through backend-specific context providers and an `execute_code` tool
-
-## Introduction
-
-**CodeAct** is a pattern in which the model writes executable code — rather than emitting a fixed function-call JSON schema — to plan, transform data, and orchestrate tool calls inside a single sandbox invocation. Instead of requiring a separate model round-trip for every tool call, conditional branch, or data transformation, the model produces a short program that runs in a controlled runtime, calls host-provided tools through a `call_tool(...)` bridge, and returns structured results. This reduces latency, lowers token cost, and lets the model express richer multi-step logic that is difficult to capture in a flat tool-call sequence.
-
-Throughout this ADR, **CodeAct** is the primary term. **Code mode** and **programmatic tool calling** refer to the same capability.
-
-## Context and Problem Statement
-
-We need an architecture design that supports CodeAct in both Python and .NET. This is a necessary capability for the current generation of long-running agents, which need to plan, iterate, transform tool outputs, and execute bounded code inside a controlled runtime — for example, filtering a large result set, computing derived values, or chaining several tool calls with conditional logic — instead of requiring a separate model round-trip for each of those steps. The design should preserve the same behavioral contract across SDKs, but it does not need to use the same internal extension point in each runtime. We also want to standardize on Hyperlight as the initial backend, using the existing Python package and an anticipated .NET binding package once it is available.
-
-Throughout this ADR, **CodeAct** is the primary term. **Code mode** and **programmatic tool calling** refer to the same capability. This ADR uses **CodeAct** consistently.
-
-Model-generated code is treated as untrusted relative to the host process. This ADR assumes the selected backend provides the primary isolation boundary, while the framework is responsible for configuring approvals and capabilities, integrating telemetry, and translating outputs and failures into framework-native shapes. If a backend cannot provide isolation appropriate for its trust model, it is not a suitable CodeAct backend.
-
-The core design question is: **where should CodeAct integrate into the agent pipeline so that both SDKs can offer the same functionality without invasive changes to their core function-calling loops?**
-
-## Decision Drivers
-
-- CodeAct must shape the model-facing surface before model invocation, not only after the model has already chosen tools.
-- The design should let users control which tools are available through CodeAct and which remain regular tools only.
-- The design must preserve existing session, approval, telemetry, and tool invocation behavior as much as possible.
-- The design should define the minimum cross-SDK telemetry and failure semantics for `execute_code`, so Python and .NET do not diverge on basic observability or error handling.
-- The design must fit naturally into the extension points that already exist in each SDK.
-- The design must be safe for concurrent runs and must not rely on mutating shared agent configuration during invocation.
-- The chosen structure should allow multiple backend-specific providers to fit under the same conceptual design over time, even though Hyperlight is the initial target.
-- The abstraction should not assume that every backend is a VM-style sandbox; alternative execution models such as Pydantic's Monty should also fit.
-- The design should allow `execute_code` to be reused both as a tool-enabled CodeAct runtime and as a standard code interpreter tool implementation.
-- The design should remain open to alternative language/runtime modes, such as JavaScript on Hyperlight, rather than baking the abstraction to Python only.
-- The design should provide a portable way to configure sandbox capabilities such as file access and network access, including allow-listed outbound domains.
-- Using CodeAct should be optional, and installing its runtime or backend dependencies should also be optional.
-- Backend-specific dependencies should be isolated behind a small adapter so SDK code is not tightly coupled to an unstable package surface.
-
-## Considered Options
-
-- **Option 1**: Standardize on context provider-based CodeAct with a shared cross-SDK contract and backend-specific public types
-- **Option 2**: Implement CodeAct as a dedicated chat-client decorator/wrapper
-- **Option 3**: Integrate CodeAct directly into the function invocation layer/FunctionInvokingChatClient
-
-## Pros and Cons of the Options
-
-### Option 1: Standardize on context provider-based CodeAct with a shared cross-SDK contract and backend-specific public types
-
-This option uses `ContextProvider` in Python and `AIContextProvider` in .NET, but standardizes the public concept and behavior.
-In this option, the CodeAct tool set is provider-owned: only tools explicitly configured on the concrete CodeAct provider instance are available inside CodeAct, and the provider exposes direct CRUD-style management for tools, file mounts, and outbound network allow-list configuration rather than requiring a separate runtime setup object.
-The agent's direct tool surface remains separate. If a tool should be available both through CodeAct and as a normal direct tool, it is configured in both places.
-
-- Good, because both SDKs already have first-class provider concepts intended for per-invocation context shaping.
-- Good, because providers operate before model invocation, which is where CodeAct must add instructions and reshape tools.
-- Good, because this lets us preserve existing function invocation behavior rather than rewriting it.
-- Good, because slightly different internals are acceptable while the public behavior remains aligned.
-- Good, because convenience builder/decorator helpers can still be added later on top of the provider model without changing the core design.
-- Good, because backend-specific runtime logic can stay inside concrete provider implementations or internal helpers instead of being forced into a lowest-common-denominator public abstraction.
-- Good, because the same provider structure can support either an all-or-nothing tool surface or a mixed side-by-side tool surface.
-- Good, because users can keep some tools direct-only while allowing other tools to be used from inside CodeAct.
-- Good, because a provider-owned CodeAct tool registry avoids mutating or inferring the agent's direct tool surface and can work consistently in both SDKs.
-- Good, because the same conceptual design can remain open to `HyperlightCodeActProvider`, a future `MontyCodeActProvider`, and other backend-specific providers over time.
-- Good, because `execute_code` can evolve into multiple backend-specific runtime modes rather than being hard-wired to one Python-plus-tools mode.
-- Bad, because the provider indirection adds per-run overhead — snapshotting the tool registry, dispatching lifecycle hooks, and building instructions — that a deeper integration point could skip. In practice this overhead is negligible relative to model inference latency and sandbox startup cost.
-
-### Option 2: Implement CodeAct as a dedicated chat-client decorator/wrapper
-
-This option would introduce a CodeAct-specific chat-client decorator that injects instructions and tools directly into the chat request pipeline.
-
-- Good, because this is a natural fit for .NET's `DelegatingChatClient` pipeline.
-- Good, because it can also support advanced custom chat-client stacks.
-- Good, because backend-specific runtime selection could be hidden inside the decorator implementation.
-- Good, because the decorator could also encapsulate mode-specific instruction shaping for tool-enabled versus standalone interpreter behavior.
-- Good, because the decorator can decide per request whether the tool surface is exclusive or mixed.
-- Bad, because Python can support this by building a custom layering stack on top of a `Raw...Client` and swapping in a different `FunctionInvocationLayer`, but that composition path is more manual than the .NET `DelegatingChatClient` pipeline.
-- Bad, because it duplicates responsibilities already handled by provider abstractions.
-- Bad, because it makes CodeAct look more transport-specific than it really is.
-- Bad, because swappable backends and reusable interpreter or language modes become coupled to chat-client composition rather than modeled as first-class CodeAct concepts.
-
-### Option 3: Integrate CodeAct directly into the function invocation layer/FunctionInvokingChatClient
-
-This option would push CodeAct into Python's `FunctionInvocationLayer` and .NET's `FunctionInvokingChatClient` or related middleware.
-
-- Good, because it is close to tool execution and can observe concrete tool invocation behavior.
-- Good, because function middleware may still be useful later for auxiliary auditing or policy around sandbox-originated tool calls.
-- Bad, because this is the wrong layer for constructing the model-facing tool surface and prompt instructions.
-- Bad, because it does not naturally control whether the model sees an exclusive CodeAct tool surface or a mixed side-by-side tool surface.
-- Bad, because it would still require a second mechanism for hiding normal tools and advertising `execute_code`.
-- Bad, because it is a weak fit for standalone interpreter modes where no tool-calling loop is needed.
-- Bad, because backend selection and CodeAct mode behavior are orthogonal concerns that do not belong in the function invocation layer.
-- Bad, because `.NET` would become more tightly coupled to `FunctionInvokingChatClient`, which sits below the agent framework abstraction and is not the natural cross-SDK design seam.
-
-## Approval Model Options
-
-- **Option A**: Bundled approval for the `execute_code` invocation
-- **Option B**: Pre-execution inspection of `call_tool(...)` references before approving `execute_code`
-- **Option C**: Nested per-tool approvals during `execute_code`
-
-## Pros and Cons of the Approval Options
-
-### Option A: Bundled approval for the `execute_code` invocation
-
-This option grants approval once, before `execute_code` starts. Provider-owned tool calls made from inside that execution run under the same approval. The effective approval of `execute_code` is determined up front from the provider configuration rather than from inspecting which tools are actually called during execution.
-
-- Good, because it is the simplest model to explain and implement consistently in both SDKs.
-- Good, because it fits naturally with long-running CodeAct loops where repeated approval interruptions would be disruptive.
-- Good, because it does not require static code analysis before execution begins.
-- Good, because it keeps the first release focused on the provider integration rather than a more complex approval engine.
-- Bad, because approval is coarse-grained and may cover more activity than the user expected.
-- Bad, because it provides less visibility into which provider-owned tools or capabilities will be exercised during the run.
-
-### Option B: Pre-execution inspection of `call_tool(...)` references before approving `execute_code`
-
-This option inspects submitted code for statically discoverable `call_tool("tool_name", ...)` references before execution starts and uses that information to shape the approval request.
-
-- Good, because it can show users more detail up front while still keeping approval at a single pre-execution moment.
-- Good, because it matches the common case where tool names are spelled out directly in the generated code.
-- Good, because it can coexist with bundled approval as a more informative variant of the same UX.
-- Bad, because the analysis is inherently best-effort and cannot reliably predict dynamic behavior.
-- Bad, because it requires duplicated parsing or inspection logic that does not replace runtime enforcement.
-
-### Option C: Nested per-tool approvals during `execute_code`
-
-This option requests approval when sandboxed code actually attempts to invoke a provider-owned tool that requires approval.
-
-- Good, because it aligns approval with real behavior rather than predicted behavior.
-- Good, because it gives precise visibility into which provider-owned tools are being used.
-- Good, because it can allow some tool calls while rejecting others within the same execution.
-- Bad, because it interrupts long-running CodeAct flows and can degrade the user experience significantly.
-- Bad, because it requires more complex runtime plumbing and approval UX in both SDKs.
-- Bad, because repeated approval pauses may make CodeAct less useful for the exact long-running scenarios that motivate this feature.
-
-## Decision Outcomes
-
-### Decision 1: Integration seam and public structure
-
-Chosen option: **Option 1: Standardize on provider-based CodeAct with a shared cross-SDK contract and backend-specific public types**, because it is the only option that maps cleanly to both SDKs, lets us reshape instructions and tools before model invocation, and avoids invasive changes to the existing function invocation loops while still allowing multiple backend-specific providers and multiple runtime modes to fit under the same structure later.
-
-### Decision 2: Initial approval model
-
-Chosen option: **Option A: Bundled approval for the `execute_code` invocation**, because it is the smallest approval model that fits both SDKs, works well for long-running CodeAct flows, and does not force us to standardize a more complex inspection or policy engine in the first release.
-
-This follows the spirit of the current Python tool approval flow, where `FunctionTool` uses `approval_mode="always_require" | "never_require"` and the auto-invocation loop escalates the whole batch when any called tool requires approval.
-
-### Design summary
-
-We standardize the **public concept** of CodeAct across SDKs while allowing each SDK to use the extension point that fits it best.
-
-- Python uses a `ContextProvider`.
-- .NET uses an `AIContextProvider`.
-- The term **CodeAct context provider** is used throughout this ADR as a design concept, not as a required public base type. Public SDK APIs should prefer concrete backend-specific types such as `HyperlightCodeActProvider` rather than a public abstract `CodeActContextProvider` or a public `CodeActExecutor` parameter.
-- CodeAct support should ship as an optional package in each SDK rather than as part of the core package, so users who do not need CodeAct do not take on its installation and dependency footprint. That optional package may still depend on a few small, backward-compatible hooks in the host SDK's core agent pipeline.
-- There is no separate runtime setup object in the chosen design. Concrete providers manage their provider-owned CodeAct tool registry, file mounts, and outbound network allow-list configuration directly through CRUD-style methods on the provider itself.
-- At a high level, CodeAct is exposed through backend-specific context providers that contribute an `execute_code` tool, own the CodeAct-specific tool registry, and carry backend capability configuration such as filesystem and network access.
-- The initial approval model is bundled approval for `execute_code`, using the same `approval_mode="always_require" | "never_require"` vocabulary as regular tools.
-- The CodeAct provider exposes a default `approval_mode` for `execute_code`. If the provider default is `always_require`, `execute_code` is always treated as `always_require` regardless of the provider-owned tool registry. If the provider default is `never_require`, the effective approval for `execute_code` is derived from the provider-owned CodeAct tool registry captured for the run.
-- If every provider-owned CodeAct tool in that registry has `approval_mode="never_require"`, `execute_code` is treated as `never_require`. If any provider-owned CodeAct tool in that registry has `approval_mode="always_require"`, `execute_code` is treated as `always_require`, even if the generated code may not end up calling that tool.
-- Approval is granted before `execute_code` starts, and provider-owned tool calls made from inside that execution run under the same approval.
-- Direct-only agent tools do not affect the approval of `execute_code`; only the provider-owned CodeAct tool registry participates in that calculation.
-- This approval model is intentionally conservative. If one sensitive provider-owned tool forces `execute_code` to require approval more often than desired, the mitigation is to keep that tool direct-only or split it into a different provider/tool surface rather than trying to infer per-run tool usage up front.
-- Configuring filesystem and network capability state on the provider, including adding file mounts or outbound network allow-list entries, is itself the approval for those capabilities in the initial model.
-- Each `execute_code` invocation must start from a clean execution state; in-memory variables and other ephemeral interpreter/runtime state must not persist across separate calls. When a provider exposes a workspace, mounted files, or a writable artifact/output area, those files are the supported persistence mechanism across calls and are treated as external state rather than interpreter state.
-- Mutating the provider's tool registry or capability configuration while a run is in flight is allowed, but it only affects subsequent runs. Provider implementations must snapshot the effective state for each run and synchronize concurrent access so shared provider instances remain safe across concurrent runs.
-- The minimum cross-SDK telemetry contract is that `execute_code` is traced as a normal tool invocation nested inside the surrounding agent run, and provider-owned tool calls made from inside CodeAct continue to emit ordinary tool-invocation telemetry. Backend-specific resource metrics are optional extensions, not a required new top-level cross-SDK event model.
-- Timeout, out-of-memory, backend crash, and similar sandbox failures are all execution failures of `execute_code` and should surface as structured error results rather than backend-specific public DTOs. Partial textual or file outputs may be returned only when the backend can report them unambiguously; callers must not rely on partial-output recovery as a portable guarantee.
-- The provider-based structure preserves room for future pre-execution inspection and nested per-tool approvals if later experience shows they are needed.
-- Concrete backend-specific providers may still use small SDK-local helpers or adapters internally, but that split is an implementation detail rather than a public API requirement.
-
-Detailed language-specific implementation notes are specified in:
-
-- [Python implementation](../features/code_act/python-implementation.md)
-- [.NET implementation](../features/code_act/dotnet-implementation.md)
-
-### Minimal core hooks required by the optional package
-
-CodeAct remains optional at the package level, but the optional package depends on a small number of hooks that must live in the host SDK because the agent pipeline owns model invocation and per-run tool resolution.
-
-- Python depends on the existing `ContextProvider` lifecycle, `SessionContext.extend_instructions(...)`, `SessionContext.extend_tools(...)`, per-run runtime tool access via `SessionContext.options["tools"]`, and the shared `ApprovalMode` vocabulary used by `FunctionTool`.
-- .NET depends on the existing `AIContextProvider` seam, agent/runtime support for applying providers before model invocation, and the existing chat-client or function-invocation seams that concrete implementations use to contribute `execute_code`.
-
-These hooks are backward-compatible because they only expose or forward per-run state that core already owns. Behavior changes only when a concrete CodeAct provider opts in and uses them.
-
-### Concrete provider implementation contract
-
-The design does not require a public abstract `CodeActContextProvider` base class, but it does require a stable implementation contract for concrete providers.
-
-- Concrete providers should expose a standard capability surface at construction time, with SDK-appropriate naming for:
-  - approval mode
-  - workspace root
-  - file mounts
-  - allowed outbound targets plus any per-target method or policy restrictions needed by the backend
-- Separate public `filesystem_mode` / `network_mode` flags are not required by the cross-SDK contract. Filesystem access may be disabled implicitly until a workspace or file mounts are configured, and outbound network may be disabled implicitly until an allow-list or equivalent outbound policy entry is configured.
-- Concrete providers should expose direct CRUD-style methods for managing the provider-owned CodeAct tool registry, file mounts, and outbound network allow-list configuration, rather than requiring callers to construct a separate runtime setup object.
-- Concrete providers should implement their host SDK's provider lifecycle hooks to:
-  - build CodeAct instructions,
-  - add `execute_code`,
-  - snapshot the effective CodeAct tool registry and capability settings for the run,
-  - compute the effective approval requirement for `execute_code`,
-  - configure file access and network access for the backend,
-  - prepare or restore execution state,
-  - execute code,
-  - and translate backend output into framework-native content.
-- Any internal abstract/helper surface shared by multiple concrete providers should standardize responsibilities for:
-  - instruction construction,
-  - file-access configuration,
-  - network-access configuration,
-  - environment preparation/restoration,
-  - code execution,
-  - and output-to-content conversion.
-- Backend execution output should reuse existing framework-native content/message primitives rather than introducing backend-specific public result DTOs.
-
-## More Information
-
-### Related artifacts
-
-- Python implementation: [`docs/features/code_act/python-implementation.md`](../features/code_act/python-implementation.md)
-- .NET implementation: [`docs/features/code_act/dotnet-implementation.md`](../features/code_act/dotnet-implementation.md)
-- Python provider/session APIs: [`python/packages/core/agent_framework/_sessions.py`](../../python/packages/core/agent_framework/_sessions.py)
-- Python function invocation loop: [`python/packages/core/agent_framework/_tools.py`](../../python/packages/core/agent_framework/_tools.py)
-- .NET context provider abstraction: [`dotnet/src/Microsoft.Agents.AI.Abstractions/AIContextProvider.cs`](../../dotnet/src/Microsoft.Agents.AI.Abstractions/AIContextProvider.cs)
-- .NET agent integration for context providers: [`dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgent.cs`](../../dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgent.cs)
-- Optional .NET chat-client provider decorator: [`dotnet/src/Microsoft.Agents.AI/AIContextProviderDecorators/AIContextProviderChatClient.cs`](../../dotnet/src/Microsoft.Agents.AI/AIContextProviderDecorators/AIContextProviderChatClient.cs)
-- .NET function invocation middleware seam: [`dotnet/src/Microsoft.Agents.AI/FunctionInvocationDelegatingAgentBuilderExtensions.cs`](../../dotnet/src/Microsoft.Agents.AI/FunctionInvocationDelegatingAgentBuilderExtensions.cs)
-
-### Related decisions
-
-- [0015-agent-run-context](0015-agent-run-context.md)
-- [0016-python-context-middleware](0016-python-context-middleware.md)

docs/decisions/0024-prompt-injection-defense.md

@@ -1,154 +0,0 @@
----
-status: proposed
-contact: shruti
-date: 2026-01-14
-deciders: {}
-consulted: {}
-informed: {}
----
-
-# FIDES - Deterministic Prompt Injection Defense [Costa et al., 2025]
-
-## Context and Problem Statement
-
-AI agents are vulnerable to prompt injection attacks where malicious instructions embedded in external content (e.g., API responses, user input) can manipulate agent behavior. Traditional defenses rely on heuristics and prompt engineering, which are not deterministic and can be bypassed.
-
-We need a systematic, deterministic defense mechanism that prevents untrusted content from influencing agent behavior, provides verifiable security guarantees, maintains audit trails for compliance, and integrates seamlessly with the existing agent framework.
-
-## Decision Drivers
-
-- Agents must not execute actions influenced by untrusted external content (prompt injection defense).
-- The solution must provide deterministic, verifiable security guarantees — not heuristic-based.
-- The solution must maintain audit trails for compliance and security reviews.
-- The solution must integrate non-invasively with the existing middleware pipeline.
-- The solution must be opt-in and backwards compatible with existing agents.
-- Developer experience must remain simple with a clear security model.
-
-## Considered Options
-
-- Information-flow control with label-based middleware (FIDES)
-- Prompt engineering defense
-- Content sanitization
-- Separate agent instances
-- Runtime monitoring only
-
-## Decision Outcome
-
-Chosen option: "Information-flow control with label-based middleware (FIDES)", because it is the only option that provides deterministic, formally verifiable security guarantees while integrating non-invasively with the existing middleware pipeline and remaining fully backwards compatible.
-
-FIDES (Flow Integrity Deterministic Enforcement System) is a label-based security system with four core components:
-
-1. **Content Labeling System** — `IntegrityLabel` (TRUSTED/UNTRUSTED) and `ConfidentialityLabel` (PUBLIC/PRIVATE/USER_IDENTITY) with most-restrictive-wins combination policy.
-2. **Middleware-Based Enforcement** — `LabelTrackingFunctionMiddleware` for automatic label propagation and `PolicyEnforcementFunctionMiddleware` for pre-execution policy checks.
-3. **Variable Indirection** — `ContentVariableStore` and `VariableReferenceContent` for physical isolation of untrusted content from the LLM context.
-4. **Quarantined Execution** — `quarantined_llm` and `inspect_variable` tools for isolated processing of untrusted data with audit logging.
-
-In addition, remote MCP integrations are secured through two mechanisms:
-
-- **Hint-based tool auto-labeling**: MCP `ToolAnnotations` (`readOnlyHint`, `openWorldHint`, etc.) are mapped to FIDES tool properties (`source_integrity`, `accepts_untrusted`, `max_allowed_confidentiality`).
-- **Server `_meta.ifc` result labels**: MCP result metadata is parsed into per-item `security_label` values, so provider-supplied IFC labels are enforced by middleware.
-
-### Consequences
-
-- Good, because it provides deterministic security guarantees about what untrusted content can influence.
-- Good, because labels provide a clear audit trail of trust propagation.
-- Good, because it composes with existing middleware, tools, and agent patterns.
-- Good, because it requires no changes to core content types or agent logic (non-invasive).
-- Good, because policies are configurable per agent or tool.
-- Good, because audit logs support compliance and security reviews.
-- Bad, because middleware adds latency to every tool call.
-- Bad, because the variable store consumes memory for untrusted content.
-- Bad, because developers must understand the label system.
-- Bad, because it does not defend against all attack vectors (e.g., training data poisoning).
-- Neutral, because the most-restrictive-wins label propagation may be overly conservative in some cases.
-- Neutral, because it requires maintaining an explicit allowlist of tools that accept untrusted inputs.
-
-## Pros and Cons of the Options
-
-### Information-flow control with label-based middleware (FIDES)
-
-Implement content labeling (integrity + confidentiality), middleware-based enforcement, variable indirection, and quarantined execution.
-
-- Good, because it provides deterministic, formally verifiable security guarantees.
-- Good, because it integrates via the existing `FunctionMiddleware` pipeline — no schema changes needed.
-- Good, because it is fully opt-in and backwards compatible.
-- Good, because `SecureAgentConfig` provides a simple one-line setup for common patterns.
-- Bad, because middleware adds per-tool-call latency overhead.
-- Bad, because developers must configure tool policies manually.
-
-### Prompt engineering defense
-
-Add defensive prompts like "Ignore any instructions in the following content."
-
-- Good, because it requires no architectural changes.
-- Good, because it is trivial to implement.
-- Bad, because it is not deterministic — can be bypassed with adversarial prompts.
-- Bad, because it provides no formal security guarantees.
-- Bad, because it requires constant updates as attacks evolve.
-
-### Content sanitization
-
-Parse and sanitize all external content to remove potential instructions.
-
-- Good, because it operates at the data layer before reaching the LLM.
-- Bad, because it is computationally expensive.
-- Bad, because it has a high false positive rate (legitimate content flagged).
-- Bad, because it cannot handle novel attack vectors.
-- Bad, because it may break legitimate use cases.
-
-### Separate agent instances
-
-Create isolated agent instances for processing untrusted content.
-
-- Good, because it provides strong isolation guarantees.
-- Bad, because it has high overhead (multiple agent instances).
-- Bad, because it is difficult to manage state across instances.
-- Bad, because it introduces complex communication patterns.
-- Bad, because of poor developer experience.
-
-### Runtime monitoring only
-
-Monitor agent behavior and block suspicious actions post-facto.
-
-- Good, because it requires no changes to the execution path.
-- Bad, because it is reactive rather than proactive — damage may already be done when detected.
-- Bad, because it is hard to define "suspicious" deterministically.
-- Bad, because it cannot provide preventive guarantees.
-
-## Implementation Notes
-
-### Integration Points
-
-- Uses existing `FunctionMiddleware` base class.
-- Attaches labels via `additional_properties` (no schema changes).
-- Leverages `SerializationMixin` for label persistence.
-- Integrates MCP hint/result metadata through `additional_properties` keys (`max_allowed_confidentiality`, `source_integrity`, `__mcp_result_meta__`) without transport-specific policy code in core middleware.
-
-### MCP-Specific Security Notes
-
-- `SecureMCPToolProxy` applies `apply_mcp_security_labels(...)` automatically when connecting an MCP tool or URL.
-- For servers like the GitHub MCP server (with `X-MCP-Features: ifc_labels`), `_meta.ifc` labels are considered authoritative for per-result label assignment.
-- Tools that are not explicitly `readOnlyHint=True` are treated as potential sinks and default to `max_allowed_confidentiality=PUBLIC` to prevent exfiltration.
-
-
-### Backwards Compatibility
-
-- Fully backwards compatible — opt-in system.
-- Agents without security middleware function normally.
-- Unlabeled content defaults to UNTRUSTED (safer default).
-- No breaking changes to existing APIs.
-
-## Related Decisions
-
-- [ADR-0007: Agent Filtering Middleware](0007-agent-filtering-middleware.md) — Established middleware patterns we build upon.
-- [ADR-0006: User Approval](0006-userapproval.md) — Human-in-the-loop pattern we reference.
-
-## References
-
-- [Securing AI Agents with Information-Flow Control (Costa et al., 2025)](https://arxiv.org/abs/2505.23643)
-- [Prompt Injection Attack Examples](https://simonwillison.net/2023/Apr/14/worst-that-can-happen/)
-- [Information Flow Control](https://en.wikipedia.org/wiki/Information_flow_(information_theory))
-- [Taint Analysis](https://en.wikipedia.org/wiki/Taint_checking)
-- [Defense in Depth](https://en.wikipedia.org/wiki/Defense_in_depth_(computing))
-- [ ] Performance Benchmarks
-- [ ] User Acceptance Testing

docs/decisions/0025-foundry-toolbox-support.md

@@ -1,454 +0,0 @@
----
-status: proposed
-contact: evmattso
-date: 2026-04-10
-deciders: evmattso
----
-
-# Foundry Toolbox Support in FoundryChatClient
-
-## What is the goal of this feature?
-
-Enable Agent Framework users to consume Foundry **toolboxes** — named, versioned bundles of tool definitions stored server-side in an Azure AI Foundry project — directly from `FoundryChatClient`, without dropping to the raw `azure-ai-projects` SDK.
-
-A user who has configured a toolbox in the Foundry portal (or via the raw SDK) should be able to load it into an agent with a single call:
-
-```python
-toolbox = await client.get_toolbox("research_tools")
-agent = Agent(client=client, instructions="...", tools=toolbox)
-```
-
-**Success metric:** an agent can consume a toolbox with no manual handling of version-resolution logic on the user's side.
-
-## What is the problem being solved?
-
-`azure-ai-projects==2.1.0a20260409002` ships a new `BetaToolboxesOperations` surface, reachable as `AIProjectClient.beta.toolboxes` on the raw SDK client (and therefore as `FoundryChatClient.project_client.beta.toolboxes` through our wrapper), that lets teams:
-- Group related hosted tools (code interpreter, file search, MCP, web search, etc.) under a named toolbox
-- Version toolboxes immutably, so agents can pin to a specific configuration for production stability
-- Share toolboxes across multiple agents in a project
-
-However, consuming a toolbox from the framework today requires:
-1. Knowing the raw SDK accessor path (`client.project_client.beta.toolboxes`)
-2. Making two calls for the common case — `.get(name)` to find the default version, then `.get_version(name, version)` to actually retrieve tools
-3. Manually unpacking `toolbox.tools` before passing them to `Agent(tools=...)`
-
-None of this is hard, but it's the kind of boilerplate that should live in the client. Every other hosted tool in `FoundryChatClient` (code interpreter, file search, web search, image generation, MCP) already has a factory method (`get_code_interpreter_tool()`, etc.). Toolbox support should fit the same shape on the chat-client composition surface.
-
-## API Changes
-
-### One new method on the FoundryChatClient surface
-
-The public toolbox-consumption surface lands on:
-
-- `RawFoundryChatClient` (inherited by `FoundryChatClient`) in `_chat_client.py`
-
-The implementation delegates to shared helper functions in `_tools.py` so there is a single source of truth for the SDK calls.
-
-**Scope note:** `FoundryAgent` is intentionally not part of this design. `FoundryAgent` is the runtime surface for invoking an already-configured server-side Foundry agent; if that agent should use a toolbox, the toolbox/tools should already be configured on the Foundry side (UI or `azure-ai-projects` authoring flow) before MAF connects to it.
-
-**Scope note:** Authoring a server-side agent whose definition references a toolbox (via `PromptAgentDefinition(tools=toolbox.tools, ...)` + `client.agents.create_version(...)`) is deliberately outside MAF scope. That is an `azure-ai-projects` / service-resource authoring concern, not a future MAF feature. Users who need it should use the raw Azure SDK directly.
-
-```python
-async def get_toolbox(
-    self,
-    name: str,
-    *,
-    version: str | None = None,
-) -> ToolboxVersionObject:
-    """Fetch a Foundry toolbox by name.
-
-    If ``version`` is ``None``, resolves the toolbox's current default version
-    (two requests). If ``version`` is specified, fetches that version directly
-    (single request).
-
-    :param name: The name of the toolbox.
-    :param version: Optional immutable version identifier to pin to.
-    :return: A ``ToolboxVersionObject``. Pass its ``tools`` attribute to
-        ``Agent(tools=toolbox.tools)``.
-    :raises azure.core.exceptions.ResourceNotFoundError: If the toolbox or
-        version does not exist.
-    """
-
-```
-
-### Return types: raw SDK models, no custom wrappers
-
-Methods return the `azure.ai.projects.models` types directly:
-
-- `get_toolbox()` → `ToolboxVersionObject` (has `.name`, `.version`, `.tools`, `.id`, `.created_at`, `.description`, `.metadata`, `.policies`)
-
-No custom wrapper classes are defined. Returning the SDK types directly:
-- Eliminates maintenance overhead of keeping a custom wrapper aligned with SDK changes
-- Matches the existing convention — `get_code_interpreter_tool()` returns the raw `CodeInterpreterTool` SDK type
-- Means any new fields the SDK adds to these types flow through automatically
-
-`Agent(..., tools=...)` will accept the fetched toolbox object directly by flattening to `toolbox.tools` internally.
-
-### Design decisions
-
-**Instance methods, not `@staticmethod` factories.** Existing `get_code_interpreter_tool()` / `get_mcp_tool()` / etc. are `@staticmethod` because they're pure factories with no network I/O. Toolbox fetching requires the project client, so these new methods must be instance methods. This is a deliberate departure from the existing-factory pattern, justified by the async-with-I/O nature of the operation.
-
-**Raw SDK type passthrough (no custom wrappers).** There is only one toolbox type in the Foundry SDK and maintaining a shadow wrapper would create alignment risk as the SDK evolves. The raw `ToolboxVersionObject` and `ToolboxObject` carry all the fields users need. Individual tools inside `toolbox.tools` are the same `azure.ai.projects.models.Tool` subclasses returned by other factory methods.
-
-**Two-request default-version path.** When `version=None`, implementation calls `.get(name)` to find `default_version`, then `.get_version(name, default_version)` for the tools. Caching the default-version mapping was considered and rejected — default versions can change server-side via `update(default_version=...)`, and a stale cache would silently give callers the wrong tools. Two requests at agent setup is acceptable.
-
-**No discovery/listing surface in MAF.** Discovery is intentionally left to the raw `azure-ai-projects` client. MAF does not currently expose project-resource listing surfaces for many other Foundry resources (deployments, vector stores, agents, etc.), so the toolbox design stays narrowly focused on explicit retrieval by name/version.
-
-**Shared helpers in `_tools.py`.** The SDK-call helper function (`fetch_toolbox`) lives in a shared module so the chat-client surface stays thin and the request logic remains centralized.
-
-**`tools=toolbox` convenience, not a new wrapper type.** Although `get_toolbox()` returns the raw `ToolboxVersionObject`, Agent Framework can still support `tools=toolbox` / `tools=[toolbox]` by flattening the toolbox's `.tools` internally. That matches existing SDK ergonomics where some higher-level objects can be placed directly in `tools=` and unpacked underneath, without introducing a public `FoundryToolbox` wrapper.
-
-**Errors pass through unchanged.** `ResourceNotFoundError`, `HttpResponseError`, etc. from the SDK propagate as-is. No framework-specific exception hierarchy.
-
-## E2E Code Samples
-
-### Primary sample
-
-New file: `samples/02-agents/providers/foundry/foundry_chat_client_with_toolbox.py`
-
-```python
-import asyncio
-
-from agent_framework import Agent
-from agent_framework.foundry import FoundryChatClient
-from azure.identity import AzureCliCredential
-
-
-async def main() -> None:
-    client = FoundryChatClient(credential=AzureCliCredential())
-
-    toolbox = await client.get_toolbox("research_tools")
-    print(f"Loaded toolbox {toolbox.name}@{toolbox.version} ({len(toolbox.tools)} tools)")
-
-    agent = Agent(
-        client=client,
-        instructions="You are a research assistant.",
-        tools=toolbox,
-    )
-
-    result = await agent.run("What are the latest developments in quantum error correction?")
-    print(f"Result: {result}")
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
-```
-
-### Version pinning
-
-```python
-toolbox = await client.get_toolbox("research_tools", version="v3")
-```
-
-### Combining multiple toolboxes
-
-```python
-toolbox_a = await client.get_toolbox("research_tools")
-toolbox_b = await client.get_toolbox("some_other_tools", version="v3")
-
-agent = Agent(
-    client=client,
-    instructions="...",
-    tools=[toolbox_a, toolbox_b],
-)
-```
-
-### Combining toolbox tools with locally defined tools
-
-```python
-toolbox = await client.get_toolbox("research_tools")
-
-def get_internal_metrics(metric_name: str) -> dict:
-    """Custom tool that reads from an internal dashboard."""
-    ...
-
-agent = Agent(
-    client=client,
-    instructions="...",
-    tools=[get_internal_metrics, toolbox],
-)
-```
-
-### Selecting only some tools from a toolbox
-
-Developers will not always want to pass the entire toolbox through unchanged. A
-small helper in the Foundry package provides local post-fetch selection without
-changing the raw return type of `get_toolbox()`.
-
-```python
-from agent_framework.foundry import select_toolbox_tools
-
-toolbox = await client.get_toolbox("research_tools")
-
-selected_tools = select_toolbox_tools(
-    toolbox,
-    include_names=["githubmcp", "code_interpreter"],
-)
-
-agent = Agent(
-    client=client,
-    instructions="Use only the selected toolbox tools.",
-    tools=selected_tools,
-)
-```
-
-Supported filters:
-
-```python
-from agent_framework.foundry import FoundryHostedToolType, select_toolbox_tools
-
-selected_tools = select_toolbox_tools(
-    toolbox,
-    include_types=["mcp", "code_interpreter"],  # type: Collection[FoundryHostedToolType]
-    exclude_names=["internal_admin_tool"],
-)
-```
-
-Helper signature:
-
-```python
-type FoundryHostedToolType = Literal[
-    "code_interpreter",
-    "file_search",
-    "image_generation",
-    "mcp",
-    "web_search",
-] | str
-
-def select_toolbox_tools(
-    tools: ToolboxVersionObject | Sequence[Tool | dict[str, Any]],
-    *,
-    include_names: Collection[str] | None = None,
-    exclude_names: Collection[str] | None = None,
-    include_types: Collection[FoundryHostedToolType] | None = None,
-    exclude_types: Collection[FoundryHostedToolType] | None = None,
-    predicate: Callable[[Tool | dict[str, Any]], bool] | None = None,
-) -> list[Tool | dict[str, Any]]:
-    ...
-```
-
-Normalized name precedence for `include_names` / `exclude_names`:
-
-1. MCP `server_label`
-2. generic tool `name`
-3. fallback tool `type`
-
-This keeps `get_toolbox()` as a thin fetch API and makes selection an explicit,
-local post-processing step, while still allowing the ergonomic
-`select_toolbox_tools(toolbox, ...)` call shape.
-
-## Native vs MCP consumption of a Foundry toolbox
-
-A Foundry toolbox can be consumed two ways. This design adds new implementation work only for the first:
-
-1. **Native consumption (in scope).** Tools execute inside Foundry's agent runtime. `get_toolbox()` returns the `ToolboxVersionObject` whose `.tools` attribute carries typed tool configs that the runtime interprets server-side. This design is specifically for `FoundryChatClient`-backed local agent composition.
-
-2. **MCP consumption (already supported through existing MCP abstractions).** A Foundry toolbox can also be exposed as an MCP server. In that case, use the existing `MCPStreamableHTTPTool(name=..., url=...)` — it already handles this path with any chat client (Foundry, OpenAI, Anthropic, etc.). No new Foundry-specific API is needed for MCP-exposed toolboxes in this design.
-
-### MCPStreamableHTTPTool example for a Foundry toolbox endpoint
-
-If Foundry gives you an MCP endpoint for the toolbox (for example from the
-toolbox details UI / endpoint surface), the existing MCP client path is:
-
-```python
-from agent_framework import Agent, MCPStreamableHTTPTool
-from agent_framework.openai import OpenAIChatClient
-
-toolbox_mcp = MCPStreamableHTTPTool(
-    name="research_tools",
-    url="https://<foundry-toolbox-mcp-endpoint>",
-)
-
-agent = Agent(
-    client=OpenAIChatClient(),
-    instructions="You are a research assistant.",
-    tools=[toolbox_mcp],
-)
-```
-
-This is a different integration shape than `get_toolbox(...).tools`:
-
-- `get_toolbox(...).tools` = **native Foundry hosted-tool configs** interpreted by the
-  Foundry runtime
-- `MCPStreamableHTTPTool(name=..., url=...)` = **live MCP server connection** to a
-  toolbox endpoint
-
-The design in this spec adds first-class support only for the native hosted-tool
-path. The MCP path is already served by the framework's existing MCP abstractions.
-
-These paths are not unified because they have fundamentally different execution models. Native toolbox tools are declarative configs the Foundry runtime executes; MCP consumption is a live wire protocol to a running server.
-
-**MCP authentication inside a toolbox** is handled server-side via `project_connection_id` on individual `MCPTool` entries (OAuth connection objects configured in the Foundry project). The client never holds bearer tokens. Consent flow handling (`CONSENT_REQUIRED` → user-visible consent URL) happens during `agent.run()`, not during toolbox fetching — see Non-goals.
-
-## Testing Strategy
-
-Unit tests in `packages/foundry/tests/test_toolbox.py` with mocked `project_client.beta.toolboxes`. A single opt-in live round-trip, `test_integration_get_toolbox_round_trip_against_real_project`, is marked `@pytest.mark.integration`; it is skipped by default and only runs when the required Foundry credentials are available.
-
-Coverage:
-
-- `get_toolbox(name, version="v3")` — explicit version, single request. Assert `.get` not called, `.get_version` awaited once, returns `ToolboxVersionObject`.
-- `get_toolbox(name)` — default-version resolution. Assert `.get` then `.get_version` called in order with correct args.
-- Error propagation — `ResourceNotFoundError` from `.get` propagates unchanged.
-- Tool passthrough — heterogeneous tool list (`CodeInterpreterTool`, `MCPTool(project_connection_id=...)`) passes through unchanged. Asserts `project_connection_id` survives.
-- Agent integration smoke — `tools=toolbox` / `tools=[toolbox]` flatten to the underlying toolbox tools.
-- Multiple toolbox composition smoke — `tools=[toolbox_a, toolbox_b]` flattens into a single agent tool list.
-- `get_toolbox_tool_name()` — selection-name precedence is MCP `server_label`, then `name`, then `type`.
-- `select_toolbox_tools(toolbox, include_names=...)` — selects by normalized tool names directly from a fetched toolbox object.
-- `select_toolbox_tools(toolbox, include_types=...)` — selects by tool types with `Literal`-guided IDE completion.
-- `select_toolbox_tools(..., exclude_names=..., predicate=...)` — supports exclusion + custom predicates.
-
-Deliberately **not** covered:
-- Runtime consent-flow handling for OAuth MCP tools (see Non-goals).
-- Toolbox discovery/listing (`list_toolboxes`, `list_toolbox_versions`) — deliberately left to the raw Azure SDK.
-- Full CRUD (`create_version`, `update`, `delete`) and server-side agent authoring — see Non-goals.
-
-Live Foundry API integration is exercised only through the opt-in `@pytest.mark.integration` round-trip noted above; it is not part of the default test run.
-
-## Framework dependency: `normalize_tools` flattening
-
-The core `normalize_tools` function in `packages/core/agent_framework/_tools.py` already supports flattening composite tool inputs. Toolbox support extends that behavior so a fetched `ToolboxVersionObject` is treated as a composite tool source and flattened to its `.tools`.
-
-That enables:
-
-- `tools=toolbox`
-- `tools=[toolbox]`
-- `tools=[local_tool, toolbox]`
-- `tools=[toolbox_a, toolbox_b]`
-
-while still keeping `select_toolbox_tools(toolbox.tools, ...)` available for partial selection before the final agent construction step.
-
-## Telemetry
-
-Telemetry for toolbox support has two separate goals:
-
-1. **Observe toolbox API access** — `get_toolbox()`
-2. **Observe toolbox usage during agent runs** — when users pass toolbox-derived tools into `Agent(..., tools=...)`
-
-### Request telemetry for toolbox API access
-
-When Agent Framework constructs the `AIProjectClient` internally for `FoundryChatClient`, it already sets:
-
-```python
-user_agent=AGENT_FRAMEWORK_USER_AGENT
-```
-
-That means toolbox API requests made through:
-
-- `project_client.beta.toolboxes.get(...)`
-- `project_client.beta.toolboxes.get_version(...)`
-
-carry the standard MAF user-agent marker and can be queried in backend request logs the same way as other Foundry SDK calls made through framework-owned clients.
-
-Important constraint: if the caller passes an already-constructed `project_client`, Agent Framework does **not** mutate it to inject the MAF user-agent. In that case, toolbox API request telemetry reflects whatever user-agent behavior that external client was configured with.
-
-### Runtime telemetry for toolbox usage on agent runs
-
-Tool-level telemetry already captures which hosted Foundry tools are available / invoked during agent execution. The remaining gap is **toolbox provenance**: once the user writes `tools=toolbox` (or otherwise flattens the toolbox into tool configs), the framework sees only raw tool configs and no longer knows which toolbox name/version supplied them.
-
-The design for closing the **client-side** observability gap is **internal provenance tracking**, not user-supplied metadata and not a new public wrapper type.
-
-#### Provenance model
-
-Note: this section is still under investigation.
-
-When `get_toolbox()` or `list_toolbox_versions()` returns a `ToolboxVersionObject`, Agent Framework will attach private provenance metadata to:
-
-- the returned toolbox object
-- each tool inside `toolbox.tools`
-
-Recommended shape (private, internal-only):
-
-```python
-tool._maf_toolbox_sources = [
-    {
-        "id": toolbox.id,
-        "name": toolbox.name,
-        "version": toolbox.version,
-    }
-]
-```
-
-Key properties of this approach:
-
-- **No new public API surface** — users still work with raw `ToolboxVersionObject` / `ToolboxObject`
-- **No user burden** — callers do not need to stamp metadata manually
-- **Provenance follows the tool objects** — works with:
-  - `tools=toolbox.tools`
-  - `tools=[toolbox_a.tools, toolbox_b.tools]`
-  - `tools=[*toolbox_a.tools, *toolbox_b.tools]`
-- **Private attributes are not serialized** into the actual request payload sent to the model/service, so this metadata does not leak into the tool definition body
-
-This is intentionally preferred over introducing a new public `FoundryToolbox` wrapper purely for telemetry, and preferred over a separate global provenance registry. The provenance lives on the existing tool objects so list-copying and chat-option merging naturally preserve it.
-
-#### Span enrichment
-
-When Agent / chat telemetry computes span attributes for a run, it should inspect the final tool list and aggregate the private toolbox provenance from any tool objects that carry it. The aggregated values are then emitted as attributes on the existing run/chat spans.
-
-Suggested custom attributes:
-
-- `agent_framework.foundry.toolbox.ids`
-- `agent_framework.foundry.toolbox.names`
-- `agent_framework.foundry.toolbox.versions`
-- or a single compact attribute such as `agent_framework.foundry.toolbox.sources=["research_tools@1","some_other_tools@3"]`
-
-The single compact `toolbox.sources` form is preferred for initial implementation because it is easy to query and easy to render from combined tool lists.
-
-#### Scope of telemetry changes
-
-This design does **not** require new spans. It enriches existing telemetry:
-
-- toolbox API access continues to rely on request logs + Azure SDK distributed tracing + MAF user-agent
-- agent/chat execution spans gain toolbox provenance attributes when toolbox-derived tools are present
-
-Implementation-wise, this design most likely touches:
-
-- `packages/foundry/agent_framework_foundry/_tools.py` — to stamp provenance on fetched toolbox objects / tools
-- `packages/core/agent_framework/observability.py` — to aggregate provenance into span attributes
-
-#### Important limitation: no server-side toolbox telemetry solution yet
-
-Private provenance attached to tool objects is only useful on the client side. It
-does **not** go over the wire to the Foundry service because those private fields
-are intentionally not serialized into the request payload.
-
-That means this design can support:
-
-- local OpenTelemetry / exporter spans emitted by Agent Framework
-- local attribution of a run to one or more fetched toolboxes
-
-but it does **not** solve:
-
-- server-side request-log attribution of a model/tool run back to a toolbox
-- backend/database queries that need the service itself to know "this tool came from toolbox X"
-
-At the moment, we do not have a satisfactory design for server-side toolbox
-telemetry. The service would require additional structured information on the
-request, and there is no accepted mechanism in this design yet for projecting
-toolbox provenance into a server-visible field/header/metadata shape.
-
-So the telemetry story in this spec is explicitly limited to **client-side
-toolbox telemetry**. Server-side toolbox attribution remains an open question and
-requires either:
-
-- new service/API support, or
-- a later framework design for emitting additional server-visible request metadata.
-
-#### Deliberate non-goals for telemetry
-
-- No requirement for users to pass explicit toolbox metadata in `default_options["metadata"]` or `run(..., options=...)`
-- No new public `FoundryToolbox` wrapper type just to preserve attribution
-- No attempted server-side attribution mechanism in this design (for example a custom request header or request metadata field) until there is a validated end-to-end contract for it
-
-## Non-goals / Future Work
-
-Explicitly out of scope for this design. Each is a separate design and PR when needed.
-
-1. **Create/update/delete toolboxes from code.** CRUD is rare in agent consumption flows. Users who need it drop to `client.project_client.beta.toolboxes.create_version(...)`, `.update(...)`, `.delete(...)` directly.
-
-2. **Server-side agent authoring from toolbox.** Creating a `PromptAgentDefinition(tools=toolbox.tools)` + `client.agents.create_version(...)` is a future feature covering agent authoring from code. The toolbox read API provides the building blocks; the authoring helpers are a separate design.
-
-3. **OAuth consent-flow runtime handling.** When a toolbox contains MCP tools with `project_connection_id` pointing to an OAuth connection, the runtime may return `CONSENT_REQUIRED` mid-run. This is a runtime concern separate from toolbox fetching.
-
-4. **Live integration tests.** This PR ships unit tests only.
-
-5. **Toolbox caching or refresh APIs.** Each `get_toolbox()` call hits the network. Users who want caching wrap the call themselves.

docs/decisions/0026-hosted-session-identity-context.md

@@ -1,86 +0,0 @@
----
-status: superseded by [ADR-0030](0030-hosted-platform-context-agentserver-2.0.md)
-contact: rogerbarreto
-date: 2026-06-29
-deciders: rogerbarreto
-consulted: []
-informed: []
----
-
-# Hosted session identity context for Foundry Hosting
-
-> **Superseded by [ADR-0030](0030-hosted-platform-context-agentserver-2.0.md).** `Azure.AI.AgentServer.*` 2.0.0 (responses protocol `2.0.0`) replaced `ResponseContext.Isolation` (`UserIsolationKey` / `ChatIsolationKey`, headers `x-agent-user-isolation-key` / `x-agent-chat-isolation-key`) with `ResponseContext.PlatformContext` (`UserIdKey` / `CallId`, headers `x-agent-user-id` / `x-agent-foundry-call-id`). The chat isolation key was removed and `HostedSessionContext` is now user-only. This ADR is retained as the historical record of the original design.
-
-## Context and Problem Statement
-
-Server-hosted Foundry agents need a way to scope per-user state (most notably `FoundryMemoryProvider` memories) by the end user that initiated the request. The Foundry platform already injects `x-agent-user-isolation-key` and `x-agent-chat-isolation-key` headers on every Responses request, but the agent-framework hosting layer did not surface those values to `AIContextProvider` instances. The provider's `stateInitializer` only received an `AgentSession?` with no identity attached, so per-user scoping was impossible without out-of-band plumbing.
-
-## Decision Drivers
-
-- Memory and any future user-private context must be partitioned per end user without per-sample boilerplate.
-- The identity must be **read-only** from the perspective of `AIContextProvider`s, so a buggy or hostile provider cannot escalate or leak across users.
-- The persisted session must validate against the live request on every resume to defend against session-id leak and in-process tampering.
-- The change must work for every existing hosted-agent type (`ChatClientAgent`, `FoundryAgent`, future ones) without per-type refactoring of cast-heavy code paths in `Microsoft.Agents.AI`.
-- Local Docker debugging must remain possible when the platform headers are absent.
-
-## Considered Options
-
-1. **`HostedSessionContext` stored in `AgentSessionStateBag`, exposed via a public read accessor and an `internal` setter.** Hosting writes once on session creation and validates on every resume.
-2. **Specialised `HostedAgentSession : AgentSession` wrapper** that carries `UserId`/`ChatId` properties, with `GetService<ChatClientAgentSession>()` as the unwrap escape hatch.
-3. **New property on `AgentSession` base class** (`HostedSessionContext? HostedContext { get; internal set; }`).
-4. **AsyncLocal middleware** that reads the headers and stuffs them into a per-request `AsyncLocal<HostedSessionContext>` consumed by the provider.
-
-For the source of identity:
-- A. The platform-injected `IsolationContext` exposed by `ResponseContext.Isolation` (typed `UserIsolationKey`/`ChatIsolationKey`).
-- B. The OpenAI Responses spec's top-level `request.User` field.
-- C. A custom HTTP header `x-client-user`.
-
-## Decision Outcome
-
-**Option 1** was chosen for the storage shape, sourced from **Option A** (`ResponseContext.Isolation`).
-
-Rationale:
-
-- **Wrapper rejected (Option 2).** `ChatClientAgentSession` is `sealed` and `ChatClientAgent` rejects any other session type via direct `is not ChatClientAgentSession` checks at multiple call sites. Wrapping would force non-trivial refactors across `Microsoft.Agents.AI` and a corresponding repeat for every other agent type.
-- **Base-class property rejected (Option 3).** Leaks "hosted" semantics into the universal `AgentSession` abstraction used by Durable, A2A, and CopilotStudio agents that have no notion of a hosted user.
-- **AsyncLocal rejected (Option 4).** Surfaces the concept only locally, requires every consumer to re-implement the bridge, and cannot be enforced as read-only.
-- **`request.User` rejected (Option B).** Set by the caller, not the platform. Forging it client-side trivially defeats per-user partitioning.
-- **`x-client-user` rejected (Option C).** Non-standard, requires custom HTTP plumbing, and duplicates the platform-provided isolation contract.
-
-Implementation summary in `Microsoft.Agents.AI.Foundry.Hosting`:
-
-| Type | Visibility | Purpose |
-|---|---|---|
-| `HostedSessionContext` | public sealed | Captures `UserId` and `ChatId` (both required, non-whitespace). |
-| `HostedSessionContextExtensions.GetHostedContext` | public | Read accessor for `AIContextProvider`s. |
-| `HostedSessionContextExtensions.SetHostedContext` | internal | Writer reserved for the hosting assembly. Backed by `AgentSessionStateBag` under a well-known key for serialisation. |
-| `HostedSessionIsolationKeyProvider` (abstract) | public | DI-resolvable factory. Async signature: `ValueTask<HostedSessionContext?> GetKeysAsync(ResponseContext, CreateResponse, CancellationToken)`. |
-| `PlatformHostedSessionIsolationKeyProvider` | internal sealed | Default implementation. Maps `context.Isolation.UserIsolationKey` and `context.Isolation.ChatIsolationKey`. Returns `null` when either is absent. |
-
-Behaviour added to `AgentFrameworkResponseHandler.CreateAsync`:
-
-1. Resolve `HostedSessionIsolationKeyProvider` from DI; fall back to `PlatformHostedSessionIsolationKeyProvider`.
-2. Call `GetKeysAsync(context, request, cancellationToken)`. A `null` result throws `InvalidOperationException` (becomes 500). A null/whitespace `UserId` or `ChatId` is rejected by `HostedSessionContext`'s constructor.
-3. Branch on the **session's existing context**, not on whether a `conversation_id` was supplied:
-   - **No session (`session is null`):** nothing to stamp; skip.
-   - **Session present but un-stamped (`GetHostedContext() is null`):** treat as fresh. This covers both newly-created sessions and pre-existing sessions whose `conversation_id` was provisioned externally (e.g. via `conversations.CreateProjectConversationAsync()`) before the first hosted-agent request. Stamp the resolved identity now.
-   - **Session present with stamped context:** strict resume. The persisted `UserId` and `ChatId` must equal the resolved values exactly. Mismatch throws `ResponsesApiException` with status 403 and body `Hosted session identity context mismatch`.
-
-## Consequences
-
-Positive:
-
-- Per-user memory partitioning works out of the box for any agent that consumes a `Microsoft.Agents.AI.Foundry.FoundryMemoryProvider` configured to read `session.GetHostedContext().UserId`.
-- Cross-user session-id leak and in-process tampering of the persisted identity both surface as a 403 with a deliberately uninformative body.
-- The identity is opaque to the framework, matching the platform's semantics. The framework never inspects user identity; the `IsolationContext` keys are pre-partitioned per agent.
-
-Negative:
-
-- Every existing hosted sample fails locally without a `HostedSessionIsolationKeyProvider` registered, because the platform headers are absent outside the platform. Mitigated by shipping `Hosted_Shared_Contributor_Setup` with `DevTemporaryLocalSessionIsolationKeyProvider` and `AddDevTemporaryLocalContributorSetup`, and migrating all 9 existing responses samples.
-- An attacker who can plant an un-stamped session under a victim's `conversation_id` *before* the victim's first hosted-agent request would be stamped with the attacker's identity on that first request. This is not a regression vs. behaviour without this contract, and is mitigated in practice because the `conversation_id` namespace is allocated by the platform per project. Once a session is stamped, the strict equality check fully defends the resume path.
-
-## Out of scope
-
-- Per-request `User` field on `CreateResponse` is intentionally not consumed; only the platform `IsolationContext` headers carry trustworthy identity.
-- Generic (non-Foundry) hosting layers can re-define an equivalent type if needed; nothing in this ADR is moved into `Microsoft.Agents.AI.Hosting` because `Microsoft.Agents.AI.Foundry.Hosting` does not depend on it.
-- HMAC tamper signatures over the persisted context are not implemented; comparison against `ResponseContext.Isolation` on every request is sufficient because the platform sets those headers at the trust boundary.

docs/decisions/0027-hosting-channels.md

@@ -1,144 +0,0 @@
----
-status: accepted
-contact: eavanvalkenburg
-date: 2026-06-11
-deciders: eavanvalkenburg
----
-
-# Python minimal hosting core and pluggable channels
-
-## Context and Problem Statement
-
-Agent Framework has several protocol-specific hosting surfaces. App authors who want one agent or workflow on multiple protocols must compose servers, routes, middleware, session handling, and lifecycle code by hand.
-
-We will introduce a small Python hosting core that owns the common server shape and leaves protocol details inside channel packages. The first public contract must be intentionally narrow so Python can ship a base contract before adding identity linking, proactive delivery, or multicast behavior. Other language implementations may reuse the same conceptual boundary, but this ADR records the Python decision.
-
-## Decision Drivers
-
-- Keep the first host easy to explain: one app, one hostable target, one or more channels.
-- Reuse Agent Framework's existing agent, workflow, session, history, and checkpoint primitives.
-- Let channel packages own protocol parsing, protocol responses, authentication details, and native command surfaces.
-- Make session continuity explicit through a channel-supplied `ChannelSession(isolation_key=...)`.
-- Avoid approving cross-channel identity and delivery semantics before their safety model is reviewed.
-
-## Considered Options
-
-1. Keep only protocol-specific hosts.
-2. Ship a large hosting core with identity linking, authorization, background delivery, active-channel routing, and multicast in v1.
-3. Ship a minimal host/channel core now and track linking/multicast as follow-up work.
-
-### Keep only protocol-specific hosts
-
-- Good: no new abstraction or package surface.
-- Neutral: each protocol can continue evolving independently.
-- Bad: every multi-channel app still has to compose servers, lifecycle, and session handling by hand.
-
-### Ship the large cross-channel host in v1
-
-- Good: the richest cross-channel scenarios are available immediately.
-- Neutral: the host becomes the natural place to demonstrate identity and delivery policy.
-- Bad: v1 becomes a security-sensitive identity and delivery system before the safety model is reviewed.
-
-### Ship the minimal core now
-
-- Good: the host/channel boundary can be implemented, tested, and explained without solving linking and durable delivery at the same time.
-- Neutral: apps that need richer behavior must build it locally or wait for ADR-0028 follow-up work.
-- Bad: proactive delivery and multicast scenarios are deliberately absent from v1.
-
-## Decision Outcome
-
-Chosen option: **minimal host/channel core now, follow-up enhancements later**.
-
-`AgentFrameworkHost` owns:
-
-- one application object,
-- one hostable target (`SupportsAgentRun` agent-compatible object or a `Workflow`), and
-- one or more channels.
-
-Channels own:
-
-- contributed routes, middleware, commands, and lifecycle callbacks,
-- protocol-native request parsing into `ChannelRequest`,
-- protocol-native rendering of the originating response, and
-- any channel-specific authentication or signature validation.
-
-The host owns:
-
-- route/lifecycle aggregation,
-- invocation of the target,
-- `ChannelSession(isolation_key=...)` to `AgentSession` resolution and caching,
-- `reset_session(isolation_key=...)`,
-- host-level middleware, including Foundry isolation middleware only when the Foundry hosting environment flag is present,
-- invocation of per-channel hooks (`ChannelRunHook`, `ChannelResponseHook`, `ChannelStreamUpdateHook`), and
-- workflow checkpoint wiring through an explicit `checkpoint_location`.
-
-`ChannelIdentity`, when present, is request metadata only. In v1 it is not a linking, authorization, or delivery key.
-
-### Trust boundary for `isolation_key`
-
-The host treats `ChannelSession.isolation_key` as a session partition key, not as proof of identity. Channels or host middleware must authenticate and authorize any externally supplied value before passing it to the host. For example, a Responses caller must not be allowed to choose an arbitrary `previous_response_id` or header-derived key unless the platform or middleware has already established that the caller owns that conversation. The host deliberately does not infer that trust from the string itself.
-
-### Hook ownership
-
-Channels provide hook configuration and protocol-native context. The host invokes those hooks as part of the common invocation pipeline:
-
-- `ChannelRunHook` runs after channel parsing and before target invocation.
-- `ChannelResponseHook` runs after target invocation and before the originating channel serializes its response.
-- `ChannelStreamUpdateHook` is applied by the host while the channel consumes streamed updates because streaming serialization is protocol-specific.
-
-`ChannelStreamUpdateHook` is an update hook, not a final-response sanitizer. Channels that use it for redaction or filtering must also apply equivalent policy to any final response they render. Channels choose whether the response is streaming before run hooks execute.
-
-This keeps hook call conventions centralized while leaving protocol payload parsing and response formatting in channel packages.
-
-### State owned by v1
-
-`state_dir` is limited to host-owned local files for reset-session aliases and workflow checkpoint path derivation. It does not store linked identities, active-channel state, response-routing state, continuation records, durable runner queues, or delivery attempts. Those storage concerns belong to ADR-0028.
-
-## Non-goals for v1
-
-The following are deliberately **not** part of the v1 contract:
-
-- cross-channel identity linking (`IdentityLinker`, `local_identity_link`, or `agent-framework-hosting-entra`),
-- identity allowlists or authorization policy (`IdentityAllowlist`, `AuthPolicy`),
-- response routing beyond the originating channel (`ResponseTarget`, active channel, specific linked channel, `all_linked`),
-- push or payload codecs (`ChannelPush`, `ChannelPushCodec`),
-- background/continuation delivery,
-- durable task runners (`DurableTaskRunner`, `InProcessTaskRunner`),
-- retry/replay policy (`RetryPolicy`),
-- fan-out, multicast, or all-linked delivery,
-- confidentiality tiers and `LinkPolicy`, and
-- a host-level multi-agent router.
-
-These areas are follow-up enhancements covered by [ADR-0028](0028-hosting-linking-multicast-enhancements.md). They are not prerequisites for shipping or using the v1 host.
-
-## Consequences
-
-Positive:
-
-- The host/channel model can be implemented and tested without designing a security-sensitive identity graph.
-- Existing and new channel packages can share one Starlette app, middleware stack, lifecycle, and target invocation path.
-- Session continuity is explicit and debuggable: two channels share history only when they produce the same `isolation_key`.
-- Hook invocation is centralized in the host, so channels do not each invent the call convention.
-
-Negative:
-
-- Apps that need OAuth linking, allowlists, proactive messages, or multicast must continue to implement those behaviors outside the v1 host.
-- Some richer cross-channel scenarios from the original design move to a separate decision and validation cycle.
-- The host must document `isolation_key` trust clearly because it now provides the shared session boundary.
-
-## Validation Gates
-
-Before this ADR is accepted:
-
-- A sample can expose one target on multiple channels with one `AgentFrameworkHost` and no handwritten Starlette route composition.
-- Built-in channel tests prove that routes, commands, startup, and shutdown callbacks are contributed by channels and aggregated by the host.
-- Session tests prove that identical `ChannelSession.isolation_key` values resolve to the same cached `AgentSession`, and `reset_session` rotates that mapping.
-- Channel tests prove that each channel renders only its own originating response; there is no host-level push, multicast, or active-channel delivery path.
-- Workflow tests or samples use an explicit `checkpoint_location`.
-- Foundry isolation middleware is documented and covered by integration or contract tests, including the non-Foundry case where raw isolation headers are ignored.
-- The v1 API and packages do not expose the removed symbols or packages listed in [Non-goals for v1](#non-goals-for-v1).
-- The Python spec is updated to match this simplified contract and uses "public", "stable", or "released" terminology for Agent Framework APIs.
-
-## More Information
-
-- Follow-up linking and multicast ADR: [ADR-0028](0028-hosting-linking-multicast-enhancements.md)

docs/decisions/0028-hosting-linking-multicast-enhancements.md

@@ -1,132 +0,0 @@
----
-status: proposed
-contact: eavanvalkenburg
-date: 2026-06-11
-deciders: eavanvalkenburg
----
-
-# Hosting linking and multicast enhancements
-
-## Context and Problem Statement
-
-[ADR-0027](0027-hosting-channels.md) defines the minimal v1 hosting core: originating-channel responses, explicit `ChannelSession.isolation_key`, and no host-level identity linking, push, multicast, background delivery, or durable runners.
-
-This ADR tracks the richer cross-channel behaviors that were removed from v1. These enhancements are **follow-up work** and are **not prerequisites** for shipping, using, or stabilizing the v1 host/channel core.
-
-## Decision Drivers
-
-- Cross-channel continuity must not create accidental cross-user, cross-tenant, or cross-channel data leaks.
-- Non-originating delivery must be observable, idempotent, retryable, and supportable.
-- Protocol payloads must remain channel-native while still being safe to persist and replay.
-- App authors need opt-in policy controls, not hidden defaults.
-- The enhancement stack should layer on top of the v1 host without reshaping the minimal channel contract.
-
-## Enhancement Areas
-
-The follow-up design should cover these capabilities together because they share identity, storage, delivery, and replay concerns:
-
-- **Cross-channel identity linking** — a user can connect multiple `ChannelIdentity` values to one channel-neutral `isolation_key`.
-- **Authorization and allowlist policy** — channels or hosts can require verified identity, allow specific native identities or claims, and deny unknown callers.
-- **Non-originating response delivery** — a run can respond somewhere other than the request's originating protocol when explicitly configured.
-- **Active-channel routing** — delivery can target the most recently observed linked channel for an `isolation_key`.
-- **Multicast / all-linked delivery** — delivery can fan out to every linked channel or a selected set.
-- **Background runs and continuation tokens** — long-running requests can return immediately and complete later, with a polling/status fallback.
-- **Durable delivery runners** — delivery work can survive process restarts and support dead-letter handling.
-- **Retry and replay semantics** — delivery attempts are bounded, deduplicated, and safe to replay.
-- **Payload serialization** — channel-specific payloads can be persisted, redacted, versioned, and reconstructed without losing protocol fidelity.
-
-Candidate API names from the broader design (`IdentityLinker`, `IdentityAllowlist`, `AuthPolicy`, `ResponseTarget`, `ChannelPush`, `ChannelPushCodec`, `DurableTaskRunner`, `InProcessTaskRunner`, `RetryPolicy`, `LinkPolicy`) remain design vocabulary for this ADR. They are not approved v1 APIs.
-
-## Considered Options
-
-### Option A — Leave all behavior to applications
-
-Applications implement linking, authorization, push, retry, and serialization independently.
-
-- Good: the hosting core stays very small.
-- Neutral: advanced apps can still build what they need.
-- Bad: every app must solve the same security and delivery problems, likely inconsistently.
-
-### Option B — Add the full enhancement stack to v1
-
-The first host release includes linking, authorization, active channel, multicast, background runs, durable runners, and codecs.
-
-- Good: the original cross-channel experience is available immediately.
-- Neutral: samples can demonstrate rich end-to-end flows.
-- Bad: v1 becomes security-sensitive, storage-heavy, and harder to stabilize.
-
-### Option C — Layer opt-in enhancement packages after v1
-
-Ship the minimal host first, then add linking, authorization, and delivery packages behind explicit configuration.
-
-- Good: v1 remains simple while leaving room for a reviewed, supportable enhancement stack.
-- Neutral: apps that need advanced delivery wait for follow-up packages.
-- Bad: the first release does not satisfy proactive or all-linked scenarios.
-
-### Option D — Build only platform-specific integrations
-
-Implement linking and proactive delivery separately in Telegram, Activity Protocol, Discord, and future channels.
-
-- Good: each package can match its protocol exactly.
-- Neutral: some shared abstractions may emerge later.
-- Bad: cross-channel behavior becomes fragmented and hard to reason about.
-
-## Decision Outcome
-
-Proposed direction: **Option C — layered opt-in enhancement packages after v1**.
-
-The minimal host remains the foundation. Follow-up packages may add linking, authorization, delivery, and durable execution, but must be explicitly enabled and must pass the validation gates below before becoming part of the public contract.
-
-## Safety Requirements
-
-### Threat model
-
-The design must account for:
-
-- spoofed channel-native identities,
-- stolen or replayed link challenges,
-- cross-tenant or cross-confidentiality data leakage,
-- unsolicited proactive messages,
-- malicious payloads persisted for replay,
-- denial-of-service through fan-out or retry storms, and
-- privacy leakage through logs, metrics, or support tooling.
-
-Required mitigations include verified identity claims where available, signed and expiring link challenges, explicit user consent, per-channel capability checks, default-deny policy options, tenant partitioning, and uninformative denial messages on shared channels.
-
-### Idempotency and replay
-
-Exactly-once delivery is not a realistic guarantee. The design must provide:
-
-- stable run, continuation, and delivery-attempt identifiers,
-- channel-level idempotency keys where protocols support them,
-- bounded retry with jitter and explicit terminal states,
-- replay windows and expiration,
-- duplicate suppression for persisted attempts, and
-- clear semantics for "delivered", "accepted by platform", and "observed by user".
-
-### Storage
-
-Enhancement storage must stay distinct from v1 `AgentSession` history and workflow checkpoints unless an implementation deliberately backs them with the same physical store.
-
-Stored data should be schema-versioned, minimized, encrypted or otherwise protected as appropriate, and partitioned by tenant/project. Link records, continuation records, active-channel state, delivery attempts, dead letters, and serialized payloads need independent TTL and deletion policies.
-
-### Observability and support
-
-The design must include structured logs, traces, and metrics for link attempts, authorization decisions, delivery scheduling, retries, replay, and dead-letter outcomes. Logs must avoid message content and sensitive identity claims by default. Operators need a way to inspect, revoke, replay, or purge stuck records safely.
-
-## Validation Gates
-
-Before these enhancements are accepted:
-
-- A reviewed threat model covers identity linking, authorization, non-originating delivery, multicast, and replay.
-- Cross-channel linking tests prove a verified identity can link two channels and that unlink/deny paths do not leak information.
-- Authorization tests cover native-id allowlists, verified-claim allowlists, default-deny behavior, and misconfiguration failures.
-- Delivery tests cover originating-only, specific-channel, active-channel, selected-channel, and all-linked routing.
-- Background/continuation tests cover polling fallback, cancellation or expiration, process restart, retry, and dead-letter behavior.
-- Codec tests prove payloads are versioned, redacted where needed, backward compatible, and rejected safely when unknown.
-- Multicast tests prove fan-out is bounded, independently retried, and idempotent per destination.
-- Observability tests or manual validation prove support operators can correlate a request to delivery attempts without exposing sensitive content.
-
-## Relationship to ADR-0027
-
-ADR-0027 remains valid without any of these enhancements. This ADR extends the hosting model only after the safety, storage, and support requirements above are satisfied.

docs/decisions/0029-mcp-skill-templates-and-direct-references.md

@@ -1,641 +0,0 @@
----
-status: proposed
-contact: sergeymenshykh
-date: 2026-06-23
-deciders: sergeymenshykh
----
-
-# Skills Over MCP: Implementation Design Options
-
-This document explores design options for two SEP-2640 features. The decisions are not yet finalized.
-
-- **Part 1: MCP Resource Template Skills** - skills described by a URI template with variables that must be resolved before loading.
-- **Part 2: Direct Skill References** - reading `skill://` URIs referenced directly (e.g., in server instructions) without being listed in the index.
-
-## Part 1: MCP Resource Template Skills
-
-### Context and Problem Statement
-
-The `AgentMcpSkillsSource` currently only supports `skill-md` type entries from `skill://index.json` (support for `archive` type is planned). The SEP-2640 specification also defines `mcp-resource-template` entries: **parameterized skill namespaces** described by a URI template with variables (e.g., `{product}`) that resolve to concrete `SKILL.md` URIs. Rather than materializing every skill in the index, the template's variables must be resolved before a skill can be loaded.
-
-### Index Entry Format
-
-```json
-{
-  "$schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
-  "skills": [
-    {
-      "name": "git-workflow",
-      "type": "skill-md",
-      "description": "Follow this team's Git conventions for branching and commits",
-      "url": "skill://git-workflow/SKILL.md"
-    },
-    {
-      "type": "mcp-resource-template",
-      "description": "Per-product documentation skill",
-      "url": "skill://docs/{product}/SKILL.md"
-    }
-  ]
-}
-```
-
-Key differences from `skill-md`:
-
-| Field | `skill-md` | `mcp-resource-template` |
-|-------|------------|-------------------------|
-| `name` | Required (the skill name) | **Omitted** (represents many skills) |
-| `type` | `"skill-md"` | `"mcp-resource-template"` |
-| `url` | Concrete URI to `SKILL.md` | URI template with variables |
-| `description` | Describes the skill | Describes the addressable skill space |
-
-### Use Cases
-
-Template skills address two scenarios where listing concrete skills is impractical:
-
-- **Large skill catalogs** - too many skills to enumerate every entry in the index.
-- **Dynamically generated skills** - skill content generated on the fly from parameters, so the set of valid skills is not known at index-creation time.
-
-### How Template Skills Are Consumed
-
-Per SEP-2640, the consumption flow relies on the MCP `completion/complete` method:
-
-1. **Server registers a resource template** - The MCP server registers the same `url` value (e.g., `skill://docs/{product}/SKILL.md`) as an MCP [resource template](https://modelcontextprotocol.io/specification/2025-11-25/server/resources#resource-templates), wiring template variables to the [completion API](https://modelcontextprotocol.io/specification/2025-11-25/server/utilities/completion).
-
-2. **Host reads `skill://index.json`** - Discovers the template entry with `type: "mcp-resource-template"`.
-
-3. **Host surfaces template in UI** - Presents the template as an interactive discovery point where the user fills in variables.
-
-4. **Host calls `completion/complete`** - For each template variable (e.g., `{product}`), the host calls the MCP completion API to get possible values from the server:
-   ```json
-   {
-     "method": "completion/complete",
-     "params": {
-       "ref": {
-         "type": "ref/resource",
-         "uri": "skill://docs/{product}/SKILL.md"
-       },
-       "argument": {
-         "name": "product",
-         "value": ""
-       }
-     }
-   }
-   ```
-   The server responds with possible completions:
-   ```json
-   {
-     "completion": {
-       "values": ["widgets", "billing", "auth", "payments"],
-       "hasMore": false,
-       "total": 4
-     }
-   }
-   ```
-
-5. **User selects a value** - The user picks a value (e.g., `"billing"`) from the list.
-
-6. **Host resolves the URI** - The template `skill://docs/{product}/SKILL.md` becomes the concrete URI `skill://docs/billing/SKILL.md`.
-
-7. **Host reads the resolved skill** - Calls `resources/read` with the concrete URI and proceeds as with any `skill-md` skill.
-
-### Potential Implementation Options
-
-### Option 1: Callback on `AgentMcpSkillsSource` for Variable Value Selection
-
-Add a callback to `AgentMcpSkillsSource` (or its options) that is invoked for each `mcp-resource-template` entry to let the caller select variable values.
-
-**Flow:**
-
-1. `AgentMcpSkillsSource.GetSkillsAsync()` reads `skill://index.json`
-2. For each entry with `type: "mcp-resource-template"`:
-   - Parse the URI template to extract variable names (e.g., `{product}`)
-   - Call the MCP `completion/complete` API to get possible values for each variable
-   - Invoke the caller-provided callback with the variable name, description, and possible values
-   - The callback returns a selected value and a `bool` indicating whether to include the skill
-3. Resolve the URI template with the selected values
-4. Create an `AgentMcpSkill` from the resolved URI and add it to the skills list
-
-**API sketch:**
-
-```csharp
-public delegate Task<(string? SelectedValue, bool IncludeSkill)> McpTemplateVariableSelector(
-    string templateDescription,
-    string variableName,
-    IReadOnlyList<string> possibleValues,
-    CancellationToken cancellationToken);
-
-// Usage via builder:
-var provider = new AgentSkillsProviderBuilder()
-    .UseMcpSkills(mcpClient, options => {
-        options.TemplateVariableSelector = async (description, variable, values, ct) =>
-        {
-            // Present to user, return selection
-            var selected = PromptUser(variable, values);
-            return (selected, IncludeSkill: selected is not null);
-        };
-    })
-    .Build();
-```
-
-**Pros:**
-- Simple implementation
-- Easy to understand and use
-
-**Cons:**
-- Cannot be used in server-side scenarios where there is no interactive user at skill-discovery time
-- Does not integrate with the agent's conversational flow
-
----
-
-### Option 2: Integrate into Agent Conversation via `ChatClientAgent` Decorator
-
-Model the template variable resolution as a request/response interaction within the agent's conversational loop.
-
-**Flow:**
-
-1. A `DelegatingAIAgent` decorator (e.g., `McpTemplateSkillResolutionAgent`) intercepts `RunAsync`/`RunStreamingAsync` calls and checks whether the inner agent has an `AgentSkillsProvider` with an `AgentMcpSkillsSource` containing unresolved template entries. The check is performed via `GetService<AgentMcpSkillsSource>()` on the `AgentSkillsProvider`, which delegates to a `GetService` method on the `AgentSkillsSource` base class.
-
-2. The decorator calls an internal member on `AgentMcpSkillsSource` to get the list of `mcp-resource-template` entries from the index. The `AgentMcpSkillsSource` needs to be extended with an internal member that exposes unresolved template entries separately from concrete skills.
-
-3. For each template entry, the decorator calls an internal member on `AgentMcpSkillsSource` to retrieve possible values for the template's variables via the MCP `completion/complete` API.
-
-4. For each variable needing resolution, the decorator returns an `McpResourceTemplateValueRequestContent` (inherits from MEAI's `InputRequestContent`) in the agent response - bypassing the call to the inner agent. The content carries the template description, variable name, and possible values.
-
-5. The user app receives the response, identifies the `McpResourceTemplateValueRequestContent` content type, and displays UI to the user showing the variable name and possible values, or forwards it further downstream if the user app is a service.
-
-6. The user selects a value, and the user app calls the agent again with a corresponding `McpResourceTemplateValueResponseContent` (inherits from MEAI's `InputResponseContent`) containing the selected value. The `RequestId` property (inherited from the base classes) correlates the response with the original request.
-
-7. The decorator identifies the response content and provides the resolved values to `AgentMcpSkillsSource` so it can use them when constructing concrete skills.
-
-8. Having resolved all template variables, the decorator calls `RunAsync`/`RunStreamingAsync` on the inner agent.
-
-9. The inner agent invokes the `AgentSkillsProvider`, which calls `AgentMcpSkillsSource.GetSkillsAsync()`. The source now has all resolved variable values and constructs concrete `AgentMcpSkill` instances from the resolved URIs, so it can provide the skill content if requested by the model.
-
-**API sketch:**
-
-```csharp
-// New content types inheriting from MEAI's InputRequestContent/InputResponseContent:
-public sealed class McpResourceTemplateValueRequestContent : InputRequestContent
-{
-    public string TemplateDescription { get; }
-    public string VariableName { get; }
-    public IReadOnlyList<string> PossibleValues { get; }
-    public string TemplateUrl { get; }
-}
-
-public sealed class McpResourceTemplateValueResponseContent : InputResponseContent
-{
-    public string SelectedValue { get; }
-    public string TemplateUrl { get; }
-}
-
-// Decorator usage:
-var provider = new AgentSkillsProviderBuilder()
-    .UseMcpSkills(mcpClient)
-    .Build();
-
-AIAgent agent = new ChatClientAgent(chatClient, new ChatClientAgentOptions
-{
-    AIContextProviders = [provider],
-});
-agent = new McpTemplateSkillResolutionAgent(agent);
-```
-
-**Pros:**
-- Works in server-side scenarios
-- Fits the existing `DelegatingAIAgent` decorator pattern
-- Can be composed with other decorators (tool approval, etc.)
-
-**Cons:**
-- Complex implementation
-- Requires user app awareness of the new content types
-- Users need to know that an additional decorator is required for handling MCP template skills, in addition to registering the MCP skills source
-- Resolved template variable values must be persisted across conversation turns so the decorator does not re-prompt on subsequent agent runs within the same session
-
-**Note:** This writeup is high-level and may miss details that could change the design. A POC would be needed to validate the approach.
-
-### Open Questions
-
-1. **Completion API limit** - The MCP completion API returns at most 100 values per request and provides no offset/cursor mechanism for enumeration. If a variable has more than 100 possible values, it's unclear how to retrieve the rest - the API only supports prefix-based filtering (typeahead), not bulk pagination.
-
-2. **Multi-variable templates** - A template like `skill://{org}/{product}/SKILL.md` has multiple variables. Should they be resolved sequentially (org first, then product - since product values may depend on org) or presented together?
-
-3. **Caching** - Should resolved template values be saved in the `AgentSession` so the user isn't re-prompted on every agent run? How should they be persisted between sessions?
-
----
-
-## Part 2: Direct Skill References
-
-This part covers how to let the model read `skill://` URIs referenced directly (e.g., in an MCP server's `instructions`, in a resource, or in another skill's content) without being listed in `skill://index.json`.
-
-### How MCP Skills and Relative Links Work Today
-
-The `AgentMcpSkillsSource` discovers skills by reading the well-known `skill://index.json` resource from the MCP server:
-
-```json
-{
-  "$schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
-  "skills": [
-    {
-      "name": "unit-converter",
-      "type": "skill-md",
-      "description": "Convert between common units.",
-      "url": "skill://unit-converter/SKILL.md"
-    },
-    {
-      "name": "currency-converter",
-      "type": "skill-md",
-      "description": "Convert between world currencies using live rates.",
-      "url": "skill://currency-converter/SKILL.md"
-    }
-  ]
-}
-```
-
-For each `skill-md` entry it creates an `AgentMcpSkill` instance - frontmatter (name/description) comes straight from the entry. The `AgentSkillsProvider` lists the discovered skills in the model's context (name + description):
-
-```xml
-<available_skills>
-  <skill>
-    <name>unit-converter</name>
-    <description>Convert between common units.</description>
-  </skill>
-  <skill>
-    <name>currency-converter</name>
-    <description>Convert between world currencies using live rates.</description>
-  </skill>
-</available_skills>
-```
-
-It also provides functions to the model so it can load a skill and access its resources:
-
-```csharp
-// Loads the full content of a specific skill.
-load_skill(string skillName)
-
-// Reads a resource associated with a skill (references, assets, dynamic data).
-read_skill_resource(string skillName, string resourceName)
-```
-
-The model calls `load_skill("unit-converter")` and receives the skill content:
-
-```markdown
----
-name: unit-converter
-description: Convert between common units.
----
-## Usage
-
-For the full conversion table, see references/units-table.md.
-```
-
-The skill body references `references/units-table.md` by relative path. The model calls `read_skill_resource("unit-converter", "references/units-table.md")` and receives the resource content:
-
-```markdown
-# Unit Conversion Table
-
-| From  | To   | Factor  |
-| miles | km   | 1.60934 |
-| kg    | lbs  | 2.20462 |
-```
-
-### Direct Reference Examples
-
-A `skill://` URI can appear in any of these locations:
-
-**Server instructions** - the MCP server advertises a skill the model should load:
-
-```text
-Follow our coding standards. Load skill://code-standards/SKILL.md for details.
-```
-
-**A skill body** - a skill's `SKILL.md` links to a sibling resource:
-
-```markdown
----
-name: code-standards
-description: Coding standards and conventions.
----
-## Naming
-
-Follow the naming rules in skill://code-standards/references/naming.md.
-```
-
-**A resource** - the linked resource holds the actual content:
-
-```markdown
-# Naming Rules
-
-- Use PascalCase for public members and type names.
-- Use camelCase for locals and parameters.
-- Prefix interfaces with `I` (e.g. `ISkillReader`).
-- Suffix async methods with `Async`.
-
-For examples, see skill://code-standards/references/naming-examples.md.
-```
-
-How can the model access content by direct reference?
-
-### Function for Reading Direct Skill References
-
-### Option 1: Extend existing `load_skill` and `read_skill_resource` functions
-
-```csharp
-// Added optional 'origin' and a direct skill:// URI is passed in 'skillName'.
-load_skill(string skillName, string? origin = null)
-
-// Added optional 'origin', made 'skillName' optional, and a direct skill:// URI is passed in 'resourceName'.
-read_skill_resource(string resourceName, string? skillName = null, string? origin = null)
-```
-
-The optional `origin` identifies the source/MCP server that should handle the direct URI.
-
-| Case | Call |
-|------|------|
-| Load skill | `load_skill("commit-guidelines")` |
-| Relative resource | `read_skill_resource("commit-guidelines", "examples/COMMIT_EXAMPLES.md")` |
-| `skill://` link (skill) | `load_skill(skillName: "skill://commit-guidelines/SKILL.md", origin: "DirectRefServer")` |
-| `skill://` link (resource) | `read_skill_resource(resourceName: "skill://commit-guidelines/examples/COMMIT_EXAMPLES.md", origin: "DirectRefServer")` |
-
-**Pros:**
-
-- No new functions added: existing tool surface stays at two functions.
-
-**Cons:**
-
-- Unreliable on some models (gpt-4o, gpt-4.1-mini): it often omits `origin` when it should not or calls the wrong function.
-- Optional parameters create silent ambiguity - the model can pass `origin` for non-MCP skills or omit it for `skill://` URIs.
-
-### Option 2 (Proposed): Add a dedicated `read_skill_uri` function alongside existing ones
-
-```csharp
-// Existing functions stay unchanged.
-load_skill(string skillName)
-read_skill_resource(string skillName, string resourceName)
-
-// New function added alongside: reads content by direct skill:// URI.
-read_skill_uri(string uri, string origin)
-```
-
-| Case | Call |
-|------|------|
-| Load skill | `load_skill("commit-guidelines")` |
-| Relative resource | `read_skill_resource("commit-guidelines", "examples/COMMIT_EXAMPLES.md")` |
-| `skill://` link (skill) | `read_skill_uri(uri: "skill://commit-guidelines/SKILL.md", origin:"DirectRefServer")` |
-| `skill://` link (resource) | `read_skill_uri(uri: "skill://commit-guidelines/examples/COMMIT_EXAMPLES.md", origin: "DirectRefServer")` |
-
-**Pros:**
-
-- Purely additive - no changes to existing functions needed; `read_skill_uri` can be deferred and added later when direct `skill://` reference support is needed.
-- Granular approval: each function can have its own approval gate (like the existing `ScriptApproval` for `run_skill_script`), making per-operation approval for skill loading, resource reading, and direct URI access straightforward to add.
-- Both `uri` and `origin` are required - no silent misuse through optional parameters.
-- Clean split: `load_skill`/`read_skill_resource` for named skills, `read_skill_uri` for `skill://` links - no parameter ambiguity.
-
-**Cons:**
-
-- Three read functions (`load_skill`, `read_skill_resource`, `read_skill_uri`), not counting `run_skill_script`: larger tool surface than a single-function design.
-
-### Option 3: Collapse `load_skill` and `read_skill_resource` into a single `read_resource` function
-
-```csharp
-// Single entrypoint for all skill content. 'uri' is required; 'origin' is optional.
-read_resource(string uri, string? origin = null)
-```
-
-- `uri` - what to read: a skill name, a relative resource path, or a `skill://` link.
-- `origin` - determines how `uri` is interpreted:
-  - **omitted** → load skill by name (`uri` is the skill name).
-  - **skill name** → read a relative resource (`uri` is the path within that skill).
-  - **server name** → read content by the `skill://` link (`uri` is handled by the source identified by the `[Origin: X]` marker).
-
-Dispatch is ordered: null `origin` routes to Case 1; if `origin` names a known skill, routes to Case 2; otherwise tries to find an `ISkillUriReader` whose `CanRead` returns true for `origin` (Case 3).
-
-| Case | Call |
-|------|------|
-| Load skill | `read_resource(uri: "commit-guidelines")` |
-| Relative resource | `read_resource(uri: "examples/COMMIT_EXAMPLES.md", origin: "commit-guidelines")` |
-| `skill://` link (skill) | `read_resource(uri: "skill://commit-guidelines/SKILL.md", origin: "DirectRefServer")` |
-| `skill://` link (resource) | `read_resource(uri: "skill://commit-guidelines/examples/COMMIT_EXAMPLES.md", origin: "DirectRefServer")` |
-
-**Pros:**
-
-- Minimal tool surface: one read function instead of two or three (not counting `run_skill_script`) reduces token usage and gives the model fewer choices.
-
-**Cons:**
-
-- No per-operation approval: all cases (skill loading, resource reading, direct URI access) share one function, so approval cannot be scoped to individual operations.
-- Unreliable on gpt-4.1-mini: omits `origin` when reading `skill://` links, passes skill name as `origin` when loading a plain skill (should be omitted), and hallucinates resource names (e.g. `API_SPECIFICATION.md`) that do not exist.
-
-
----
-
-### Origin Marker
-
-A `skill://` URI does not carry an origin, but the model needs to provide one when reading it. The `origin` is what routes the read call to the source that can handle the URI - the provider uses it to pick the matching source. Since the URI itself carries no such hint, the MCP source injects an `[Origin: ...]` marker wherever a `skill://` URI appears, so the model can read it back and pass it as the `origin` argument.
-
-The marker is only added when the content actually contains `skill://` references. If a piece of content (server instructions, a skill body, or a resource) has no `skill://` URIs, there is nothing for the model to read back, so no marker is injected.
-
-Into **server instructions**, which may mention `skill://` URIs directly:
-
-```
-[Origin: code-standards-server]
-Follow our coding standards. Load skill://code-standards/SKILL.md for details.
-```
-
-Into **skill bodies**, since a `SKILL.md` may reference other `skill://` URIs (a resource file or a related skill):
-
-```
-[Origin: code-standards-server]
-# Code Standards
-
-For naming conventions, load skill://code-standards/references/naming.md.
-```
-
-Into **skill resources**, since a resource may itself reference further `skill://` URIs:
-
-```
-[Origin: code-standards-server]
-# Naming Rules
-
-- Use PascalCase for public members and type names.
-- Use camelCase for locals and parameters.
-
-For examples, see skill://code-standards/references/naming-examples.md.
-```
-
----
-
-### Read-by-URI Capability: Interface vs Base Class Virtual Methods
-
-Now let's look at how an `AgentSkillsSource` can opt in to reading `skill://` URIs and signal that capability to the provider.
-
-### Option 1: New `ISkillUriReader` interface
-
-```csharp
-public interface ISkillUriReader
-{
-    // Returns true if this reader can handle the given skill:// URI from the given origin.
-    bool CanRead(string uri, string origin);
-
-    // Reads and returns the content for the given skill:// URI.
-    Task<object?> ReadByUriAsync(string uri, string origin, CancellationToken cancellationToken = default);
-}
-```
-
-Sources that support direct `skill://` URI reads - such as `AgentMcpSkillsSource` - implement this interface to opt in.
-
-The provider discovers readers via a service locator and dispatches to the first that can handle the URI:
-
-```csharp
-// Discover all registered readers.
-var readers = source.GetService<IEnumerable<ISkillUriReader>>();
-
-// Pick the first reader that can handle the URI.
-var reader = readers.FirstOrDefault(r => r.CanRead(uri, origin))
-    ?? throw new InvalidOperationException($"No reader can handle URI '{uri}' from origin '{origin}'.");
-
-// Delegate the read to it.
-return await reader.ReadByUriAsync(uri, origin, cancellationToken);
-```
-
-The provider may treat a source implementing `ISkillUriReader` as the signal to advertise `read_skill_uri`: if at least one registered source implements the interface, the function is exposed to the model; otherwise it is not.
-
-### Option 2 (Proposed): Virtual methods on `AgentSkillsSource` base class
-
-```csharp
-public abstract class AgentSkillsSource
-{
-    // New members for reading by URI.
-
-    // Whether this source can read by URI; drives whether read_skill_uri is advertised. Off by default.
-    public virtual bool SupportsReadByUri => false;
-
-    // Returns true if this source can handle the given skill:// URI from the given origin.
-    public virtual bool CanReadByUri(string uri, string origin) => false;
-
-    // Reads and returns the content for the given skill:// URI.
-    public virtual Task<object?> ReadByUriAsync(string uri, string origin, CancellationToken cancellationToken = default)
-        => Task.FromResult<object?>(null);
-
-    // Existing member.
-    public abstract Task<IList<AgentSkills>> GetSkillsAsync(CancellationToken cancellationToken = default);
-}
-```
-
-Sources opt in by overriding, and the provider calls them directly:
-
-```csharp
-// AgentMcpSkillsSource opts in by overriding the virtuals.
-public override bool SupportsReadByUri => true;
-
-// Handles the URI when its origin matches this source's MCP server.
-public override bool CanReadByUri(string uri, string origin)
-    => string.Equals(origin, this.Origin, StringComparison.OrdinalIgnoreCase);
-
-// Reads content by skill:// URI from the MCP server.
-public override Task<string?> ReadByUriAsync(string uri, string origin, CancellationToken cancellationToken)
-    => /* resolve uri via the MCP server identified by origin */;
-```
-
-All sources inherit the methods, so there is no type signal - `SupportsReadByUri` fills that role. The function is advertised when any registered source returns `true`.
-
-### Comparison
-
-| Aspect | Option 1: Interface | Option 2: Base class virtual methods |
-|--------|---------------------|--------------------------------------|
-| Discovery | Service locator | Direct call on source |
-| Advertising signal | Interface implementation | `SupportsReadByUri` flag |
-| Adding new members | Breaking change | Non-breaking |
-| Complexity | Higher | Lower |
-
----
-
-### Include MCP Server Instructions Into Agent Instructions
-
-MCP server instructions may contain the `skill://` references the model needs, so we want to surface them in the agent's instructions. But they can also carry system prompts or behavioral directives irrelevant to the agent, polluting context - so inclusion is **opt-in** via the `IncludeServerInstructions` option:
-
-```csharp
-public sealed class AgentMcpSkillsSourceOptions
-{
-    // When true, the MCP server's instructions are injected into the agent instructions. Off by default.
-    public bool IncludeServerInstructions { get; set; }
-}
-
-builder.UseMcpSkills(mcpClient, options => options.IncludeServerInstructions = true);
-```
-
-When enabled, the instructions travel alongside the discovered skills on `AgentSkillsResult`:
-
-```csharp
-public class AgentSkillsResult
-{
-    // The skills discovered from the source.
-    public IList<AgentSkill> Skills { get; }
-
-    // The MCP server instructions, when IncludeServerInstructions is enabled; otherwise null.
-    public string? Instructions { get; }
-}
-```
-
-The `AgentSkillsProvider` then appends them to its own skill-usage guidance when building the agent's instructions:
-
-```csharp
-var result = await source.GetSkillsAsync(cancellationToken);
-
-var instructions = DefaultSkillsInstructionPrompt;
-if (!string.IsNullOrWhiteSpace(result.Instructions))
-{
-    // Combine the provider's skill-usage guidance with the server instructions.
-    instructions += Environment.NewLine + result.Instructions;
-}
-```
-
-### Enabling Direct Skill References
-
-Following direct `skill://` references is **disabled by default** and activated via an option. When enabled, the provider advertises the read function to the model, and the source injects the `[Origin: ...]` marker into all content provided by the MCP server that contains `skill://` references. When disabled, no function is advertised and no marker is injected.
-
-```csharp
-public sealed class AgentMcpSkillsSourceOptions
-{
-    public bool EnableDirectReferences { get; set; }
-}
-
-builder.UseMcpSkills(mcpClient, options => options.EnableDirectReferences = true);
-```
-
-## Decision Outcome
-
-### Template Variable Resolution: Callback vs Decorator (Part 1)
-
-**Postponed.** Deferring this decision until:
-
-- We have a concrete list of scenarios that require template variable resolution.
-- The skills-over-MCP spec is released (it is still a draft, so the design may change).
-- There is a strong signal of demand from users or the ecosystem.
-
-### Function for Reading Direct Skill References (Part 2)
-
-**Postponed.** Leaning toward **Option 2 - dedicated `read_skill_uri` function alongside existing ones** (purely additive, and each function can have its own approval gate for granular per-operation approval), but deferring the decision until:
-
-- The skills-over-MCP spec is released (it is still a draft, so the design may change).
-- There is a strong signal of demand from users or the ecosystem.
-
-### Read-by-URI Capability: Interface vs Base Class (Part 2)
-
-**Postponed.** Leaning toward **Option 2 - virtual methods on `AgentSkillsSource`** (non-breaking, lower complexity, and a natural fit with the existing base class hierarchy), but deferring the decision until:
-
-- The skills-over-MCP spec is released (it is still a draft, so the design may change).
-- There is a strong signal of demand from users or the ecosystem.
-
-The method naming (`SupportsReadByUri`, `CanReadByUri`, `ReadByUriAsync`) should also be abstracted a little more before adoption, so the same members can be reused when a similar direct-reference concept is needed for other skill types (e.g. file skills).
-
-## References
-
-- [SEP-2640: Skills Extension](https://github.com/modelcontextprotocol/modelcontextprotocol/pull/2640) - Draft proposal
-- [SEP-2640 Implementation Guidelines: Model-Driven Resource Loading](https://github.com/modelcontextprotocol/experimental-ext-skills/blob/main/docs/sep-draft-skills-extension.md#hosts-model-driven-resource-loading)
-- [MCP Completion API](https://modelcontextprotocol.io/specification/2025-11-25/server/utilities/completion) - Used for template variable resolution
-- [MCP Resource Templates](https://modelcontextprotocol.io/specification/2025-11-25/server/resources#resource-templates)
-- [Skills Over MCP Working Group](https://github.com/modelcontextprotocol/experimental-ext-skills)
-- [Open Question #4: Multi-server skill dependencies](https://github.com/modelcontextprotocol/experimental-ext-skills/issues/39)
-- [Anthropic Agent Skills - Overview](https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview) - Prior art: single skill entrypoint + generic file reads
-- [Anthropic Agent Skills in the SDK](https://code.claude.com/docs/en/agent-sdk/skills) - The `Skill` tool exposed to the model

docs/decisions/0029-python-agent-session-identity.md

@@ -1,356 +0,0 @@
----
-status: accepted
-contact: eavanvalkenburg
-date: 2026-06-19
-deciders: eavanvalkenburg, moonbox3, TaoChenOSU, chetantoshnival
-consulted: westey-m
-informed:
----
-
-# Python identity lifetimes for sessions, tasks, and continuation
-
-## Context and Problem Statement
-
-Python `AgentSession` currently carries a local `session_id`, an optional opaque service continuation
-`service_session_id`, and provider state. `service_session_id` is any service-owned value that lets that service continue
-a conversation, session, or thread; chat clients happen to map it through the abstract `conversation_id` ChatOption, but
-other agent types can use it differently. It is not a generic correlation field, and generic correlation should not
-require parsing or understanding that opaque service-owned value.
-
-The related issues mix values with different lifetimes:
-
-- **Session / conversation identity**: values that group a multi-turn interaction. Examples: A2A `context_id`, OpenAI
-  Responses `conversation` (`conv_*`) or response-chain continuation (`previous_response_id`).
-- **Task identity**: values that identify a protocol task and may affect future protocol calls. Example: A2A `task_id`.
-- **Message / response identity**: values that identify an output message or response. Examples: A2A `message_id` /
-  `artifact_id`, OpenAI Responses response id (`resp_*`).
-- **Continuation token**: a framework resume payload for in-progress work. It may contain the same underlying value as a
-  protocol id, such as A2A `task_id`, but it only exists when there is an unfinished operation to resume.
-
-These values should not automatically live in the same object just because they all help "continue" something. A value
-belongs in `AgentSession` only when it is needed to continue future calls across turns. A value that identifies one
-result belongs on the response or message. A value that resumes in-progress work belongs in a `ContinuationToken`.
-
-An `AgentSession` created for one agent is not expected to be guaranteed to work against another agent. When a session is
-used with an incompatible agent, protocol, or service, the framework should still help users understand what is wrong as
-early as possible, preferably before calling out to the remote service.
-
-For #4673, native conversation identity propagation should be based on `AgentSession` where the value is durable session
-state. For #4893, A2A `context_id` and `task_id` need a coherent Agent Framework mapping.
-
-AG-UI is out of scope for the decision. Its `thread_id` already maps to `AgentSession.session_id` in the normal wrapper
-path, and `run_id` is wrapper-owned event correlation. If AG-UI run correlation needs framework telemetry integration
-later, that should be handled as a run-context/telemetry design, not as session identity.
-
-### Concrete gap example
-
-At the protocol level, the durable continuation payload shapes are different:
-
-```json
-// A2A: future calls may need multiple durable protocol fields
-{
-  "context_id": "ctx_123",
-  "task_id": "task_789",
-  "task_state": "input_required"
-}
-```
-
-```json
-// OpenAI Responses: future calls usually need one continuation value
-{
-  "previous_response_id": "resp_abc123"
-}
-```
-
-The gap is that A2A continuation state is multi-field while OpenAI continuation is
-typically single-field.
-
-## Current implementation notes
-
-- A2A currently has `A2AAgentSession`, but `A2AAgent.create_session(...)` does not automatically return it.
-- A2A currently mirrors `context_id` into `service_session_id`; that is current behavior, not necessarily the target
-  abstraction.
-- A2A `task_id` is not just cosmetic correlation. It is used for `task_id` when a task is `INPUT_REQUIRED`, for
-  `reference_task_ids` when refining a previous task, and inside `A2AContinuationToken` for in-progress tasks.
-- `RawAgent._prepare_run_context(...)` currently forwards `active_session.service_session_id` as chat `conversation_id`,
-  so any non-string or formatted value affects existing chat-client paths.
-- `OpenAIChatClient` maps chat options `conversation_id` to the Responses API as `previous_response_id` for `resp_*`,
-  `conversation` for `conv_*`, and defaults unrecognized strings to `previous_response_id`. When `store` is not `False`,
-  it returns `response.conversation.id` when available, otherwise `response.id`, as the next service continuation value.
-- For Responses API, the response id (`resp_*`) is also the response/message identity surfaced as
-  `ChatResponse.response_id`; when used for continuation on the next request, it becomes the `previous_response_id`
-  value.
-- Python A2A has not been released as stable yet, so its session factory or session shape can still be adjusted before
-  release.
-
-## Decision Drivers
-
-- Preserve `AgentSession.session_id` as the local/client conversation identity.
-- Preserve `AgentSession.service_session_id` as an opaque service-owned continuation handle.
-- Keep `AgentSession` for durable state needed across turns, not per-run bookkeeping.
-- Store values needed by future calls in durable session state; keep values that only resume in-progress work in
-  `ContinuationToken`.
-- Fix the current confusion where session, task, response, and continuation values can be treated as interchangeable
-  because they all participate in "continuing" something.
-- Make the implementation following this ADR preserve the lifetime split clearly: future-call state, in-progress resume
-  tokens, response/message ids, and protocol event correlation must not be silently mixed.
-- Expose durable continuation state in a typed way when future calls depend on it.
-- Let telemetry correlate runs without parsing opaque service continuation handles.
-- Reuse existing run/context surfaces before introducing a new identity abstraction.
-- Keep MCP and other remote tool boundaries safe: framework identity must not be forwarded to remote tools unless an
-  existing explicit opt-in mechanism says so.
-- Keep existing `AgentSession.to_dict()` / `from_dict()` migration and compatibility straightforward.
-- Stay close to .NET where there is already behavior to match, especially A2A's `ContextId`, `TaskId`, and `TaskState`.
-- Detect incompatible session identity shapes as early as practical, preferably before a remote service call.
-
-## Non-goals
-
-- Do not design a provider-agnostic conversation creation API here. That is tracked separately in #6622.
-- Do not make `service_session_id` a generic telemetry or run-correlation field.
-- Do not introduce a new identity object if existing run/context objects can carry the selected per-run correlation value.
-- Do not make a session from one agent guaranteed to work against another agent.
-- Do not optimize the public `agent.run(...)` API for protocol-wrapper internals.
-
-## Remaining question: durable shape for additional continuation state
-
-- Option A: Use protocol-specific `AgentSession` subclasses.
-- Option B: Extend `service_session_id` with richer service-owned values.
-- Option C: Add a dedicated dict for additional session details.
-- Option D: Store additional durable state inside `AgentSession.state`.
-
-### Option A: Use protocol-specific `AgentSession` subclasses
-
-Each protocol or agent type that needs additional durable state keeps a specialized `AgentSession` subclass. For A2A,
-that means keeping `A2AAgentSession` for A2A-specific durable state and changing `A2AAgent.create_session(...)` to return
-that type.
-
-Example:
-
-```python
-# First call returns a task that future A2A messages may need to reference.
-session = await a2a_agent.create_session()
-
-response = await a2a_agent.run(
-    message,
-    session=session,
-)
-
-# A2AAgent updates durable A2A protocol state from the returned task/status payload.
-# The user does not set these manually.
-assert isinstance(session, A2AAgentSession)
-assert session.task_id is not None
-assert session.task_state is not None
-
-# Later call reuses the durable A2A session state. A2AAgent decides whether to send task_id
-# for INPUT_REQUIRED or reference_task_ids for task refinement.
-next_response = await a2a_agent.run(
-    next_message,
-    session=session,
-)
-```
-
-- Good, because protocol-specific state stays in a protocol-specific type.
-- Good, because it aligns with .NET A2A's `A2AAgentSession` shape.
-- Good, because Python A2A can still make this pre-release session factory adjustment.
-- Good, because `task_state` does not get promoted to a base `AgentSession` concept.
-- Bad, because generic consumers cannot read protocol-specific state without knowing about the subclass or a helper API.
-- Bad, because it depends on each subclass consistently setting shared session fields such as `service_session_id` where
-  those are part of the shared abstraction.
-
-### Option B: Extend `service_session_id` with richer service-owned values
-
-Keep the common `service_session_id` case as a plain string. When an agent/service needs more than one service-owned
-continuation value, allow `service_session_id` to be a typed structured value, such as a `TypedDict`. The main session ID
-used for `gen_ai.conversation.id` should still be extracted by the owning agent, not inferred by generic telemetry code.
-
-Examples:
-
-```python
-simple_session = AgentSession(
-    service_session_id="resp_123",
-)
-
-structured_session = AgentSession(
-    service_session_id=A2AServiceSessionId(
-        context_id="ctx_123",
-        task_id="task_789",
-        task_state=TaskState.TASK_STATE_WORKING,
-    ),
-)
-```
-
-- Good, because the common case remains a plain string and stays simple.
-- Good, because richer service-owned continuation state stays under the existing continuation property.
-- Good, because a structured value can make framework-side validation possible before a value is sent back to a service.
-- Good, because A2A can keep `context_id`, `task_id`, and `task_state` together as the service/protocol-owned continuation
-  value without adding A2A fields to base `AgentSession`.
-- Neutral, because telemetry needs an agent-owned extractor to pick the `gen_ai.conversation.id` value from either a
-  string or structured `service_session_id`.
-- Neutral, because Python A2A would need a pre-release adjustment to stop relying on `A2AAgentSession` for these fields.
-- Bad, because changing the `service_session_id` type is a compatibility risk for users, providers, serialization, and
-  tests.
-- Bad, because every path that sends `service_session_id` back to a service must consistently extract/adapt the
-  service-owned continuation component.
-
-### Option C: Add a dedicated dict for additional session details
-
-Keep `service_session_id` as the primary opaque service-owned continuation handle, and add a separate dictionary for
-additional durable protocol/service values that need to travel with the session.
-
-Example:
-
-```python
-session = AgentSession(
-    service_session_id="ctx_123",
-    session_details={
-        "task_id": "task_456",
-        "task_state": TaskState.TASK_STATE_WORKING,
-    },
-)
-```
-
-- Good, because the main service continuation handle stays a plain `service_session_id` string.
-- Good, because extra state has an explicit home and does not overload `service_session_id`.
-- Good, because generic consumers can look in one documented place for additional session-scoped values.
-- Neutral, because helper APIs can hide the raw dictionary access.
-- Bad, because this still introduces string-keyed state unless the dict values are wrapped by typed helpers.
-- Bad, because it adds another public session field that needs serialization, naming, and compatibility rules.
-- Bad, because generic consumers still need to understand the shape or use helpers for the selected agent/session type.
-
-### Option D: Store additional durable state inside `AgentSession.state`
-
-Keep base `AgentSession` unchanged and store additional durable continuation/protocol state under namespaced keys in
-`session.state`.
-
-Example:
-
-```python
-session = AgentSession(session_id="ctx_123")
-
-session.state["a2a"] = {
-    "task_id": "task_456",
-    "task_state": TaskState.TASK_STATE_WORKING,
-}
-```
-
-- Good, because it avoids new public fields and avoids a subclass requirement.
-- Good, because `AgentSession.state` already exists for provider/session state.
-- Neutral, because helper APIs can hide the raw dictionary access.
-- Bad, because stringly typed state is easier to corrupt and harder to validate.
-- Bad, because generic consumers need helper APIs anyway; directly reading nested dictionaries is not a good abstraction.
-- Bad, because users may accidentally overwrite or persist invalid protocol state.
-
-## Decision
-
-Chosen decision criteria for the future: **split identity by lifecycle**.
-
-When a protocol emits an id/token, place it by answering "what lifecycle does this value serve?":
-
-- **Future-call continuation state** -> durable session state. Examples: A2A `context_id` + `task_id` + `task_state`;
-  OpenAI Responses `previous_response_id`/`conversation`.
-- **Single-result identity** -> response/message object only. Examples: OpenAI `resp_*`, A2A `message_id`,
-  A2A `artifact_id`.
-- **Resume unfinished work** -> `ContinuationToken` only. Example: a token carrying in-progress task resume data.
-- **Run-start-only request fields** -> run method arguments/options, not durable session state. Example: A2A
-  `reference_task_ids` for a specific follow-up/refinement request.
-- **Per-run correlation/telemetry** -> protocol wrapper or run context, not `AgentSession`. Example: wrapper-managed
-  `run_id` used only for tracing/events.
-
-Durable-state option decision: **Option B: Extend `service_session_id` with richer service-owned values**.
-This does **not** add a new top-level identity abstraction; it keeps continuation identity under
-`service_session_id` and keeps run correlation in existing run/telemetry context.
-The immediate implementation gap is mainly in A2A mapping clarity, but the lifecycle split applies
-consistently across providers.
-
-To support telemetry, `BaseAgent` should expose a method that accepts an `AgentSession | None` and returns the value to
-use for `gen_ai.conversation.id`. The default implementation should return `session.service_session_id` when it is a
-string. Agents that use a structured `service_session_id`, such as `A2AAgent`, should override that method and return the
-appropriate primary session/context value.
-
-## Appendix: A2A `task_id` and `reference_task_ids` implementation check
-
-The A2A protocol distinguishes a message's `task_id` from `reference_task_ids`:
-
-- `task_id` associates the message with a specific task.
-- `reference_task_ids` provides additional task context, for example when a new task refines or follows up on the result
-  of a previous task.
-
-The protocol does not appear to prescribe that `task_id` and `reference_task_ids` are mutually exclusive. If both are
-present, the natural reading is that the message is associated with one task while also referencing other tasks for
-context. The serving agent decides how to interpret that context.
-
-The Python implementation should check and likely adjust the current behavior:
-
-- `task_id` should be updated by the current run when the remote A2A service returns a task/status payload.
-- `task_id` should remain durable A2A session state when needed for future calls, for example when a task is
-  `INPUT_REQUIRED`.
-- `reference_task_ids` should be a run parameter / caller intent for the current request, not implicit durable session
-  continuation state.
-- A follow-up/refinement request should pass explicit `reference_task_ids` when it wants to reference previous tasks.
-- If both session `task_id` and run `reference_task_ids` are present, the wrapper should preserve the protocol
-  distinction rather than treating one as a replacement for the other.
-- If no `reference_task_ids` are supplied, the wrapper should not automatically infer them from the last session task
-  unless we deliberately keep that convenience for compatibility.
-
-## Appendix: implementation notes for Option B
-
-The exact names are implementation details, but the shape should be:
-
-```python
-class A2AServiceSessionId(TypedDict):
-    context_id: str
-    task_id: str | None
-    task_state: TaskState | None
-
-
-class AgentSession:
-    def __init__(
-        self,
-        *,
-        session_id: str | None = None,
-        service_session_id: str | ServiceSessionId | None = None,
-    ) -> None:
-        ...
-
-
-class BaseAgent:
-    def _get_otel_conversation_id(self, session: AgentSession | None) -> str | None:
-        service_session_id = session.service_session_id if session else None
-        return service_session_id if isinstance(service_session_id, str) else None
-
-
-class A2AAgent(BaseAgent):
-    def _get_otel_conversation_id(self, session: AgentSession | None) -> str | None:
-        service_session_id = session.service_session_id if session else None
-        if isinstance(service_session_id, Mapping):
-            return service_session_id.get("context_id")
-        return service_session_id if isinstance(service_session_id, str) else None
-
-
-class AgentTelemetryLayer:
-    def _trace_agent_invocation(...):
-        attributes = _get_span_attributes(
-            ...,
-            thread_id=self._get_otel_conversation_id(session),
-            ...,
-        )
-```
-
-This keeps the OpenTelemetry extraction decision with the agent that owns the service continuation shape. Generic OTel
-code should not parse structured `service_session_id` values directly.
-
-`AgentSession` must also be updated so `service_session_id` can store either the current string value or a structured
-service-owned value. Serialization must preserve both shapes, and existing serialized sessions with string
-`service_session_id` must continue to round-trip unchanged.
-
-## More Information
-
-Related work and issues:
-
-- #4673: native conversation ID propagation.
-- #4893: align A2A protocol concepts with Agent Framework session/continuation concepts.
-- #2931: Foundry-specific conversation creation helper, split into a separate Python PR.
-- #6622: broader provider-agnostic conversation creation API discussion requiring .NET sync.
-- [ADR-0015](0015-agent-run-context.md): AgentRunContext for Agent Run.
-- [ADR-0018](0018-agentthread-serialization.md): AgentSession serialization.
-- [ADR-0026](0026-hosted-session-identity-context.md): hosted session identity context.

docs/decisions/0030-hosted-platform-context-agentserver-2.0.md

@@ -1,84 +0,0 @@
----
-status: accepted
-contact: rogerbarreto
-date: 2026-06-29
-deciders: rogerbarreto
-consulted: []
-informed: []
----
-
-# Hosted platform context (user id + call id) for Foundry Hosting on AgentServer 2.0
-
-Supersedes [ADR-0026](0026-hosted-session-identity-context.md).
-
-## Context and Problem Statement
-
-[ADR-0026](0026-hosted-session-identity-context.md) sourced the hosted-agent end-user identity from `ResponseContext.Isolation` (an `IsolationContext` typed `UserIsolationKey` / `ChatIsolationKey`), injected by the platform as the `x-agent-user-isolation-key` and `x-agent-chat-isolation-key` headers.
-
-`Azure.AI.AgentServer.*` 2.0.0 (responses protocol `2.0.0`) removes that surface. `ResponseContext.Isolation` is gone; the platform now exposes `ResponseContext.PlatformContext` (a `PlatformContext` typed `UserIdKey` and `CallId`), populated from the `x-agent-user-id` and `x-agent-foundry-call-id` headers. The chat isolation key no longer exists, and a new per-request **call id** is introduced that first-party Foundry services (the toolbox proxy in particular) require on outbound calls to resolve the server-side-stored caller context. The hosting layer in `Microsoft.Agents.AI.Foundry.Hosting` had to migrate to this contract without changing the public shape that samples and providers depend on.
-
-## Decision Drivers
-
-- Track the breaking `Azure.AI.AgentServer.*` 2.0.0 surface (`PlatformContext` replacing `Isolation`) while keeping the same per-user partitioning guarantees from ADR-0026.
-- Keep the change **internal**: existing hosted samples and `AIContextProvider`s must not need code changes. `session.GetHostedContext().UserId`, `HostedSessionIsolationKeyProvider`, and `AddFoundryResponses` stay source-compatible.
-- Forward the new per-request call id verbatim on outbound calls to Foundry first-party services so per-user toolbox OAuth consent and other server-side caller-context lookups keep working.
-- Remain resilient on protocol `1.0.0`: when only the legacy headers are present, `UserIdKey` still resolves and `CallId` is simply absent.
-- Preserve the strict-resume tamper defense from ADR-0026 with identity now reduced to user only.
-
-## Considered Options
-
-For the identity source:
-
-1. **Map `ResponseContext.PlatformContext.UserIdKey`** into the existing `HostedSessionContext` (user only), keeping ADR-0026's storage shape and read accessor.
-2. Keep a `ChatId` slot on `HostedSessionContext` for backward source-compatibility, populated from `CallId` or left null.
-
-For the call id propagation:
-
-A. **A request-scoped ambient (`HostedCallContext`, an `AsyncLocal<string?>`)** set by the handler and re-applied before each egress point, read by the outbound delegating handler.
-B. Thread the call id through every method signature down to the toolbox bearer handler.
-
-For session keying (previously implied by the conversation/chat pairing):
-
-I. **`HostedConversationKey`** resolving a stable partition from `conversation_id ?? partition(previous_response_id) ?? partition(responseId)`.
-II. Continue keying on the container session id (`FOUNDRY_AGENT_SESSION_ID`).
-
-## Decision Outcome
-
-Chosen: **Option 1** for identity, **Option A** for call id, **Option I** for session keying.
-
-Rationale:
-
-- **`ChatId` dropped (Option 2 rejected).** The platform no longer supplies a chat key; carrying a synthetic one would invent identity the trust boundary does not provide. `HostedSessionContext` becomes user-only (`HostedSessionContext(string userId)` / `UserId`), and the strict-resume check validates `UserId` alone. The corresponding `HostedFoundryMemoryProviderScopes` values `PerChat` and `PerUserAndChat` are removed; `PerUser` is retained.
-- **Ambient call id (Option B rejected).** Writing `HostedCallContext.CallId` inside the streaming `async IAsyncEnumerable` iterator is reverted across each `yield`, so a single up-front assignment is lost before the toolbox/MCP egress runs. The handler therefore captures `context.PlatformContext?.CallId` once and **re-applies it immediately before each egress point**; `FoundryToolboxBearerTokenHandler` forwards it as `x-agent-foundry-call-id`. The ambient is request-scoped and never leaks into the caller's execution context (guarded by a unit test).
-- **`HostedConversationKey` (Option II rejected).** One container serves many conversations for its lifetime, so the container session id cannot key per-conversation state. The partition key is derived from the conversation/`previous_response_id`/minted response id instead.
-
-Implementation summary in `Microsoft.Agents.AI.Foundry.Hosting`:
-
-| Type | Visibility | Change vs ADR-0026 |
-|---|---|---|
-| `HostedSessionContext` | public sealed | Now user-only (`UserId`); `ChatId` removed. |
-| `PlatformHostedSessionIsolationKeyProvider` | internal sealed | Maps `context.PlatformContext.UserIdKey` (was `context.Isolation.UserIsolationKey` / `ChatIsolationKey`). |
-| `HostedCallContext` | internal static | New. Request-scoped `AsyncLocal<string?>` holding the `x-agent-foundry-call-id` value. |
-| `HostedConversationKey` | internal | New. Resolves the per-conversation partition key. |
-| `FoundryToolboxBearerTokenHandler` | internal | Now also forwards `x-agent-foundry-call-id` outbound. |
-| `HostedFoundryMemoryProviderScopes` | public | `PerChat` / `PerUserAndChat` removed; `PerUser` kept. |
-
-Package manifests bump the responses container protocol to `2.0.0` (invocations stays `1.0.0`).
-
-## Consequences
-
-Positive:
-
-- Per-user memory partitioning and the strict-resume tamper defense from ADR-0026 are preserved with no public API churn for samples or providers.
-- Per-user toolbox OAuth consent and other server-side caller-context lookups keep working because the per-request call id is forwarded on egress.
-- Works unchanged on protocol `1.0.0` (no call id) and `2.0.0`.
-
-Negative:
-
-- `HostedSessionContext.ChatId` and the `PerChat` / `PerUserAndChat` memory scopes are removed; any out-of-tree consumer that referenced them must move to user-scoped partitioning.
-- The call id must be re-applied before every egress point because of the async-iterator `AsyncLocal` revert; a missed re-apply silently drops the header. This is covered by unit tests.
-
-## Out of scope
-
-- HMAC tamper signatures over the persisted context remain unimplemented; equality comparison against `ResponseContext.PlatformContext` on every request is sufficient because the platform sets the header at the trust boundary.
-- The per-request `User` field on `CreateResponse` is still intentionally not consumed.

docs/decisions/0031-hosted-per-user-session-storage-isolation.md

@@ -1,102 +0,0 @@
----
-status: accepted
-contact: rogerbarreto
-date: 2026-06-30
-deciders: rogerbarreto
-consulted: []
-informed: []
----
-
-# Per-agent and per-user session-storage isolation for Foundry Hosting
-
-Builds on [ADR-0030](0030-hosted-platform-context-agentserver-2.0.md).
-
-## Context and Problem Statement
-
-A Foundry hosted container can serve many end users (and, in .NET, many agents) over its lifetime. The
-`AgentSessionStore` persists each turn's `AgentSession` (which for a workflow agent carries the workflow
-checkpoint, and which also carries the tool-approval mapping via `ToolApprovalIdMap` in the session state
-bag). [ADR-0030](0030-hosted-platform-context-agentserver-2.0.md) protected cross-user access only through
-the strict-resume identity check (a 403 when the persisted `HostedSessionContext.UserId` does not match the
-live request). The persisted artifacts themselves were keyed by `conversationId` (+ agent name), not
-physically partitioned per user, so a forged `conversation_id` would still resolve to another user's file
-path before the identity check rejected it.
-
-The Python hosting package added physical per-user partitioning (`<root>/<user_id>/<context_id>`) plus a
-reject-style path-traversal guard. We want .NET to provide the same defense-in-depth, adapted to the .NET
-hosting model.
-
-## Decision Drivers
-
-- Defense in depth: a forged/guessed id must not even resolve to another tenant's storage path, independent
-  of the identity check.
-- Multi-agent hosting: a single .NET container hosts multiple agents resolved from keyed DI, so the layout
-  must isolate per agent as well as per user (Python hosts a single agent and needs no agent layer).
-- Path-traversal safety (CWE-22) for the untrusted, platform-injected user id.
-- Back-compat for local development (no `x-agent-user-id` header) and for direct/non-hosted store use.
-- Keep the change contained and avoid the async-iterator `AsyncLocal` revert hazard from ADR-0030.
-
-## Considered Options
-
-- **Path partition inside `FileSystemAgentSessionStore`**, threading the user id explicitly through the
-  `AgentSessionStore` API, with self-describing prefixed segments.
-- A delegating store that prefixes the conversation id with the user id (the
-  `IsolationKeyScopedAgentSessionStore` pattern from `Microsoft.Agents.AI.Hosting`). Rejected: still needs the
-  user id on the read path and yields a flat key rather than nested per-tenant directories.
-- An `AsyncLocal<string?>` user-context set by the handler. Rejected: the session is saved in the handler's
-  `finally` after the streaming `yield`s, where an `AsyncLocal` set up front is reverted (the same hazard
-  that forced explicit call-id re-application in ADR-0030). Explicit threading is safer and clearer.
-- A separate per-user approval store (as in Python). Rejected as unnecessary: see below.
-
-## Decision Outcome
-
-Path layout with self-describing, prefixed segments; user id threaded explicitly:
-
-    {root}/ a-{agentName} / u-{userId} / c-{contextId}.json
-
-- `a-` (agent), `u-` (user), `c-` (context) are constant literals applied to the sanitized/validated value,
-  so a collapsed layout is never ambiguous and a user id can never masquerade as an agent name.
-- `contextId` is `HostedConversationKey.Resolve` (conversation_id, else the partition of
-  previous_response_id, else of the minted response id).
-- The agent and context layers are always present (Foundry always deploys a named agent). The only
-  collapse is the `u-` layer: present when a user id is resolved (Foundry header, or local dev fallback),
-  absent for raw local runs with no header (`{root}/a-{agent}/c-{conv}.json`). There is no user-only or
-  no-agent layout.
-
-Other elements:
-
-- `string? userId` was added as a **required** parameter (no default) on `AgentSessionStore.GetSessionAsync` /
-  `SaveSessionAsync` (a contained, breaking change to the experimental Foundry abstraction; both in-tree
-  implementations and the two handler call sites were updated). It is required rather than optional so a
-  caller can never silently persist a session unscoped; a genuine no-user caller (local without the header,
-  or a non-hosted direct caller) passes `null` explicitly. `AgentFrameworkResponseHandler` resolves the user
-  id before loading the session.
-- Path-traversal guard: the user id is rejected (not sanitized) when it is not a single safe path segment
-  (path separators, NUL, drive letters, rooted paths, all-dot segments). After building the path, the
-  fully-resolved path is asserted to remain under the storage root.
-- The strict-resume 403 identity check from ADR-0030 is **kept** as the second defense layer (it still
-  catches a session that reaches the wrong partition, e.g. via a non-partitioning custom store or in-process
-  tampering).
-- **No separate approval store.** The tool-approval mapping lives in `ToolApprovalIdMap` ->
-  `AgentSessionStateBag`, which is serialized into the session checkpoint, so partitioning the session path
-  isolates pending approvals per tenant automatically. (Python needs a separate per-user approval store only
-  because it models approvals as a standalone store.)
-
-## Consequences
-
-Positive:
-
-- Cross-tenant isolation is now defense-in-depth: physical per-agent/per-user partitioning plus the identity
-  check. Approvals and workflow checkpoints inherit the partitioning because they ride in the session.
-- Self-describing prefixes make the on-disk layout auditable and collision-free across collapse cases.
-
-Negative:
-
-- Breaking change to the experimental Foundry `AgentSessionStore` API (added `userId`).
-- The on-disk layout and leaf filename change (`<conv>.json` -> `c-<conv>.json`), orphaning sessions written
-  by the ADR-0030 release. Acceptable for an experimental package; a fresh session is created on next use.
-
-## Out of scope
-
-- Encryption at rest and quota enforcement remain platform concerns.
-- Non-Foundry hosting layers can adopt an equivalent scheme independently.

docs/features/FIDES_IMPLEMENTATION_SUMMARY.md

@@ -1,366 +0,0 @@
-# FIDES Implementation Summary
-
-## Overview
-
-**FIDES**  is a comprehensive deterministic prompt injection defense system for the agent framework. The implementation provides label-based security mechanisms to defend against prompt injection attacks by tracking integrity and confidentiality of content throughout agent execution.
-
-**🚀 Key Features:**
-- **Context Provider Pattern** - `SecureAgentConfig` extends `ContextProvider`, injecting tools, instructions, and middleware automatically
-- **Automatic Variable Hiding** - UNTRUSTED content is automatically hidden without requiring manual intervention
-- **Per-Item Embedded Labels** - Tools return `list[Content]` with `Content.from_text()` for proper label propagation
-- **SecureMCPToolProxy Auto-Labeling** - MCP tools are labeled automatically from MCP `ToolAnnotations` hints
-- **MCP `_meta.ifc` Support** - Per-result IFC labels from servers (for example GitHub MCP with `X-MCP-Features: ifc_labels`) are parsed and enforced
-- **SecureAgentConfig** - One-line secure agent configuration via `context_providers=[config]`
-- **Data Exfiltration Prevention** - `max_allowed_confidentiality` prevents sensitive data leakage
-- **Message-Level Label Tracking** (Phase 1) - Track labels on every message in the conversation
-
-## Architecture Components
-
-The FIDES defense system consists of seven main components:
-
-1. **Content Labeling Infrastructure** - Labels for tracking integrity and confidentiality
-2. **Label Tracking Middleware** - Automatically assigns, propagates labels, and hides untrusted content
-3. **Per-Item Embedded Labels** - Tools can return mixed-trust data with per-item security labels
-4. **Policy Enforcement Middleware** - Blocks tool calls that violate security policies
-5. **Security Tools** - Specialized tools for safe handling of untrusted content (`quarantined_llm`, `inspect_variable`)
-6. **SecureAgentConfig** - Context provider for easy secure agent configuration
-7. **Message-Level Label Tracking** - Track labels on every message in the conversation (Phase 1)
-8. **MCP Tool/Result Label Integration** - MCP hint-based tool labeling and `_meta.ifc` result label parsing
-
-## Implementation Details
-
-### Files Created
-
-1. **`python/packages/core/agent_framework/security.py`** (~2950 lines — all security primitives, middleware, tools, and configuration in a single public module)
-   - `IntegrityLabel` enum (TRUSTED/UNTRUSTED)
-   - `ConfidentialityLabel` enum (PUBLIC/PRIVATE/USER_IDENTITY)
-   - `ContentLabel` class with serialization support
-   - `combine_labels()` function for label composition
-   - `ContentVariableStore` for client-side content storage
-   - `VariableReferenceContent` for variable indirection
-   - `LabeledMessage` class (inherits from `Message`) for message-level tracking
-   - `check_confidentiality_allowed()` helper for data exfiltration prevention
-   - `LabelTrackingFunctionMiddleware` - Tracks and propagates security labels
-   - `PolicyEnforcementFunctionMiddleware` - Enforces security policies
-   - `SecureAgentConfig` extends `ContextProvider` - automatic secure agent configuration
-   - `quarantined_llm()` - Isolated LLM calls with labeled data
-   - `inspect_variable()` - Controlled variable content inspection
-   - `store_untrusted_content()` - Helper for manual variable indirection (legacy)
-   - `get_security_tools()` - Returns list of security tools
-   - `SECURITY_TOOL_INSTRUCTIONS` - Detailed guidance for agents
-
-
-2. **`FIDES_DEVELOPER_GUIDE.md`** (~1250 lines)
-   - Located at `python/samples/02-agents/security/FIDES_DEVELOPER_GUIDE.md`
-   - Complete documentation of the FIDES security system
-   - Architecture overview and design rationale
-   - Usage examples (6+ comprehensive scenarios)
-   - Best practices and configuration options
-   - API reference with full parameter documentation
-   - Data exfiltration prevention documentation
-
-3. **`python/packages/core/tests/test_security.py`** (~800+ lines)
-   - Unit tests for ContentLabel and label operations
-   - Tests for ContentVariableStore functionality
-   - Tests for VariableReferenceContent
-   - Middleware behavior tests (label tracking and policy enforcement)
-   - Automatic hiding tests
-   - Per-item embedded label tests
-   - Context label tracking tests
-   - Message-level tracking tests (Phase 1)
-   - Data exfiltration prevention tests
-
-4. **`docs/decisions/0024-prompt-injection-defense.md`**
-   - Architecture Decision Record (ADR)
-   - Design rationale and alternatives considered
-   - Security properties and guarantees
-
-5. **`python/samples/02-agents/security/README.md`**
-   - Sample-focused entry point for the two runnable FIDES security samples
-   - Prerequisites, run commands, and links to the developer guide for deeper details
-
-### Files Modified
-
-1. **`python/packages/core/agent_framework/__init__.py`**
-   - Removed root-level security exports so `agent_framework.security` is the canonical import surface
-
-## Core Features
-
-### 1. Content Labeling Infrastructure
-
-- **IntegrityLabel**: TRUSTED (user input) vs UNTRUSTED (AI-generated, external)
-- **ConfidentialityLabel**: PUBLIC, PRIVATE, USER_IDENTITY
-- **Label Combination**: Most restrictive policy (UNTRUSTED + metadata merging)
-- **Serialization**: Full support for `to_dict()` and `from_dict()`
-
-### 2. Per-Item Embedded Labels
-
-Tools returning mixed-trust data embed labels on individual items using `Content.from_text()`:
-
-```python
-import json
-from agent_framework import Content, tool
-
-@tool(description="Fetch emails from inbox")
-async def fetch_emails(count: int = 5) -> list[Content]:
-    return [
-        Content.from_text(
-            json.dumps({
-                "id": email["id"],
-                "body": email["body"],
-            }),
-            additional_properties={
-                "security_label": {
-                    "integrity": "trusted" if email["internal"] else "untrusted",
-                    "confidentiality": "private",
-                }
-            ),
-        )
-        for email in emails
-    ]
-```
-
-These embedded labels are automatically consumed by `LabelTrackingFunctionMiddleware`, which:
-- Extracts the `security_label` from `additional_properties`
-- Uses the embedded label as the highest-priority source for that item
-- Automatically hides UNTRUSTED items in the variable store
-- Replaces hidden items with `VariableReferenceContent` in the LLM context
-- Preserves TRUSTED items visible to the LLM without tainting the context label
-
-This enables tools to return mixed-trust data where some items (internal emails) remain visible while untrusted items (external emails) are automatically hidden without manual intervention.
-           },
-        )
-        for email in emails
-    ]
-```
-
-### 3. Automatic Variable Hiding
-
-This feature automatically hides any UNTRUSTED content returned by tools while keeping the hiding logic transparent to the developer. Developers do not need to manually call `store_untrusted_content()`. This allows the LLM /agent's context to remain clean and secure. Key aspects include:
-
-- **Automatic Detection**: Middleware checks integrity label after each tool call
-- **Automatic Storage**: UNTRUSTED results/items stored in variable store
-- **Transparent Replacement**: LLM context receives `VariableReferenceContent`
-- **Context Label Protection**: Hidden content does NOT taint context label
-
-### 4. Context Label Tracking
-
-- Context label starts as TRUSTED + PUBLIC
-- Gets updated (tainted) when non-hidden untrusted content enters context
-- Policy enforcement uses context label for validation
-- Provides `get_context_label()` and `reset_context_label()` methods
-
-### 5. Data Exfiltration Prevention
-
-Tools declare `max_allowed_confidentiality` to prevent sensitive data leakage:
-
-```python
-@tool(
-    description="Post to public Slack channel",
-    additional_properties={
-        "max_allowed_confidentiality": "public",  # Blocks PRIVATE data
-    }
-)
-async def post_to_slack(channel: str, message: str) -> dict:
-    return {"status": "posted"}
-```
-
-### 6. SecureAgentConfig (Context Provider)
-
-SecureAgentConfig extends `ContextProvider` for automatic secure agent configuration:
-
-```python
-config = SecureAgentConfig(
-    auto_hide_untrusted=True,
-    allow_untrusted_tools={"search_web", "fetch_data"},
-    block_on_violation=True,
-    quarantine_chat_client=quarantine_client,  # Optional: real LLM for quarantine
-)
-
-# Context provider injects tools, instructions, and middleware automatically
-agent = Agent(
-    client=client,
-    name="secure_assistant",
-    instructions="You are a helpful assistant.",
-    tools=[my_tool],
-    context_providers=[config],  # That's it!
-)
-```
-
-### 7. MCP Labeling Pipeline (Hints + `_meta.ifc`)
-
-FIDES now secures remote MCP integration end-to-end:
-
-- **Tool labels from hints**: `apply_mcp_security_labels(...)` maps MCP hints (`readOnlyHint`, `openWorldHint`) to FIDES tool properties.
-- **Safe sink defaults**: tools not explicitly marked `readOnlyHint=True` are treated as potential sinks and receive `max_allowed_confidentiality=public`.
-- **Result labels from metadata**: MCP result `_meta` is propagated via `__mcp_result_meta__`; `_meta.ifc` is parsed into `security_label` per result item.
-- **`SecureMCPToolProxy` convenience**: wraps MCP tools/URLs and applies this labeling automatically on connect.
-
-This behavior is used with the GitHub MCP server when `X-MCP-Features: ifc_labels` is passed, which causes the server to return IFC labels in `_meta` (for example `{"ifc": {"integrity": "untrusted", "confidentiality": "public"}}`).
-
-## Security Properties
-
-### Deterministic Defense
-
-1. **Tiered label propagation**: Every tool result receives a label via 3-tier priority (embedded > source_integrity > input labels join)
-2. **Context tracking**: Cumulative security state tracked across turns
-3. **Policy enforcement**: Violations blocked before execution
-4. **Content isolation**: Untrusted content stored as variables
-5. **Taint propagation**: Once context becomes UNTRUSTED, it stays UNTRUSTED
-6. **Data exfiltration prevention**: `max_allowed_confidentiality` gates output destinations
-7. **Audit trail**: All security events logged
-8. **No runtime guessing**: Deterministic label assignment
-
-### Attack Prevention
-
-- **Direct prompt injection**: Variables hide actual content from LLM
-- **Indirect prompt injection**: Labels track untrusted AI-generated calls
-- **Privilege escalation**: Policy blocks untrusted calls to privileged tools
-- **Data exfiltration**: Confidentiality labels + `max_allowed_confidentiality` enforced
-- **Tool misuse**: Only whitelisted tools accept untrusted inputs
-
-## Configuration Options
-
-### LabelTrackingFunctionMiddleware
-- `default_integrity`: Default label for unknown sources
-- `default_confidentiality`: Default confidentiality level
-- `auto_hide_untrusted`: Enable automatic variable hiding (default: True)
-- `hide_threshold`: Integrity level at which hiding occurs (default: UNTRUSTED)
-
-### PolicyEnforcementFunctionMiddleware
-- `allow_untrusted_tools`: Set of tools accepting untrusted inputs
-- `block_on_violation`: Block vs warn on violations
-- `enable_audit_log`: Enable/disable audit logging
-
-### Tool Metadata (via `additional_properties`)
-- `confidentiality`: Tool's output confidentiality level
-- `source_integrity`: Fallback integrity for unlabeled results (data-producing tools only)
-- `accepts_untrusted`: Explicit untrusted input permission
-- `max_allowed_confidentiality`: Maximum allowed input confidentiality (for sink tools)
-- `requires_approval`: Human-in-the-loop requirement
-
-## Usage Pattern
-
-### Recommended: SecureAgentConfig as Context Provider
-
-```python
-from agent_framework.security import SecureAgentConfig
-
-config = SecureAgentConfig(
-    auto_hide_untrusted=True,
-    allow_untrusted_tools={"search_web"},
-    block_on_violation=True,
-)
-
-# Context provider injects everything automatically
-agent = Agent(
-    client=client,
-    name="secure_assistant",
-    instructions="You are a helpful assistant.",
-    tools=[search_web],
-    context_providers=[config],  # Tools, instructions, and middleware injected via before_run()
-)
-```
-
-### Processing Hidden Content with quarantined_llm
-
-```python
-from agent_framework.security import quarantined_llm
-
-# Agent automatically uses quarantined_llm with variable_ids
-result = await quarantined_llm(
-    prompt="Summarize this data",
-    variable_ids=["var_abc123"]  # Reference hidden content by ID
-)
-```
-
-## Testing
-
-Comprehensive test suite with:
-- 115+ unit tests covering all components
-- Label creation, serialization, combination
-- Variable store operations
-- Middleware behavior (tracking and enforcement)
-- Automatic hiding with per-item labels
-- Context label tracking
-- Message-level tracking (Phase 1)
-- Data exfiltration prevention
-- Policy violation scenarios
-- Audit log verification
-
-Run tests:
-```bash
-cd python/packages/core && ../../.venv/bin/pytest tests/test_security.py -v
-```
-
-## Code Statistics
-
-- **Total lines**: ~2,950+ lines (single `security.py` module)
-- **New modules**: 1 (`security.py` — consolidated from 3 original modules)
-- **Total tests**: 115+ unit tests
-- **Documentation**: 1,250+ lines in developer guide
-- **Examples**: 6+ comprehensive scenarios
-
-## Deliverables Checklist
-
-### Core Implementation
-✅ ContentLabel infrastructure with integrity and confidentiality
-✅ ContentVariableStore for variable indirection
-✅ VariableReferenceContent for safe context references
-✅ LabelTrackingFunctionMiddleware for automatic labeling
-✅ PolicyEnforcementFunctionMiddleware for policy enforcement
-✅ quarantined_llm tool for isolated processing
-✅ inspect_variable tool for controlled content access
-✅ store_untrusted_content helper for manual variable indirection
-
-### Automatic Hiding Enhancement
-✅ Auto-hide UNTRUSTED content with `auto_hide_untrusted` flag
-✅ Per-middleware ContentVariableStore instances
-✅ Thread-local storage for middleware access from tools
-✅ Automatic UNTRUSTED content replacement
-
-### Per-Item Embedded Labels
-✅ Support for `additional_properties.security_label` on individual items
-✅ Mixed-trust data handling (hide untrusted, keep trusted visible)
-✅ Fallback to `source_integrity` for unlabeled items
-
-### Context Label Tracking
-✅ Cumulative context label tracking across turns
-✅ Hidden content does NOT taint context
-✅ `get_context_label()` and `reset_context_label()` methods
-✅ Policy enforcement uses context label
-
-### Data Exfiltration Prevention
-✅ `max_allowed_confidentiality` tool property
-✅ `check_confidentiality_allowed()` helper function
-✅ Policy enforcement validates confidentiality flow
-
-### SecureAgentConfig
-✅ Context provider pattern with `ContextProvider` base class
-✅ `before_run()` hook for automatic injection of tools, instructions, and middleware
-✅ One-line secure agent configuration via `context_providers=[config]`
-✅ `get_tools()`, `get_instructions()`, `get_middleware()` methods (for manual use)
-✅ `quarantine_chat_client` support for real LLM calls
-✅ `SECURITY_TOOL_INSTRUCTIONS` constant
-
-### Documentation & Testing
-✅ Complete FIDES Developer Guide (~1250 lines)
-✅ Architecture Decision Record (ADR)
-✅ Quick Start Guide
-✅ Comprehensive test suite (115+ tests)
-✅ Example code with 6+ scenarios
-✅ 3 complete security examples (email, repo confidentiality, GitHub MCP labels)
-
-## Summary
-
-**FIDES** provides a comprehensive, deterministic defense against prompt injection attacks with:
-
-- **Zero-effort protection**: Automatic variable hiding for developers
-- **Context provider pattern**: `SecureAgentConfig` extends `ContextProvider` for automatic setup
-- **Granular control**: Per-item embedded labels via `Content.from_text()` for mixed-trust data
-- **Easy configuration**: `SecureAgentConfig` for one-line setup
-- **Data safety**: Exfiltration prevention via confidentiality gates
-- **Full traceability**: Message-level label tracking
-- **Complete auditability**: All security events logged
-
-The system ensures that untrusted content never directly reaches the LLM context and that all tool calls are policy-checked based on the cumulative security state before execution.

docs/features/code_act/dotnet-implementation.md

@@ -1,625 +0,0 @@
-# CodeAct .NET implementation
-
-This document describes the .NET realization of the CodeAct design in
-[`docs/decisions/0024-codeact-integration.md`](../../decisions/0024-codeact-integration.md).
-
-This document is intentionally focused on the .NET design and public API surface.
-The initial public .NET type described here is `HyperlightCodeActProvider`. Future .NET backends, such as Monty, should follow the same conceptual model with their own concrete provider types rather than through a public abstract base class or a public executor parameter.
-
-## What is the goal of this feature?
-
-Goals:
-- .NET developers can enable CodeAct through an `AIContextProvider`-based integration.
-- Developers can configure a provider-owned CodeAct tool set that is separate from the agent's direct tool surface.
-- Developers can use the same `execute_code` concept for both tool-enabled CodeAct and a standard code interpreter tool implementation.
-- Developers can swap execution backends over time, starting with Hyperlight while keeping room for alternatives.
-- Developers can configure execution capabilities such as workspace mounts and outbound network allow lists in a portable way.
-
-Success Metric:
-- .NET samples exist for both a tool-enabled CodeAct mode and a standard interpreter mode.
-
-Implementation-free outcome:
-- A .NET developer can attach a backend-specific CodeAct provider, choose which tools are available inside CodeAct, and configure execution capabilities without rewriting the function invocation loop or ChatClient pipeline.
-
-## What is the problem being solved?
-
-The cross-SDK problem statement and decision rationale live in the [ADR](../../decisions/0024-codeact-integration.md). The items below narrow that statement to .NET-specific design concerns:
-
-- Today, the easiest way to prototype CodeAct in .NET is to manually configure an `AIFunction` and wire instructions — this is fragile and requires understanding internal sandbox lifecycle details.
-- There is no first-class .NET design that simultaneously covers Hyperlight-backed CodeAct now, future backend-specific providers, and both tool-enabled and interpreter modes.
-- Sandbox capabilities such as mounted file access and outbound network access need a portable configuration model instead of ad hoc backend-specific wiring.
-- Approval behavior needs to be explicit and configurable, mapping to .NET's existing `ApprovalRequiredAIFunction` wrapper mechanism.
-
-## API Changes
-
-### CodeAct contract
-
-#### Terminology
-
-- **CodeAct** is the primary term.
-- `execute_code` is the model-facing tool name used by the initial .NET provider in this spec.
-- Tool-enabled versus interpreter behavior is derived from the presence of CodeAct-managed tools, not from a separate public profile object.
-
-#### Provider-owned CodeAct tool registry
-
-A concrete .NET CodeAct provider owns the set of tools available through `call_tool(...)` inside CodeAct.
-
-Rules:
-- Only tools explicitly configured on the concrete provider instance are available inside CodeAct.
-- The provider must not infer its CodeAct-managed tool set from the agent's direct tool configuration (`ChatClientAgentOptions.Tools` or `AIContext.Tools`).
-- Exclusive versus mixed behavior is achieved by where tools are configured, not by rewriting the agent's direct tool list.
-
-Implications:
-- **CodeAct-only tool**: configured on the concrete CodeAct provider only.
-- **Direct-only tool**: configured on the agent only.
-- **Tool available both ways**: configured on both the agent and the concrete CodeAct provider.
-
-#### Managing tools and capabilities after provider construction
-
-There is no separate runtime setup object in the .NET design. CodeAct tools, file mounts, and outbound network allow-list state are managed directly on the provider through CRUD-style registry methods.
-
-Preferred pattern:
-- `AddTools(params AIFunction[] tools) -> void`
-- `GetTools() -> IReadOnlyList<AIFunction>`
-- `RemoveTools(params string[] names) -> void`
-- `ClearTools() -> void`
-- `AddFileMounts(params FileMount[] mounts) -> void`
-- `GetFileMounts() -> IReadOnlyList<FileMount>`
-- `RemoveFileMounts(params string[] mountPaths) -> void`
-- `ClearFileMounts() -> void`
-- `AddAllowedDomains(params AllowedDomain[] domains) -> void`
-- `GetAllowedDomains() -> IReadOnlyList<AllowedDomain>`
-- `RemoveAllowedDomains(params string[] targets) -> void`
-- `ClearAllowedDomains() -> void`
-
-Requirements:
-- The provider-owned CodeAct tool registry is keyed by tool name (from `AIFunction.Name`).
-- `AddTools(...)` adds new tools and replaces an existing provider-owned registration when the same tool name is added again.
-- `GetTools()` returns the provider's current configured CodeAct tool registry.
-- `RemoveTools(...)` removes provider-owned CodeAct tools by name.
-- `ClearTools()` removes all provider-owned CodeAct tools.
-- File mounts are keyed by sandbox mount path.
-- `AddFileMounts(...)` adds new file mounts and replaces an existing mount when the same mount path is added again.
-- `GetFileMounts()` returns the provider's current configured file mounts.
-- `RemoveFileMounts(...)` removes file mounts by mount path.
-- `ClearFileMounts()` removes all configured file mounts.
-- Allowed domains are keyed by normalized target string.
-- `AddAllowedDomains(...)` adds allow-list entries and replaces an existing entry when the same target is added again.
-- `GetAllowedDomains()` returns the current outbound allow-list entries.
-- `RemoveAllowedDomains(...)` removes allow-list entries by target.
-- `ClearAllowedDomains()` removes all configured allow-list entries.
-- Tool, file-mount, and network-allow-list mutations affect subsequent runs only; runs already in progress keep the snapshot captured at run start.
-- The provider must snapshot its effective tool registry and capability state at the start of each run so concurrent execution remains deterministic.
-
-#### Approval model
-
-The initial .NET design follows the ADR's bundled approval decision and maps to the existing `ApprovalRequiredAIFunction` wrapper from `Microsoft.Extensions.AI.Abstractions`:
-
-- The provider exposes a default `ApprovalMode` for `execute_code` (enum: `CodeActApprovalMode.AlwaysRequire` / `CodeActApprovalMode.NeverRequire`).
-
-Effective `execute_code` approval is computed as follows:
-
-- If the provider default is `AlwaysRequire`, `execute_code` requires approval.
-- If the provider default is `NeverRequire`, the provider evaluates the provider-owned CodeAct tool registry snapshot for that run.
-  - If every provider-owned CodeAct tool in that snapshot is not an `ApprovalRequiredAIFunction`, `execute_code` does not require approval.
-  - If any provider-owned CodeAct tool in that snapshot is an `ApprovalRequiredAIFunction`, `execute_code` requires approval, even if the generated code may not call that tool.
-- When the effective approval resolves to `AlwaysRequire`, the generated `execute_code` function is wrapped in `ApprovalRequiredAIFunction` before being added to the `AIContext.Tools`.
-- Provider-owned tool calls made through `call_tool(...)` during that execution run use the approval already determined for `execute_code`.
-- Direct-only agent tools are excluded from this calculation.
-- File and network capabilities do not create a separate runtime approval check in the initial model; configuring them on the provider is itself the approval for those capabilities.
-
-This is intentionally conservative and matches the shape of the existing .NET function-tool approval flow, where `ApprovalRequiredAIFunction` signals to the `ChatClientAgent` that user approval is needed before invocation.
-
-#### Shared execution flow
-
-On each run:
-1. `ProvideAIContextAsync(...)` snapshots the current CodeAct-managed tool registry and capability settings.
-2. Computes the effective approval requirement for `execute_code` from the provider default plus the snapshotted tool registry.
-3. Builds provider-defined instructions.
-4. Builds a run-scoped `execute_code` `AIFunction` from the snapshot (optionally wrapped in `ApprovalRequiredAIFunction`).
-5. Returns an `AIContext` containing the instructions and `execute_code` tool.
-6. When `execute_code` is invoked by the model, the run-scoped function creates or reuses an execution environment.
-7. If the current provider mode exposes host tools, `call_tool(...)` is bound only to the provider-owned tool registry snapshot.
-8. Code is executed and results converted to a JSON result string.
-
-Caching rules:
-- The Hyperlight backend supports snapshots: the provider caches a reusable clean snapshot after the first sandbox initialization.
-- No mutable per-run execution state may be shared across concurrent runs.
-- In-memory interpreter state does not persist across separate `execute_code` calls.
-- Configured workspace files, mounted files, and any writable artifact/output area are the supported persistence mechanism across calls when the backend exposes them.
-
-### .NET public API
-
-#### Core types
-
-```csharp
-/// <summary>
-/// Represents a host-to-sandbox file mount configuration.
-/// </summary>
-/// <param name="HostPath">Absolute or relative path on the host filesystem.</param>
-/// <param name="MountPath">Path inside the sandbox (e.g. "/input/data.csv").</param>
-public sealed record FileMount(string HostPath, string MountPath);
-
-/// <summary>
-/// Represents an outbound network allow-list entry.
-/// </summary>
-/// <param name="Target">URL or domain (e.g. "https://api.github.com").</param>
-/// <param name="Methods">
-/// Optional HTTP methods to allow (e.g. ["GET", "POST"]).
-/// Null allows all methods supported by the backend.
-/// </param>
-public sealed record AllowedDomain(string Target, IReadOnlyList<string>? Methods = null);
-
-/// <summary>
-/// Controls the approval behavior for execute_code invocations.
-/// </summary>
-public enum CodeActApprovalMode
-{
-    /// <summary>execute_code always requires user approval.</summary>
-    AlwaysRequire,
-
-    /// <summary>
-    /// Approval is derived from the provider-owned tool registry:
-    /// if any tool is an ApprovalRequiredAIFunction, execute_code requires approval.
-    /// </summary>
-    NeverRequire,
-}
-```
-
-#### HyperlightCodeActProvider
-
-```csharp
-/// <summary>
-/// An AIContextProvider that enables CodeAct execution through the
-/// Hyperlight sandbox backend.
-/// </summary>
-/// <remarks>
-/// <para>
-/// This provider injects an <c>execute_code</c> tool into the model-facing
-/// tool surface and builds CodeAct guidance instructions. Guest code executed
-/// through <c>execute_code</c> runs in an isolated Hyperlight sandbox with
-/// snapshot/restore for clean state per invocation.
-/// </para>
-/// <para>
-/// If no CodeAct-managed tools are configured, the provider uses
-/// interpreter-style behavior. If one or more CodeAct-managed tools are
-/// configured, the provider uses tool-enabled behavior and exposes
-/// <c>call_tool(...)</c> inside the sandbox bound to the configured tools.
-/// </para>
-/// </remarks>
-public sealed class HyperlightCodeActProvider : AIContextProvider, IDisposable
-{
-    /// <summary>
-    /// Initializes a new HyperlightCodeActProvider.
-    /// </summary>
-    /// <param name="options">Configuration options for the provider.</param>
-    public HyperlightCodeActProvider(HyperlightCodeActProviderOptions options);
-
-    // ----- Tool registry -----
-
-    /// <summary>Adds tools to the provider-owned CodeAct tool registry.</summary>
-    public void AddTools(params AIFunction[] tools);
-
-    /// <summary>Returns the current CodeAct-managed tools.</summary>
-    public IReadOnlyList<AIFunction> GetTools();
-
-    /// <summary>Removes tools by name from the CodeAct tool registry.</summary>
-    public void RemoveTools(params string[] names);
-
-    /// <summary>Removes all CodeAct-managed tools.</summary>
-    public void ClearTools();
-
-    // ----- File mounts -----
-
-    /// <summary>Adds file mount configurations.</summary>
-    public void AddFileMounts(params FileMount[] mounts);
-
-    /// <summary>Returns the current file mount configurations.</summary>
-    public IReadOnlyList<FileMount> GetFileMounts();
-
-    /// <summary>Removes file mounts by sandbox mount path.</summary>
-    public void RemoveFileMounts(params string[] mountPaths);
-
-    /// <summary>Removes all file mount configurations.</summary>
-    public void ClearFileMounts();
-
-    // ----- Network allow-list -----
-
-    /// <summary>Adds outbound network allow-list entries.</summary>
-    public void AddAllowedDomains(params AllowedDomain[] domains);
-
-    /// <summary>Returns the current outbound allow-list entries.</summary>
-    public IReadOnlyList<AllowedDomain> GetAllowedDomains();
-
-    /// <summary>Removes allow-list entries by target.</summary>
-    public void RemoveAllowedDomains(params string[] targets);
-
-    /// <summary>Removes all outbound allow-list entries.</summary>
-    public void ClearAllowedDomains();
-
-    // ----- Lifecycle -----
-
-    /// <summary>Releases the sandbox and all associated native resources.</summary>
-    public void Dispose();
-}
-```
-
-#### HyperlightCodeActProviderOptions
-
-```csharp
-/// <summary>
-/// Configuration options for <see cref="HyperlightCodeActProvider"/>.
-/// </summary>
-public sealed class HyperlightCodeActProviderOptions
-{
-    /// <summary>
-    /// The sandbox backend to use. Default is <c>Wasm</c>.
-    /// </summary>
-    public SandboxBackend Backend { get; set; } = SandboxBackend.Wasm;
-
-    /// <summary>
-    /// Path to the guest module (.wasm or .aot file).
-    /// Required for the Wasm backend; not needed for JavaScript.
-    /// When null, the provider attempts to locate the default packaged
-    /// Python guest module.
-    /// </summary>
-    public string? ModulePath { get; set; }
-
-    /// <summary>
-    /// Guest heap size. Accepts human-readable strings ("50Mi", "2Gi")
-    /// or raw byte values. Null uses the backend default.
-    /// </summary>
-    public string? HeapSize { get; set; }
-
-    /// <summary>
-    /// Guest stack size. Accepts human-readable strings ("35Mi")
-    /// or raw byte values. Null uses the backend default.
-    /// </summary>
-    public string? StackSize { get; set; }
-
-    /// <summary>
-    /// Initial set of CodeAct-managed tools available inside the sandbox.
-    /// </summary>
-    public IEnumerable<AIFunction>? Tools { get; set; }
-
-    /// <summary>
-    /// Default approval mode for the execute_code tool.
-    /// Default is <see cref="CodeActApprovalMode.NeverRequire"/>.
-    /// </summary>
-    public CodeActApprovalMode ApprovalMode { get; set; } = CodeActApprovalMode.NeverRequire;
-
-    /// <summary>
-    /// Optional workspace root directory on the host.
-    /// When set, it is exposed as the sandbox's input directory.
-    /// </summary>
-    public string? WorkspaceRoot { get; set; }
-
-    /// <summary>
-    /// Initial file mount configurations.
-    /// </summary>
-    public IEnumerable<FileMount>? FileMounts { get; set; }
-
-    /// <summary>
-    /// Initial outbound network allow-list entries.
-    /// </summary>
-    public IEnumerable<AllowedDomain>? AllowedDomains { get; set; }
-
-    /// <summary>
-    /// State key used to store provider state in AgentSession.StateBag.
-    /// Defaults to "HyperlightCodeActProvider". Override when using
-    /// multiple provider instances on the same agent.
-    /// </summary>
-    public string? StateKey { get; set; }
-}
-```
-
-#### Provider implementation contract
-
-The concrete provider plugs into the existing .NET `AIContextProvider` surface from `Microsoft.Agents.AI.Abstractions`.
-
-Required override:
-- `ProvideAIContextAsync(InvokingContext, CancellationToken) -> ValueTask<AIContext>`
-
-`ProvideAIContextAsync(...)` is responsible for:
-- snapshotting the current CodeAct-managed tool registry and capability settings for the run,
-- computing the effective approval requirement for `execute_code` from the provider default and the snapshotted tool registry,
-- building a short CodeAct guidance instruction string,
-- building a run-scoped `execute_code` `AIFunction` from the snapshot,
-- optionally wrapping it in `ApprovalRequiredAIFunction` when approval is required,
-- and returning an `AIContext` with `Instructions` and `Tools` set.
-
-These steps run on every invocation rather than once at construction time because the provider supports CRUD mutations between runs, concurrent runs need independent snapshots, and the effective approval and instructions depend on the tool registry state captured at run start.
-
-The provider overrides `StateKeys` to return the configured `StateKey` from options, enabling multiple provider instances on the same agent without key collisions.
-
-Mutating the provider after `ProvideAIContextAsync(...)` has captured a run-scoped snapshot is allowed, but it affects subsequent runs only. Provider implementations synchronize state capture and CRUD operations so shared provider instances remain safe across concurrent runs.
-
-#### AIFunction-to-sandbox tool bridging
-
-The Hyperlight sandbox's `RegisterTool(name, Func<string, string>)` accepts a synchronous JSON-in / JSON-out delegate. Provider-owned CodeAct tools are `AIFunction` instances that are async and cancellation-aware.
-
-Bridging strategy:
-- At sandbox initialization time, the provider registers each CodeAct-managed tool with the sandbox using the raw JSON overload: `RegisterTool(name, Func<string, string>)`.
-- When the sandbox guest calls `call_tool("name", ...)`, the bridge delegate:
-  1. Deserializes the JSON arguments.
-  2. Invokes `AIFunction.InvokeAsync(...)` synchronously (via `GetAwaiter().GetResult()`) since the sandbox FFI callback is inherently synchronous.
-  3. Serializes the result back to JSON.
-- This sync-over-async bridge is a known pragmatic trade-off constrained by the Hyperlight FFI boundary. It is safe because:
-  - Sandbox execution already runs on the thread pool (via `Task.Run`).
-  - The FFI callback runs on a worker thread with no synchronization context.
-- If the Hyperlight .NET SDK later adds async tool registration, the bridge should migrate to that.
-
-#### Runtime behavior
-
-- `ProvideAIContextAsync(...)` adds a short CodeAct guidance block through `AIContext.Instructions`.
-- `ProvideAIContextAsync(...)` adds `execute_code` through `AIContext.Tools`.
-- The detailed `call_tool(...)`, sandbox-tool, and capability guidance is carried by the `execute_code` function's `Description`.
-- `execute_code` invokes the configured Hyperlight sandbox guest.
-- If the current CodeAct tool registry snapshot is non-empty, the runtime injects `call_tool(...)` bound to the provider-owned tool registry.
-- The provider does not inspect or mutate the agent's `ChatClientAgentOptions.Tools` or the incoming `AIContext.Tools` to determine its CodeAct tool set.
-- The provider snapshots the current CodeAct tool registry and capability state at run start, so later registry and allow-list mutations only affect future runs.
-- Interpreter versus tool-enabled behavior is derived from the presence of CodeAct-managed tools.
-- `execute_code` is traced like a normal tool invocation within the surrounding agent run.
-
-#### Backend integration
-
-Initial public provider:
-- `HyperlightCodeActProvider`
-
-Backend-specific notes:
-- **Hyperlight**
-  - The provider internally creates a `SandboxBuilder` from the options and uses the `Sandbox` API from `HyperlightSandbox.Api`.
-  - The provider uses snapshot/restore to ensure clean execution state per `execute_code` invocation: a "warm" snapshot is taken after the first no-op initialization run, and restored before each subsequent execution.
-  - File access maps to Hyperlight Sandbox's `WithInputDir()` / `WithOutputDir()` / `WithTempOutput()` capability model.
-  - Network access is denied by default and is enabled through `Sandbox.AllowDomain(...)` per-target allow-list entries.
-  - Guest module resolution: if `ModulePath` is null for the Wasm backend, the provider attempts to locate a packaged Python guest module (equivalent to the Python SDK's `python_guest.path` resolution).
-
-#### Capability handling
-
-Capabilities are first-class `HyperlightCodeActProviderOptions` properties and provider-managed CRUD surfaces:
-- `WorkspaceRoot`
-- `FileMounts`
-- `AllowedDomains`
-
-Enabling access means:
-- Configuring `WorkspaceRoot` or any `FileMounts` enables the sandbox filesystem surface exposed through `/input` and `/output`.
-- Leaving both `WorkspaceRoot` and `FileMounts` unset means no filesystem surface is configured.
-- Adding any `AllowedDomains` entry enables outbound access only for the configured targets; leaving it empty means network access is disabled without a separate network mode flag.
-
-Backends may implement stricter semantics than these top-level settings.
-
-#### Execution output representation
-
-Backend execution output maps to a JSON result string returned from the `execute_code` `AIFunction`:
-
-```json
-{
-  "stdout": "Hello world\n",
-  "stderr": "",
-  "exit_code": 0,
-  "success": true
-}
-```
-
-Execution failures should surface readable error text in the `stderr` field and a non-zero `exit_code`. Timeouts, out-of-memory conditions, backend crashes, and similar sandbox failures are all `execute_code` failures and should surface as structured error results. Partial textual or file outputs may be returned only when the backend can report them unambiguously.
-
-#### `execute_code` input contract
-
-```json
-{
-  "type": "object",
-  "properties": {
-    "code": {
-      "type": "string",
-      "description": "Code to execute using the provider's configured backend/runtime behavior."
-    }
-  },
-  "required": ["code"]
-}
-```
-
-#### Thread safety and concurrency
-
-- All CRUD methods (`AddTools`, `RemoveTools`, `AddFileMounts`, etc.) are synchronized via an internal lock.
-- `ProvideAIContextAsync(...)` acquires the lock to snapshot current state, then releases it before building the run-scoped function. The run-scoped function closes over the immutable snapshot, not mutable provider state.
-- Concurrent `execute_code` invocations from different runs use independent sandbox instances or synchronized access to a shared sandbox with snapshot/restore.
-- Workspace directories (`WorkspaceRoot`, `FileMounts`) are external shared state: concurrent runs against the same workspace can race on files. This is the user's responsibility to manage (e.g., by using per-run output directories or separate provider instances).
-
-### HyperlightExecuteCodeFunction
-
-The provider package also exports a standalone `HyperlightExecuteCodeFunction` for direct-tool scenarios where a provider lifecycle is not needed. This is the .NET equivalent of the Python `HyperlightExecuteCodeTool`.
-
-```csharp
-/// <summary>
-/// A standalone execute_code AIFunction backed by a Hyperlight sandbox.
-/// Use this for manual/static wiring when the AIContextProvider lifecycle
-/// is not needed.
-/// </summary>
-public sealed class HyperlightExecuteCodeFunction : IDisposable
-{
-    /// <summary>
-    /// Creates a new standalone code execution function.
-    /// </summary>
-    /// <param name="options">Configuration options.</param>
-    public HyperlightExecuteCodeFunction(HyperlightCodeActProviderOptions options);
-
-    /// <summary>
-    /// Returns this as an AIFunction for direct registration on an agent.
-    /// When approval is required, the returned function is wrapped in
-    /// ApprovalRequiredAIFunction.
-    /// </summary>
-    public AIFunction AsAIFunction();
-
-    /// <summary>
-    /// Builds a CodeAct instruction string describing the available
-    /// tools and capabilities.
-    /// </summary>
-    /// <param name="toolsVisibleToModel">
-    /// When false, the instructions include full tool descriptions
-    /// (for use when tools are only accessible through CodeAct).
-    /// When true, instructions are abbreviated (tools are already
-    /// visible to the model as direct tools).
-    /// </param>
-    public string BuildInstructions(bool toolsVisibleToModel = false);
-
-    /// <summary>Releases sandbox resources.</summary>
-    public void Dispose();
-}
-```
-
-### Internal implementation structure
-
-The provider and standalone function share internal helpers:
-
-```
-Microsoft.Agents.AI.Hyperlight/
-├── HyperlightCodeActProvider.cs        // AIContextProvider implementation
-├── HyperlightCodeActProviderOptions.cs // Options record
-├── HyperlightExecuteCodeFunction.cs    // Standalone AIFunction for manual wiring
-├── FileMount.cs                        // File mount record
-├── AllowedDomain.cs                    // Network allow-list record
-├── CodeActApprovalMode.cs              // Approval enum
-├── Internal/
-│   ├── SandboxExecutor.cs              // Manages sandbox lifecycle, snapshot/restore
-│   ├── InstructionBuilder.cs           // Builds CodeAct instruction strings
-│   └── ToolBridge.cs                   // AIFunction ↔ Sandbox.RegisterTool adapter
-```
-
-`SandboxExecutor` encapsulates:
-- Creating and configuring a `Sandbox` from options.
-- Performing the initial no-op warm-up and snapshot.
-- Registering bridged tools via `ToolBridge`.
-- Restoring to the clean snapshot before each execution.
-- Translating `ExecutionResult` to a JSON string.
-
-`InstructionBuilder` generates:
-- A short CodeAct guidance block for `AIContext.Instructions`.
-- A detailed `execute_code` description including `call_tool(...)` signatures and capability documentation.
-
-`ToolBridge` handles:
-- Reflecting `AIFunction` metadata to build the sandbox tool registration.
-- The sync-over-async invocation bridge.
-
-## E2E Code Samples
-
-### Tool-enabled CodeAct mode
-
-```csharp
-var fetchDocs = AIFunctionFactory.Create(FetchDocs, name: "fetch_docs");
-var queryData = AIFunctionFactory.Create(QueryData, name: "query_data");
-var lookupUser = AIFunctionFactory.Create(LookupUser, name: "lookup_user");
-
-var codeact = new HyperlightCodeActProvider(new HyperlightCodeActProviderOptions
-{
-    Tools = [fetchDocs, queryData],
-    WorkspaceRoot = "./workdir",
-    AllowedDomains = [new AllowedDomain("api.github.com", ["GET"])],
-});
-codeact.AddTools(lookupUser);
-
-var sendEmail = AIFunctionFactory.Create(SendEmail, name: "send_email");
-
-var agent = chatClient.AsAIAgent(
-    instructions: "You are a helpful assistant.",
-    options: new ChatClientAgentOptions
-    {
-        Tools = [sendEmail],  // direct-only tool
-        AIContextProviders = [codeact],
-    });
-
-await using var session = await agent.CreateSessionAsync();
-var response = await agent.InvokeAsync("Analyze the latest docs", session);
-```
-
-### Standard code interpreter mode
-
-```csharp
-var codeact = new HyperlightCodeActProvider(new HyperlightCodeActProviderOptions
-{
-    WorkspaceRoot = "./data",
-});
-
-var agent = chatClient.AsAIAgent(
-    instructions: "You are a code interpreter.",
-    options: new ChatClientAgentOptions
-    {
-        AIContextProviders = [codeact],
-    });
-```
-
-### Manual static wiring (no provider lifecycle)
-
-When the tool registry and capability configuration are fixed, the provider lifecycle can be skipped entirely. Build the `execute_code` function and instructions once and pass them directly to the agent:
-
-```csharp
-using var executeCode = new HyperlightExecuteCodeFunction(
-    new HyperlightCodeActProviderOptions
-    {
-        Tools = [fetchDocs, queryData],
-        WorkspaceRoot = "./workdir",
-        AllowedDomains = [new AllowedDomain("api.github.com", ["GET"])],
-    });
-
-var codeactInstructions = executeCode.BuildInstructions(toolsVisibleToModel: false);
-
-var agent = chatClient.AsAIAgent(
-    instructions: $"You are a helpful assistant.\n\n{codeactInstructions}",
-    options: new ChatClientAgentOptions
-    {
-        Tools = [sendEmail, executeCode.AsAIFunction()],
-    });
-```
-
-### With approval required
-
-```csharp
-var sensitiveAction = new ApprovalRequiredAIFunction(
-    AIFunctionFactory.Create(DeleteRecords, name: "delete_records"));
-
-var codeact = new HyperlightCodeActProvider(new HyperlightCodeActProviderOptions
-{
-    Tools = [fetchDocs, sensitiveAction],  // sensitiveAction triggers approval
-});
-
-// execute_code will be wrapped in ApprovalRequiredAIFunction because
-// at least one managed tool (delete_records) requires approval.
-var agent = chatClient.AsAIAgent(
-    instructions: "You are a helpful assistant.",
-    options: new ChatClientAgentOptions
-    {
-        AIContextProviders = [codeact],
-    });
-```
-
-## Relationship to hyperlight-sandbox .NET SDK
-
-This design depends on the .NET SDK being added in [hyperlight-dev/hyperlight-sandbox#46](https://github.com/hyperlight-dev/hyperlight-sandbox/pull/46). Key types consumed from that SDK:
-
-| hyperlight-sandbox type | Used for |
-|---|---|
-| `Sandbox` | Core sandbox lifecycle: `Run()`, `RegisterTool()`, `AllowDomain()`, `Snapshot()`, `Restore()` |
-| `SandboxBuilder` | Fluent sandbox construction from provider options |
-| `SandboxBackend` | Backend selection (Wasm, JavaScript) |
-| `ExecutionResult` | Capturing stdout, stderr, exit code from guest execution |
-| `SandboxSnapshot` | Checkpoint/restore for clean state per execution |
-
-The provider package (`Microsoft.Agents.AI.Hyperlight`) takes a NuGet dependency on `Hyperlight.HyperlightSandbox.Api` and `Microsoft.Extensions.AI.Abstractions`. It does **not** depend on `HyperlightSandbox.Extensions.AI` (`CodeExecutionTool`) — the provider implements its own sandbox lifecycle management with run-scoped snapshots to support concurrent invocations safely.
-
-## Package structure
-
-The CodeAct Hyperlight provider ships as an optional NuGet package:
-- **Package**: `Microsoft.Agents.AI.Hyperlight`
-- **Dependencies**:
-  - `Microsoft.Agents.AI.Abstractions` (for `AIContextProvider`, `AIContext`)
-  - `Microsoft.Extensions.AI.Abstractions` (for `AIFunction`, `ApprovalRequiredAIFunction`)
-  - `Hyperlight.HyperlightSandbox.Api` (for sandbox API)
-- **Target framework**: `net8.0`
-
-This keeps CodeAct and its native sandbox dependencies optional — users who do not need CodeAct do not take on the Hyperlight installation and dependency footprint.
-
-## Open questions
-
-1. **Guest module distribution**: How should the default Python guest module (`.aot` file) be distributed for .NET consumers? Options include a separate NuGet package with native assets, a runtime download, or requiring users to build/provide their own.
-2. **Async tool registration**: If the Hyperlight .NET SDK adds async tool callback support in a future release, the sync-over-async bridge should be replaced. This is tracked as a known technical debt item.
-3. **Output file access**: The Hyperlight sandbox exposes `GetOutputFiles()` and `OutputPath` for retrieving files written by guest code. The initial design returns these as part of the JSON result. A future iteration could surface output files as framework-native content (e.g., `DataContent` or URI references).
-4. **Multiple sandbox instances for concurrency**: The current design uses synchronized access to a single sandbox with snapshot/restore. An alternative pooling strategy (one sandbox per concurrent run) could improve throughput at the cost of memory. This is deferred to implementation time.

docs/features/code_act/python-implementation.md

@@ -1,385 +0,0 @@
-# CodeAct Python implementation
-
-This document describes the Python realization of the CodeAct design in
-[`docs/decisions/0024-codeact-integration.md`](../../decisions/0024-codeact-integration.md).
-
-This document is intentionally focused on the Python design and public API surface.
-The initial public Python type described here is `HyperlightCodeActProvider`. Future Python backends, such as Monty, should follow the same conceptual model with their own concrete provider types rather than through a public abstract base class or a public executor parameter.
-
-## What is the goal of this feature?
-
-Goals:
-- Python developers can enable CodeAct through a `ContextProvider`-based integration.
-- Developers can configure a provider-owned CodeAct tool set that is separate from the agent's direct `tools=` surface.
-- Developers can use the same `execute_code` concept for both tool-enabled CodeAct and a standard code interpreter tool implementation.
-- Developers can swap execution backends over time, starting with Hyperlight while keeping room for alternatives such as Pydantic's Monty.
-- Developers can configure execution capabilities such as workspace mounts and outbound network allow lists in a portable way.
-
-Success Metric:
-- Python samples exist for both a tool-enabled CodeAct mode and a standard interpreter mode.
-
-Implementation-free outcome:
-- A Python developer can attach a backend-specific CodeAct provider, choose which tools are available inside CodeAct, and configure execution capabilities without rewriting the function invocation loop.
-
-## What is the problem being solved?
-
-The cross-SDK problem statement and decision rationale live in the [ADR](../../decisions/0024-codeact-integration.md). The items below narrow that statement to Python-specific design concerns:
-
-- Today, the easiest way to prototype CodeAct is to infer or reshape the agent's direct tool surface, which is fragile and hard to reason about.
-- In Python, inferring a CodeAct tool surface from generic agent tool configuration is fragile and hard to reason about.
-- There is no first-class Python design that simultaneously covers Hyperlight-backed CodeAct now, future backend-specific providers such as Monty, and both tool-enabled and interpreter modes.
-- Sandbox capabilities such as mounted file access and outbound network access need a portable configuration model instead of ad hoc backend-specific wiring.
-- Approval behavior needs to be explicit and configurable, especially when CodeAct and direct tool calling may both be available.
-
-## API Changes
-
-### CodeAct contract
-
-#### Terminology
-
-- **CodeAct** is the primary term.
-- **Code mode**, **codemode**, and **programmatic tool calling** refer to the same concept in this document.
-- `execute_code` is the model-facing tool name used by the initial Python providers in this spec.
-
-#### Provider-owned CodeAct tool registry
-
-A concrete Python CodeAct provider owns the set of tools available through `call_tool(...)` inside CodeAct.
-
-Rules:
-- Only tools explicitly configured on the concrete provider instance are available inside CodeAct.
-- The provider must not infer its CodeAct-managed tool set from the agent's direct `tools=` configuration.
-- Exclusive versus mixed behavior is achieved by where tools are configured, not by rewriting the agent's direct tool list.
-
-Implications:
-- **CodeAct-only tool**: configured on the concrete CodeAct provider only.
-- **Direct-only tool**: configured on the agent only.
-- **Tool available both ways**: configured on both the agent and the concrete CodeAct provider.
-
-#### Managing tools and capabilities after provider construction
-
-There is no separate runtime setup object in the Python design. CodeAct tools, file mounts, and outbound network allow-list state are managed directly on the provider through CRUD-style registry methods.
-
-Preferred pattern:
-- `add_tools(...) -> None`
-- `get_tools() -> Sequence[ToolTypes]`
-- `remove_tool(...) -> None`
-- `clear_tools() -> None`
-- `add_file_mounts(...) -> None`
-- `get_file_mounts() -> Sequence[FileMount]`
-- `remove_file_mount(...) -> None`
-- `clear_file_mounts() -> None`
-- `add_allowed_domains(...) -> None`
-- `get_allowed_domains() -> Sequence[AllowedDomain]`
-- `remove_allowed_domain(...) -> None`
-- `clear_allowed_domains() -> None`
-
-Requirements:
-- The provider-owned CodeAct tool registry is keyed by tool name.
-- `add_tools(...)` adds new tools and replaces an existing provider-owned registration when the same tool name is added again.
-- `get_tools()` returns the provider's current configured CodeAct tool registry.
-- `remove_tool(...)` removes provider-owned CodeAct tools by name.
-- `clear_tools()` removes all provider-owned CodeAct tools.
-- File mounts are keyed by sandbox mount path.
-- `add_file_mounts(...)` adds new file mounts and replaces an existing mount when the same mount path is added again.
-- `get_file_mounts()` returns the provider's current configured file mounts.
-- `remove_file_mount(...)` removes file mounts by mount path.
-- `clear_file_mounts()` removes all configured file mounts.
-- Allowed domains are keyed by normalized target string.
-- `add_allowed_domains(...)` adds allow-list entries and replaces an existing entry when the same target is added again.
-- `get_allowed_domains()` returns the current outbound allow-list entries.
-- `remove_allowed_domain(...)` removes allow-list entries by target.
-- `clear_allowed_domains()` removes all configured allow-list entries.
-- Tool, file-mount, and network-allow-list mutations affect subsequent runs only; runs already in progress keep the snapshot captured at run start.
-- The provider must snapshot its effective tool registry and capability state at the start of each run so concurrent execution remains deterministic.
-
-#### Approval model
-
-The initial Python design follows the ADR's initial approval decision and reuses the existing tool approval vocabulary from `agent_framework._tools`:
-
-- `approval_mode="always_require"`
-- `approval_mode="never_require"`
-
-The provider exposes a default `approval_mode` for `execute_code`.
-
-Effective `execute_code` approval is computed as follows:
-
-- If the provider default is `always_require`, `execute_code` requires approval.
-- If the provider default is `never_require`, the provider evaluates the provider-owned CodeAct tool registry snapshot for that run.
-- If every provider-owned CodeAct tool in that snapshot is `never_require`, `execute_code` is `never_require`.
-- If any provider-owned CodeAct tool in that snapshot is `always_require`, `execute_code` is `always_require`, even if the generated code may not call that tool.
-- Provider-owned tool calls made through `call_tool(...)` during that execution run use the approval already determined for `execute_code`.
-- Direct-only agent tools are excluded from this calculation.
-- File and network capabilities do not create a separate runtime approval check in the initial model; configuring them on the provider, including adding file mounts or outbound network allow-list entries, is itself the approval for those capabilities.
-
-This is intentionally conservative and matches the shape of the current function-tool approval flow, where `FunctionTool` uses `always_require` / `never_require` and the auto-invocation loop escalates the whole batch if any called tool requires approval.
-
-If one sensitive provider-owned tool causes `execute_code` to require approval more often than desired, the mitigation is to keep that tool direct-only or expose it through a different CodeAct provider/tool surface. The initial model does not try to infer whether generated code will actually call that tool before approval.
-
-If the framework later standardizes pre-execution inspection or nested per-tool approvals, the Python provider surface can grow to expose that explicitly. The initial design does not assume that those extra modes are required.
-
-#### Shared execution flow
-
-On each run:
-1. Resolve the provider's backend/runtime behavior, capabilities, provider default `approval_mode`, and provider-owned tool registry.
-2. Compute the effective approval requirement for `execute_code` from the provider default plus the provider-owned tool registry snapshot.
-3. Build provider-defined instructions.
-4. Add `execute_code` to the model-facing tool surface.
-5. Invoke the underlying model.
-6. When `execute_code` is called, create or reuse an execution environment keyed by provider type, backend setup identity, capability configuration, and provider-owned tool signature.
-7. If the current provider mode exposes host tools, expose `call_tool(...)` bound only to the provider-owned tool registry.
-8. Execute code and convert results to framework-native content objects.
-
-Caching rules:
-- Backends that support snapshots may cache a reusable clean snapshot.
-- Backends that do not support snapshots may still cache warm initialization artifacts.
-- No mutable per-run execution state may be shared across concurrent runs.
-- In-memory interpreter state does not persist across separate `execute_code` calls.
-- Configured workspace files, mounted files, and any writable artifact/output area are the supported persistence mechanism across calls when the backend exposes them.
-
-### Python public API
-
-#### Core types
-
-```python
-class FileMount(NamedTuple):
-    host_path: str | Path
-    mount_path: str
-
-FileMountInput = str | tuple[str | Path, str] | FileMount
-
-
-class AllowedDomain(NamedTuple):
-    target: str
-    methods: tuple[str, ...] | None = None
-
-
-AllowedDomainInput = str | tuple[str, str | Sequence[str]] | AllowedDomain
-
-
-class HyperlightCodeActProvider(ContextProvider):
-    def __init__(
-        self,
-        source_id: str = "hyperlight_codeact",
-        *,
-        backend: str = "wasm",
-        module: str | None = "python_guest.path",
-        module_path: str | None = None,
-        tools: ToolTypes | None = None,
-        approval_mode: Literal["always_require", "never_require"] = "never_require",
-        workspace_root: Path | None = None,
-        file_mounts: Sequence[FileMountInput] = (),
-        allowed_domains: Sequence[AllowedDomainInput] = (),
-    ) -> None: ...
-
-    def add_tools(self, tools: ToolTypes | Sequence[ToolTypes]) -> None: ...
-    def get_tools(self) -> Sequence[ToolTypes]: ...
-    def remove_tool(self, name: str) -> None: ...
-    def clear_tools(self) -> None: ...
-    def add_file_mounts(self, mounts: FileMountInput | Sequence[FileMountInput]) -> None: ...
-    def get_file_mounts(self) -> Sequence[FileMount]: ...
-    def remove_file_mount(self, mount_path: str) -> None: ...
-    def clear_file_mounts(self) -> None: ...
-    def add_allowed_domains(self, domains: AllowedDomainInput | Sequence[AllowedDomainInput]) -> None: ...
-    def get_allowed_domains(self) -> Sequence[AllowedDomain]: ...
-    def remove_allowed_domain(self, domain: str) -> None: ...
-    def clear_allowed_domains(self) -> None: ...
-```
-
-`file_mounts` accepts three equivalent input forms:
-- `"data/report.csv"` uses the same relative path on the host and in the sandbox.
-- `("fixtures/users.json", "data/users.json")` or `(Path("fixtures/users.json"), "data/users.json")` uses distinct host and sandbox paths.
-- `FileMount(Path("fixtures/users.json"), "data/users.json")` is the named-tuple form of the explicit pair.
-
-`allowed_domains` accepts three equivalent input forms:
-- `"github.com"` allows that target with all backend-supported methods.
-- `("github.com", "GET")` or `("github.com", ["GET", "HEAD"])` uses an explicit per-target method list.
-- `AllowedDomain("github.com", ("GET", "HEAD"))` is the named-tuple form of the explicit entry.
-
-No public abstract `CodeActContextProvider` base or public `executor=` parameter is required for the initial Python API.
-
-The initial alpha package also exports a standalone `HyperlightExecuteCodeTool`
-for direct-tool scenarios where a provider is not needed. That standalone tool
-should advertise `call_tool(...)`, the registered sandbox tools, and capability
-state through its own `description` rather than requiring separate agent
-instructions.
-
-Provider modes:
-- If no CodeAct-managed tools are configured, `HyperlightCodeActProvider` uses interpreter-style behavior.
-- If one or more CodeAct-managed tools are configured, `HyperlightCodeActProvider` uses tool-enabled behavior.
-
-#### Python provider implementation contract
-
-The concrete provider plugs into the existing Python `ContextProvider` surface from `agent_framework._sessions`.
-
-The Hyperlight package also depends on a small set of core hooks that must remain available from `agent-framework-core`:
-- `ContextProvider.before_run(...)`
-- `SessionContext.extend_instructions(...)`
-- `SessionContext.extend_tools(...)`
-- per-run runtime tool access via `SessionContext.options["tools"]`
-- the shared `ApprovalMode` vocabulary used by `FunctionTool`
-
-Required lifecycle hook:
-- `before_run(*, agent, session, context, state) -> None`
-
-Optional lifecycle hook:
-- `after_run(*, agent, session, context, state) -> None`
-
-`before_run(...)` is responsible for:
-- snapshotting the current CodeAct-managed tool registry and capability settings for the run,
-- computing the effective approval requirement for `execute_code` from the provider default and the snapshotted tool registry,
-- adding a short CodeAct guidance block,
-- adding `execute_code` to the run through `SessionContext.extend_tools(...)`,
-- and wiring any backend-specific execution state needed for the run.
-
-These steps run on every invocation rather than once at construction time because the provider supports CRUD mutations between runs, concurrent runs need independent snapshots, and the effective approval and instructions depend on the tool registry state captured at run start. When the tool registry and capability configuration are fixed for the lifetime of the agent, the manual wiring pattern (see `codeact_manual_wiring.py`) can be used instead, which passes the tool and instructions directly to the `Agent` constructor and avoids the per-run provider lifecycle entirely.
-
-If the provider stores anything in `state`, that value must stay JSON-serializable.
-
-Mutating the provider after `before_run(...)` has captured a run-scoped snapshot is allowed, but it affects subsequent runs only. Provider implementations should synchronize state capture and CRUD operations so shared provider instances remain safe across concurrent runs.
-
-`after_run(...)` is responsible for any backend-specific cleanup or post-processing that must happen after the model invocation completes.
-
-If shared internal helpers are introduced later for multiple concrete providers, they should standardize responsibilities for:
-- building instructions,
-- computing effective approval,
-- configuring file access,
-- configuring network access,
-- preparing or restoring execution state,
-- executing code,
-- and converting backend output into framework-native `Content`.
-
-#### Runtime behavior
-
-- `before_run(...)` adds a short CodeAct guidance block through `SessionContext.extend_instructions(...)`.
-- `before_run(...)` adds `execute_code` through `SessionContext.extend_tools(...)`.
-- The detailed `call_tool(...)`, sandbox-tool, and capability guidance is carried by `execute_code.description`.
-- `execute_code` invokes the configured Hyperlight sandbox guest.
-- If the current CodeAct tool registry is non-empty, the runtime injects `call_tool(...)` bound to the provider-owned tool registry.
-- The provider does not inspect or mutate `Agent.default_options["tools"]` or `context.options["tools"]` to determine its CodeAct tool set.
-- The provider snapshots the current CodeAct tool registry and capability state at run start, so later registry and allow-list mutations only affect future runs.
-- Interpreter versus tool-enabled behavior is derived from the concrete provider and the presence of CodeAct-managed tools, not from a separate public profile object.
-- `execute_code` should be traced like a normal tool invocation within the surrounding agent run, and provider-owned tool calls executed through `call_tool(...)` should continue to emit ordinary tool invocation telemetry.
-
-#### Backend integration
-
-Initial public provider:
-- `HyperlightCodeActProvider`
-
-Backend-specific notes:
-- **Hyperlight**
-  - Provider construction needs a guest artifact via `module`, which may be a packaged guest module name or a path to a compiled guest artifact.
-  - File access maps naturally to Hyperlight Sandbox's read-only `/input` and writable `/output` capability model.
-  - Network access is denied by default and is enabled through per-target allow-list entries.
-- **Monty**
-  - A future `MontyCodeActProvider` should be a separate public type rather than a `HyperlightCodeActProvider` mode.
-  - Monty does not expose built-in filesystem or network access directly inside the interpreter.
-  - File and URL access are mediated through host-provided external functions, so a Monty provider would need to translate provider settings into virtual files and allow-checked callbacks.
-  - Monty setup may also include backend-specific inputs such as `script_name`, optional type-check stubs, or restored snapshots.
-
-#### Capability handling
-
-Capabilities are first-class `HyperlightCodeActProvider` init parameters and provider-managed CRUD surfaces:
-- `workspace_root`
-- `file_mounts`
-- `allowed_domains`
-
-Concrete providers should normalize these settings internally. Hyperlight can map them directly to sandbox capabilities, while Monty must enforce them through host-mediated file and network functions and may apply stricter URL-level checks than the public provider surface expresses.
-
-Expected management split:
-- `workspace_root` remains a direct configuration value on the provider,
-- file mounts are managed through provider CRUD methods,
-- outbound allow-list entries are managed through provider CRUD methods.
-
-Enabling access means:
-- Configuring `workspace_root` or any `file_mounts` enables the sandbox filesystem surface exposed through `/input` and `/output`.
-- Leaving both `workspace_root` and `file_mounts` unset means no filesystem surface is configured.
-- Adding any `allowed_domains` entry enables outbound access only for the configured targets; leaving it empty means network access is disabled without a separate `network_mode` flag.
-- A string target allows all backend-supported methods for that target; an explicit tuple or `AllowedDomain` entry narrows the methods for that target.
-
-Backends may implement stricter semantics than these top-level settings. For example, Hyperlight naturally maps file access to `/input` and `/output`, while Monty would enforce equivalent policy through host-provided callbacks rather than direct interpreter I/O.
-
-#### Execution output representation
-
-Backend execution output should be translated into existing AF `Content` values rather than a custom `CodeActExecutionResult` type.
-
-Use the existing content model from `agent_framework._types`, for example:
-- `Content.from_code_interpreter_tool_result(outputs=[...])` to surface the overall result of sandboxed code execution,
-- `Content.from_text(...)` for plain textual output,
-- `Content.from_data(...)` or `Content.from_uri(...)` for generated files or binary artifacts,
-- `Content.from_error(...)` for execution failures,
-- and `Content.from_function_result(..., result=list[Content])` when surfacing the final result of `execute_code` through the normal tool result path.
-
-#### `execute_code` input contract
-
-```json
-{
-  "type": "object",
-  "properties": {
-    "code": {
-      "type": "string",
-      "description": "Code to execute using the provider's configured backend/runtime behavior."
-    }
-  },
-  "required": ["code"]
-}
-```
-
-Execution failures should surface readable error text and structured error `Content`, not a custom backend result object.
-
-Timeouts, out-of-memory conditions, backend crashes, and similar sandbox failures are all `execute_code` failures and should surface as structured error content. Partial textual or file outputs may be returned only when the backend can report them unambiguously; callers should not rely on partial-output recovery as a portable contract.
-
-## E2E Code Samples
-
-### Tool-enabled CodeAct mode
-
-```python
-codeact = HyperlightCodeActProvider(
-    tools=[fetch_docs, query_data],
-    workspace_root="./workdir",
-    allowed_domains=[("api.github.com", "GET")],
-)
-codeact.add_tools([lookup_user])
-
-agent = Agent(
-    client=client,
-    name="assistant",
-    tools=[send_email],  # direct-only tool
-    context_providers=[codeact],
-)
-```
-
-### Standard code interpreter mode
-
-```python
-codeact = HyperlightCodeActProvider(
-    workspace_root="./data",
-)
-
-agent = Agent(
-    client=client,
-    name="interpreter",
-    context_providers=[codeact],
-)
-```
-
-### Manual static wiring (no per-run provider lifecycle)
-
-When the tool registry and capability configuration are fixed, the provider lifecycle can be skipped entirely. Build the `execute_code` tool and instructions once and pass them directly to the agent:
-
-```python
-execute_code = HyperlightExecuteCodeTool(
-    tools=[fetch_docs, query_data],
-    workspace_root="./workdir",
-    allowed_domains=[("api.github.com", "GET")],
-    approval_mode="never_require",
-)
-
-codeact_instructions = execute_code.build_instructions(tools_visible_to_model=False)
-
-agent = Agent(
-    client=client,
-    name="assistant",
-    instructions=f"You are a helpful assistant.\n\n{codeact_instructions}",
-    tools=[send_email, execute_code],
-)
-```

docs/specs/002-python-hosting-channels.md

@@ -1,320 +0,0 @@
----
-status: proposed
-contact: eavanvalkenburg
-date: 2026-06-11
-deciders: eavanvalkenburg
----
-
-# Python hosting core and pluggable channels
-
-## Scope
-
-This specification is the Python implementation plan for [ADR-0027](../decisions/0027-hosting-channels.md). It documents the simplified v1 host/channel contract only.
-
-The v1 contract is:
-
-- `AgentFrameworkHost` owns one Starlette app, one hostable target, and one or more channels.
-- A hostable target is either a `SupportsAgentRun`-compatible agent or a `Workflow`.
-- Channels contribute routes, middleware, commands, and lifecycle callbacks.
-- Channels parse protocol-native input into `ChannelRequest`.
-- Channels render their own originating response.
-- Session continuity is explicit: a channel supplies `ChannelSession(isolation_key=...)`, and the host resolves/caches an `AgentSession` for that key.
-- The host invokes `ChannelRunHook` and `ChannelResponseHook`; channels provide hook configuration and protocol context.
-
-The host does not link identities, route responses to other channels, run background continuations, or multicast in v1. Those enhancements are tracked in [ADR-0028](../decisions/0028-hosting-linking-multicast-enhancements.md).
-
-## Goals
-
-- Let an app expose one agent or workflow on multiple protocols without handwritten Starlette composition.
-- Keep protocol parsing and response formatting inside channel packages.
-- Provide one session-resolution path shared by all channels.
-- Keep the channel authoring surface small enough for new channels to implement.
-- Preserve full-fidelity agent and workflow results until a channel decides how to render them.
-
-## Non-goals for v1
-
-The following are removed from the v1 implementation pass:
-
-- `IdentityLinker`, `IdentityAllowlist`, `AuthPolicy`, and `LinkPolicy`
-- `ResponseTarget`, active-channel routing, `all_linked`, fan-out, and multicast
-- `ChannelPush` and `ChannelPushCodec`
-- `DurableTaskRunner`, `InProcessTaskRunner`, and `RetryPolicy`
-- continuation tokens and background delivery
-- confidentiality tiers
-- `agent-framework-hosting-entra`
-- `local_identity_link`
-
-These are follow-up design topics, not hidden requirements of the v1 host.
-
-## Packages
-
-| Package | Import surface | Contents |
-|---|---|---|
-| `agent-framework-hosting` | `agent_framework_hosting` | `AgentFrameworkHost`, channel protocols, key request/result types, hooks, `reset_session`, state-path helpers. |
-| `agent-framework-hosting-responses` | `agent_framework_hosting_responses` | `ResponsesChannel`. |
-| `agent-framework-hosting-invocations` | `agent_framework_hosting_invocations` | `InvocationsChannel`. |
-| `agent-framework-hosting-telegram` | `agent_framework_hosting_telegram` | `TelegramChannel` and Telegram command helpers. |
-| `agent-framework-hosting-activity-protocol` | `agent_framework_hosting_activity_protocol` | `ActivityProtocolChannel` for Activity Protocol over Azure Bot Service. |
-| `agent-framework-hosting-discord` | `agent_framework_hosting_discord` | `DiscordChannel` and Discord command/interaction helpers. |
-| `agent-framework-foundry-hosting` | `agent_framework.foundry_hosting` | Foundry isolation middleware and Foundry-backed hosting helpers usable with the v1 host. |
-
-Channel packages may depend on their native SDKs. The core hosting package should not depend on channel SDKs or on top-level legacy protocol hosts.
-
-## Key Types
-
-### `AgentFrameworkHost`
-
-The host constructor accepts:
-
-- `target`: one `SupportsAgentRun`-compatible object or one `Workflow`
-- `channels`: one or more `Channel` instances
-- optional Starlette middleware
-- optional `state_dir`
-- optional workflow `checkpoint_location`
-
-The host exposes:
-
-- `app`: the canonical Starlette ASGI application
-- `serve(...)`: a convenience wrapper for local serving
-- `reset_session(isolation_key: str)`: rotate the cached `AgentSession` for a host-tracked conversation
-
-`state_dir` is narrowed to v1 host-owned local files only:
-
-- session aliases (`isolation_key` to current `AgentSession` id), and
-- workflow checkpoint paths when the app chooses the host-provided file layout.
-
-It is not a store for identity links, continuations, active-channel state, delivery attempts, or multicast payloads.
-
-Externally supplied isolation keys are trusted only after the channel or host middleware has authenticated and authorized the caller. The host uses `isolation_key` as a partition key; the string itself is not proof of identity or ownership.
-
-### `Channel`
-
-A channel implements a small protocol:
-
-- declare a stable channel id/name,
-- contribute routes, middleware, commands, and lifecycle callbacks,
-- parse inbound protocol data into `ChannelRequest`,
-- call the host through `ChannelContext.run(...)` or `ChannelContext.run_stream(...)`, and
-- serialize the returned result to the originating protocol response.
-
-Channels own protocol authentication, signature validation, native command registration, and protocol-specific error bodies.
-
-### `ChannelContribution`
-
-`ChannelContribution` is the channel's host-facing contribution:
-
-- Starlette routes and optional middleware,
-- native command descriptors,
-- startup and shutdown callbacks, and
-- any channel-local metadata needed by the package.
-
-The host aggregates contributions but does not interpret protocol payloads.
-
-### `ChannelRequest`
-
-`ChannelRequest` is the host-neutral request envelope produced by a channel. It carries:
-
-- target input,
-- optional `ChannelSession`,
-- optional `ChannelIdentity`,
-- options and attributes produced by the channel, and
-- request metadata useful to hooks and context providers.
-
-The host may pass attributes through to context providers and middleware. Channels should treat attributes as a documented extension bag, not as a cross-channel delivery contract.
-
-### `ChannelSession`
-
-`ChannelSession(isolation_key=...)` is the only v1 session-continuity mechanism.
-
-When a request contains an isolation key:
-
-1. The host looks up or creates the cached `AgentSession` for that key.
-2. The target runs with that `AgentSession` when the target is an agent.
-3. `reset_session(isolation_key)` rotates the alias so the next request starts a new conversation.
-
-If two channels produce the same isolation key on the same host, they share the same cached session. If they produce different keys, they do not share session state.
-
-### `ChannelIdentity`
-
-`ChannelIdentity` is optional request metadata such as channel id, native user id, tenant id, claims, or display attributes.
-
-In v1, `ChannelIdentity` does not link channels, authorize callers, select delivery destinations, or imply that two identities should share an `AgentSession`. A channel that wants shared history must still produce the same `ChannelSession.isolation_key`.
-
-### Hooks
-
-Hooks are optional and channel-owned:
-
-- `ChannelRunHook`: runs after channel parsing and before host invocation; returns the `ChannelRequest` to execute.
-- `ChannelResponseHook`: runs after target completion and before the originating channel renders a one-shot response.
-- `ChannelStreamUpdateHook`: the host applies it to streamed updates before the originating channel serializes the stream.
-
-Common uses include adapting chat text into workflow inputs, enforcing deployment-specific options, flattening rich output for text-only protocols, or filtering streamed updates for a protocol. Stream update hooks are update-only; they do not automatically sanitize `get_final_response()` output. Channels choose their response transport from the parsed protocol request before invoking run hooks.
-
-### `HostedRunResult`
-
-`HostedRunResult[T]` wraps the target's full-fidelity result plus the resolved `AgentSession | None`.
-
-- Agent targets produce `HostedRunResult[AgentResponse]`.
-- Workflow targets produce `HostedRunResult[WorkflowRunResult]`.
-
-The host does not flatten, filter, or translate the result. Each channel decides how much of the result its protocol can carry.
-
-## Host Behavior
-
-1. `AgentFrameworkHost` builds one Starlette app and asks each channel for its contribution.
-2. A channel route receives a protocol-native request.
-3. The channel validates/parses the native payload and creates `ChannelRequest`.
-4. The channel passes the request, optional `ChannelRunHook`, and protocol-native context to the host.
-5. The host invokes `ChannelRunHook`, if configured, and receives the prepared request.
-6. The host resolves an `AgentSession` from `ChannelSession.isolation_key` when present.
-7. The host invokes the agent or workflow target.
-8. The host wraps the result in `HostedRunResult` or the streaming equivalent.
-9. The host invokes `ChannelResponseHook`, if configured, for non-streaming/final response shaping.
-10. The host applies stream update hooks while the channel consumes streams; the channel renders the originating protocol response.
-
-There is no host-level route from one channel's request to another channel's response in v1.
-
-## Workflow Checkpoints
-
-Workflow checkpointing is explicit. Apps either configure checkpoint storage on the workflow itself or pass a `checkpoint_location` to the host so the workflow dispatch path can use the intended file location.
-
-`state_dir` may provide a conventional location for workflow checkpoint files, but checkpointing is still opt-in and separate from agent session history. Checkpoints are workflow-runtime state, not channel state and not identity-link state.
-
-## Foundry Isolation Middleware
-
-V1 keeps Foundry isolation as middleware rather than as a channel-linking feature.
-
-The middleware is installed only when the Foundry hosting environment flag is present. In that environment it reads Foundry-provided isolation values at the trusted hosting boundary, exposes them as read-only request context for Foundry-aware history or memory providers, and rejects unsafe session resumes when the live isolation context does not match persisted session context. Outside Foundry, raw isolation headers are ignored unless an app supplies its own trusted middleware.
-
-This middleware does not create cross-channel identity links and does not authorize non-Foundry channels.
-
-## Current Channels
-
-### Responses
-
-`ResponsesChannel` exposes the OpenAI-compatible Responses API shape. It maps request body fields such as input, options, and conversation identifiers into `ChannelRequest`, and it renders Responses-compatible one-shot or streaming responses.
-
-Responses session continuity uses a channel-selected `isolation_key`, commonly derived from a response/conversation id, caller-provided session id, Foundry isolation context, or deployment-specific request metadata.
-
-### Invocations
-
-`InvocationsChannel` exposes an invocation endpoint for server-side callers and tools. It maps the request body into `ChannelRequest` and renders the invocation result on the same HTTP response.
-
-Invocations is useful for typed workflow inputs because a `ChannelRunHook` can translate the request body into the workflow's expected input type.
-
-### Telegram
-
-`TelegramChannel` supports webhook or polling transport, native command registration, and message rendering back to the originating Telegram chat.
-
-The channel chooses a default `isolation_key` from Telegram-native data such as chat id, user id, or a configured user/chat scope. A `/new` or equivalent command may call `reset_session` for that isolation key.
-
-### Activity Protocol
-
-`ActivityChannel` supports Activity Protocol requests, typically through Azure Bot Service for Teams, Web Chat, and other Bot Framework-fronted surfaces.
-
-The channel maps incoming `Activity` objects to `ChannelRequest` and renders a reply activity to the originating conversation. Proactive Activity delivery, active-channel routing, and all-linked fan-out are not v1 host semantics.
-
-### Discord
-
-`DiscordChannel` supports Discord messages, slash commands, and interactions as channel-native input.
-
-The channel maps Discord-native user, guild, channel, thread, and interaction data into `ChannelRequest` metadata and a configured `ChannelSession.isolation_key`. It renders the result to the originating Discord response path.
-
-## High-level Samples
-
-### One agent on Responses
-
-```python
-host = AgentFrameworkHost(
-    target=agent,
-    channels=[ResponsesChannel()],
-)
-
-app = host.app
-```
-
-### One agent on multiple channels
-
-```python
-host = AgentFrameworkHost(
-    target=agent,
-    channels=[
-        ResponsesChannel(),
-        InvocationsChannel(),
-        TelegramChannel(bot_token=os.environ["TELEGRAM_BOT_TOKEN"]),
-    ],
-)
-
-host.serve(host="localhost", port=8000)
-```
-
-The host owns one Starlette app. Each channel contributes its own routes and renders its own response.
-
-### Adapting a request before execution
-
-```python
-from dataclasses import replace
-
-
-def enforce_options(request: ChannelRequest) -> ChannelRequest:
-    options = dict(request.options or {})
-    options["temperature"] = 0
-    return replace(request, options=options)
-
-
-host = AgentFrameworkHost(
-    target=agent,
-    channels=[ResponsesChannel(run_hook=enforce_options)],
-)
-```
-
-### Workflow with explicit checkpoints
-
-```python
-host = AgentFrameworkHost(
-    target=workflow,
-    channels=[InvocationsChannel(run_hook=adapt_to_workflow_input)],
-    checkpoint_location=Path("./.af-hosting/workflow_checkpoints"),
-)
-```
-
-The hook adapts channel-native input to the workflow's typed input. Checkpoints use the explicit workflow checkpoint location, not identity-link or delivery storage.
-
-### Message channel reset command
-
-```python
-async def new_chat(context):
-    if context.request.session is not None:
-        await context.host.reset_session(context.request.session.isolation_key)
-        await context.reply("Started a new conversation.")
-```
-
-Telegram, Activity Protocol, and Discord can expose equivalent native commands when their protocols support them.
-
-## Follow-up Enhancements
-
-See [ADR-0028](../decisions/0028-hosting-linking-multicast-enhancements.md) for the deferred design covering:
-
-- cross-channel identity linking,
-- authorization and allowlists,
-- non-originating response delivery,
-- active-channel routing,
-- multicast and all-linked delivery,
-- background runs and continuation tokens,
-- durable delivery runners,
-- retry/replay semantics, and
-- payload serialization.
-
-Those enhancements must layer on top of this v1 contract without requiring v1 users to adopt them.
-
-## Validation Gates
-
-The Python implementation should be considered complete when:
-
-- a sample uses one `AgentFrameworkHost` with multiple channels and no manual Starlette route composition,
-- each current channel has contract tests for route contribution, lifecycle, request parsing, hooks, and originating response rendering,
-- session tests prove shared `isolation_key` values share an `AgentSession` and `reset_session` rotates it,
-- workflow tests or samples use explicit `checkpoint_location`,
-- Foundry isolation middleware is covered by integration or contract tests,
-- no v1 package exposes the removed linking, multicast, durable-runner, or continuation APIs, and
-- this spec and ADR-0027 remain aligned.

dotnet/.github/skills/pull-requests/SKILL.md

@@ -1,116 +0,0 @@
----
-name: pull-requests
-description: >
-  Guidance for creating pull requests and handling PR review comments in the
-  Agent Framework repository. Use this when writing a PR description (filling out
-  the PR template) or when responding to and resolving review comments on an
-  existing PR.
----
-
-# Pull Request Workflow
-
-This skill covers two tasks: (1) writing a high-quality PR description, and
-(2) handling review comments on an existing PR.
-
-## 1. Writing the PR description
-
-Always follow the repository PR template at
-[`.github/pull_request_template.md`](../../../../.github/pull_request_template.md). Keep its
-exact structure and headings. Fill every section:
-
-### `### Motivation & Context`
-Explain *why* the change is needed: the problem it solves and the scenario it
-contributes to. Describe the net change relative to `main` — this is implied, so
-do **not** spell out "vs main" explicitly.
-
-### `### Description & Review Guide`
-Describe the changes, the overall approach, and the design. Answer the three
-prompts:
-- **What are the major changes?**
-- **What is the impact of these changes?**
-- **What do you want reviewers to focus on?** — This item is for **human
-  reviewers only**. Automated/AI reviewers must ignore it and review the entire
-  change rather than narrowing scope to it.
-
-### `### Related Issue`
-Link the issue the PR fixes using a GitHub closing keyword (`Fixes #123` /
-`Closes #123`) so it closes automatically on merge. A PR with no linked issue may
-be closed regardless of how valid the change is. Before opening, confirm there is
-no other open PR for the same issue; if there is, explain how this PR differs.
-
-### `### Contribution Checklist`
-Check every item that applies. For the breaking-change item:
-- Leave **"This is not a breaking change."** checked for the common case.
-- If the change **is** breaking, add the `breaking change` label **or** put
-  `[BREAKING]` in the title prefix, before or after a language prefix such as
-  `Python:` or `.NET:` — workflows keep the label and the title prefix in sync
-  automatically (see `.github/workflows/label-title-prefix.yml` and
-  `.github/workflows/label-pr.yml`).
-
-### Do not
-- Do **not** add ad-hoc sections such as "Validation" or "Tests run"; CI/CD and
-  the checklist already cover validation status.
-- Do **not** remove or reorder the template's headings.
-
-### Creating the PR
-Open new PRs as **drafts** until they are ready for review. Example:
-
-```bash
-gh pr create --repo microsoft/agent-framework --base main \
-  --head <your-fork-owner>:<branch> --draft \
-  --title "<concise title>" --body "<body following the template>"
-```
-
-## 2. Handling review comments
-
-When a PR receives review comments, follow this sequence — **do not start editing
-code before the user has reviewed the plan**:
-
-1. **Review the comments.** Read every review comment and thread on the PR,
-   including inline code comments and general review summaries.
-2. **Make a plan.** Produce a concrete plan describing how each comment will be
-   addressed (or why it should not be, with reasoning).
-3. **Let the user review the plan.** Present the plan and wait for the user's
-   approval or adjustments before implementing anything.
-4. **Implement.** Make the agreed changes.
-5. **Reply to every comment.** Add a reply to **all** comments explaining how it
-   was addressed (or the agreed outcome) — leave none unanswered.
-6. **Resolve resolved threads.** Mark a review thread as resolved only when the
-   comment has actually been addressed.
-
-### Useful commands
-
-List review comments and threads:
-
-```bash
-# Inline review comments
-gh api repos/{owner}/{repo}/pulls/{pr}/comments
-
-# Review threads with resolution state (GraphQL)
-gh api graphql -f query='
-  query($owner:String!,$repo:String!,$pr:Int!){
-    repository(owner:$owner,name:$repo){
-      pullRequest(number:$pr){
-        reviewThreads(first:100){
-          nodes{ id isResolved comments(first:50){ nodes{ id body author{login} } } }
-        }
-      }
-    }
-  }' -F owner={owner} -F repo={repo} -F pr={pr}
-```
-
-Reply to an inline review comment:
-
-```bash
-gh api repos/{owner}/{repo}/pulls/{pr}/comments/{comment_id}/replies \
-  -f body="Addressed in <commit>: <explanation>"
-```
-
-Resolve a review thread (needs the thread node id from the GraphQL query above):
-
-```bash
-gh api graphql -f query='
-  mutation($threadId:ID!){
-    resolveReviewThread(input:{threadId:$threadId}){ thread{ isResolved } }
-  }' -F threadId={thread_id}
-```

dotnet/.github/skills/verify-samples-tool/SKILL.md

@@ -1,4 +1,4 @@
----
+---
 name: verify-samples-tool
 description: How to use the verify-samples tool to run, verify, and manage sample definitions in the Agent Framework repository. Use this when adding, updating, or running sample verification.
 ---
@@ -157,7 +157,7 @@ new SampleDefinition
 new SampleDefinition
 {
     Name = "Agent_With_AzureOpenAIChatCompletion",
-    ProjectPath = "samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIChatCompletion",
+    ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureOpenAIChatCompletion",
     RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
     OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
     ExpectedOutputDescription =
@@ -173,11 +173,11 @@ new SampleDefinition
 ```csharp
 new SampleDefinition
 {
-    Name = "Workflow_Visualization",
-    ProjectPath = "samples/03-workflows/Visualization",
+    Name = "Workflow_Declarative_GenerateCode",
+    ProjectPath = "samples/03-workflows/Declarative/GenerateCode",
     IsDeterministic = true,
-    MustContain = ["Generating workflow visualization...", "Mermaid string:", "DiGraph string:"],
-    ExpectedOutputDescription = ["The output should show workflow visualization in Mermaid and DiGraph formats."],
+    MustContain = ["WORKFLOW: Parsing", "WORKFLOW: Defined"],
+    ExpectedOutputDescription = ["The output should show a YAML workflow being parsed and C# code being generated from it."],
 },
 ```
 
@@ -223,5 +223,3 @@ new SampleDefinition
     SkipReason = "Runs as an MCP stdio server that does not exit on its own.",
 },
 ```
-
-

dotnet/.gitignore

@@ -402,11 +402,4 @@ FodyWeavers.xsd
 *.msp
 
 # JetBrains Rider
-*.sln.iml
-
-# Foundry agent CLI config (contains secrets, auto-generated)
-.foundry-agent.json
-.foundry-agent-build.log
-
-# Pre-published output for Docker builds
-out/
+*.sln.iml

dotnet/AGENTS.md

@@ -10,10 +10,6 @@ See `./.github/skills/build-and-test/SKILL.md` for detailed instructions on buil
 
 See `./.github/skills/project-structure/SKILL.md` for an overview of the project structure.
 
-## Pull Requests
-
-See `./.github/skills/pull-requests/SKILL.md` for guidance on writing PR descriptions and handling/resolving PR review comments.
-
 ### Core types
 
 - `AIAgent`: The abstract base class that all agents derive from, providing common methods for interacting with an agent.

dotnet/Directory.Packages.props

@@ -7,33 +7,23 @@
   </PropertyGroup>
   <PropertyGroup>
     <!-- Aspire -->
-    <AspireAppHostSdkVersion>13.1.0</AspireAppHostSdkVersion>
+    <AspireAppHostSdkVersion>13.0.2</AspireAppHostSdkVersion>
   </PropertyGroup>
   <ItemGroup>
     <!-- Aspire.* -->
-    <PackageVersion Include="Anthropic" Version="12.20.0" />
-    <PackageVersion Include="Anthropic.Foundry" Version="0.6.0" />
-    <PackageVersion Include="Aspire.Hosting" Version="$(AspireAppHostSdkVersion)" />
+    <PackageVersion Include="Anthropic" Version="12.13.0" />
+    <PackageVersion Include="Anthropic.Foundry" Version="0.5.0" />
     <PackageVersion Include="Aspire.Azure.AI.OpenAI" Version="13.0.0-preview.1.25560.3" />
-    <PackageVersion Include="Aspire.Azure.AI.Inference" Version="13.1.0-preview.1.25616.3" />
-    <PackageVersion Include="Aspire.Hosting.Azure.AIFoundry" Version="13.1.0-preview.1.25616.3" />
     <PackageVersion Include="Aspire.Hosting.AppHost" Version="$(AspireAppHostSdkVersion)" />
     <PackageVersion Include="Aspire.Hosting.Azure.CognitiveServices" Version="$(AspireAppHostSdkVersion)" />
     <PackageVersion Include="Aspire.Microsoft.Azure.Cosmos" Version="$(AspireAppHostSdkVersion)" />
     <PackageVersion Include="CommunityToolkit.Aspire.OllamaSharp" Version="13.0.0" />
-    <PackageVersion Include="MessagePack" Version="3.1.7" /> <!-- Transitive dependency of Aspire pinned to newer version due to vulnerability in 2.5.192 -->
     <!-- Azure.* -->
-    <PackageVersion Include="Azure.AI.AgentServer.Core" Version="1.0.0-beta.26" />
-    <PackageVersion Include="Azure.AI.AgentServer.Invocations" Version="1.0.0-beta.5" />
-    <PackageVersion Include="Azure.AI.AgentServer.Responses" Version="1.0.0-beta.6" />
-    <PackageVersion Include="Azure.Search.Documents" Version="12.0.0" />
-    <PackageVersion Include="Azure.AI.Projects" Version="2.1.0-beta.3" />
+    <PackageVersion Include="Azure.AI.Projects" Version="2.0.0" />
     <PackageVersion Include="Azure.AI.Agents.Persistent" Version="1.2.0-beta.10" />
     <PackageVersion Include="Azure.AI.OpenAI" Version="2.9.0-beta.1" />
-    <PackageVersion Include="Azure.Core" Version="1.57.0" />
-    <PackageVersion Include="Azure.Identity" Version="1.21.0" />
-    <PackageVersion Include="DotNetEnv" Version="3.1.1" />
-    <PackageVersion Include="Azure.Monitor.OpenTelemetry.Exporter" Version="1.5.0" />
+    <PackageVersion Include="Azure.Identity" Version="1.20.0" />
+    <PackageVersion Include="Azure.Monitor.OpenTelemetry.Exporter" Version="1.4.0" />
     <!-- Google Gemini  -->
     <PackageVersion Include="Google.GenAI" Version="1.6.0" />
     <PackageVersion Include="Mscc.GenerativeAI.Microsoft" Version="2.9.3" />
@@ -42,78 +32,71 @@
     <!-- Newtonsoft.Json -->
     <PackageVersion Include="Newtonsoft.Json" Version="13.0.4" />
     <!-- System.* -->
-    <PackageVersion Include="Microsoft.Bcl.AsyncInterfaces" Version="10.0.8" />
+    <PackageVersion Include="Microsoft.Bcl.AsyncInterfaces" Version="10.0.6" />
     <PackageVersion Include="Microsoft.Bcl.HashCode" Version="6.0.0" />
-    <PackageVersion Include="Microsoft.Bcl.Memory" Version="10.0.5" />
-    <PackageVersion Include="System.ClientModel" Version="1.13.0" />
+    <PackageVersion Include="Microsoft.Bcl.Memory" Version="10.0.4" />
+    <PackageVersion Include="System.ClientModel" Version="1.10.0" />
     <PackageVersion Include="System.CodeDom" Version="10.0.0" />
     <PackageVersion Include="System.Collections.Immutable" Version="10.0.1" />
     <PackageVersion Include="System.CommandLine" Version="2.0.0-rc.2.25502.107" />
-    <PackageVersion Include="System.Diagnostics.DiagnosticSource" Version="10.0.8" />
-    <PackageVersion Include="System.Linq.AsyncEnumerable" Version="10.0.5" />
+    <PackageVersion Include="System.Diagnostics.DiagnosticSource" Version="10.0.6" />
+    <PackageVersion Include="System.Linq.AsyncEnumerable" Version="10.0.4" />
     <PackageVersion Include="System.Net.Http.Json" Version="10.0.0" />
-    <PackageVersion Include="System.Net.ServerSentEvents" Version="10.0.5" />
-    <PackageVersion Include="System.Text.Json" Version="10.0.8" />
-    <PackageVersion Include="System.Threading.Channels" Version="10.0.8" />
+    <PackageVersion Include="System.Net.ServerSentEvents" Version="10.0.4" />
+    <PackageVersion Include="System.Text.Json" Version="10.0.6" />
+    <PackageVersion Include="System.Threading.Channels" Version="10.0.6" />
     <PackageVersion Include="System.Threading.Tasks.Extensions" Version="4.6.3" />
     <PackageVersion Include="System.Net.Security" Version="4.3.2" />
     <!-- OpenTelemetry -->
-    <PackageVersion Include="OpenTelemetry" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Api" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Exporter.Console" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Exporter.InMemory" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Exporter.OpenTelemetryProtocol" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Extensions.Hosting" Version="1.15.3" />
-    <PackageVersion Include="OpenTelemetry.Instrumentation.AspNetCore" Version="1.15.2" />
-    <PackageVersion Include="OpenTelemetry.Instrumentation.Http" Version="1.15.1" />
-    <PackageVersion Include="OpenTelemetry.Instrumentation.Runtime" Version="1.15.1" />
+    <PackageVersion Include="OpenTelemetry" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Api" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Exporter.Console" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Exporter.InMemory" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Exporter.OpenTelemetryProtocol" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Extensions.Hosting" Version="1.13.1" />
+    <PackageVersion Include="OpenTelemetry.Instrumentation.AspNetCore" Version="1.13.0" />
+    <PackageVersion Include="OpenTelemetry.Instrumentation.Http" Version="1.13.0" />
+    <PackageVersion Include="OpenTelemetry.Instrumentation.Runtime" Version="1.13.0" />
     <!-- Microsoft.AspNetCore.* -->
     <PackageVersion Include="Microsoft.AspNetCore.Authentication.JwtBearer" Version="10.0.0" />
     <PackageVersion Include="Microsoft.AspNetCore.Authentication.OpenIdConnect" Version="10.0.0" />
     <PackageVersion Include="Microsoft.AspNetCore.OpenApi" Version="10.0.0" />
     <PackageVersion Include="Swashbuckle.AspNetCore.SwaggerUI" Version="10.0.0" />
     <!-- Microsoft.Extensions.* -->
-    <PackageVersion Include="Microsoft.Extensions.AI" Version="10.6.0" />
-    <PackageVersion Include="Microsoft.Extensions.AI.Abstractions" Version="10.6.0" />
-    <PackageVersion Include="Microsoft.Extensions.AI.Evaluation" Version="10.6.0" />
-    <PackageVersion Include="Microsoft.Extensions.AI.Evaluation.Quality" Version="10.6.0" />
-    <PackageVersion Include="Microsoft.Extensions.AI.Evaluation.Safety" Version="10.6.0" />
-    <PackageVersion Include="Microsoft.Extensions.AI.OpenAI" Version="10.6.0" />
+    <PackageVersion Include="Microsoft.Extensions.AI" Version="10.5.0" />
+    <PackageVersion Include="Microsoft.Extensions.AI.Abstractions" Version="10.5.0" />
+    <PackageVersion Include="Microsoft.Extensions.AI.OpenAI" Version="10.5.0" />
     <PackageVersion Include="Microsoft.Extensions.Caching.Memory" Version="10.0.0" />
     <PackageVersion Include="Microsoft.Extensions.Compliance.Abstractions" Version="10.5.0" />
-    <PackageVersion Include="Microsoft.Extensions.Configuration" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.Configuration.Binder" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.Configuration.EnvironmentVariables" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.Configuration.Json" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.Configuration.UserSecrets" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.DependencyInjection" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="10.0.8" />
-    <PackageVersion Include="Microsoft.Extensions.FileSystemGlobbing" Version="10.0.6" />
-    <PackageVersion Include="Microsoft.Extensions.Hosting" Version="10.0.1" />
+    <PackageVersion Include="Microsoft.Extensions.Configuration" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.Configuration.Binder" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.Configuration.EnvironmentVariables" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.Configuration.Json" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.Configuration.UserSecrets" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.DependencyInjection" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="10.0.6" />
+    <PackageVersion Include="Microsoft.Extensions.Hosting" Version="10.0.0" />
     <PackageVersion Include="Microsoft.Extensions.Http.Resilience" Version="10.0.0" />
-    <PackageVersion Include="Microsoft.Extensions.Logging" Version="10.0.1" />
-    <PackageVersion Include="Microsoft.Extensions.Logging.Abstractions" Version="10.0.8" />
-    <PackageVersion Include="Microsoft.Extensions.Logging.Console" Version="10.0.1" />
+    <PackageVersion Include="Microsoft.Extensions.Logging" Version="10.0.0" />
+    <PackageVersion Include="Microsoft.Extensions.Logging.Abstractions" Version="10.0.6" />
+    <PackageVersion Include="Microsoft.Extensions.Logging.Console" Version="10.0.0" />
     <PackageVersion Include="Microsoft.Extensions.ServiceDiscovery" Version="10.0.0" />
     <PackageVersion Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.7.0" />
     <!-- Vector Stores -->
     <PackageVersion Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.67.0-preview" />
     <PackageVersion Include="Microsoft.SemanticKernel.Connectors.Qdrant" Version="1.67.0-preview" />
     <!-- Agent SDKs -->
-    <PackageVersion Include="GitHub.Copilot.SDK" Version="1.0.0" />
+    <PackageVersion Include="GitHub.Copilot.SDK" Version="0.1.29" />
     <PackageVersion Include="Microsoft.Agents.CopilotStudio.Client" Version="1.3.171-beta" />
     <!-- M365 Agents SDK -->
     <PackageVersion Include="AdaptiveCards" Version="3.1.0" />
     <PackageVersion Include="Microsoft.Agents.Authentication.Msal" Version="1.3.171-beta" />
     <PackageVersion Include="Microsoft.Agents.Hosting.AspNetCore" Version="1.3.171-beta" />
     <!-- A2A -->
-    <PackageVersion Include="A2A" Version="1.0.0-preview2" />
-    <PackageVersion Include="A2A.AspNetCore" Version="1.0.0-preview2" />
+    <PackageVersion Include="A2A" Version="0.3.4-preview" />
+    <PackageVersion Include="A2A.AspNetCore" Version="0.3.4-preview" />
     <!-- MCP -->
-    <PackageVersion Include="ModelContextProtocol" Version="1.2.0" />
-    <!-- Hyperlight -->
-    <PackageVersion Include="Hyperlight.HyperlightSandbox.Api" Version="0.4.0" />
-    <PackageVersion Include="Hyperlight.HyperlightSandbox.Guest.Python" Version="0.4.0" />
+    <PackageVersion Include="ModelContextProtocol" Version="1.1.0" />
     <!-- Inference SDKs -->
     <PackageVersion Include="Microsoft.ML.OnnxRuntimeGenAI" Version="0.10.0" />
     <PackageVersion Include="Microsoft.ML.Tokenizers" Version="2.0.0" />
@@ -139,15 +122,8 @@
     <PackageVersion Include="Microsoft.Azure.Functions.Worker.Extensions.Http.AspNetCore" Version="2.1.0" />
     <PackageVersion Include="Microsoft.Azure.Functions.Worker.Extensions.Mcp" Version="1.0.0" />
     <PackageVersion Include="Microsoft.Azure.Functions.Worker.Sdk" Version="2.0.7" />
-    <!-- Valkey -->
     <!-- Redis -->
     <PackageVersion Include="StackExchange.Redis" Version="2.10.1" />
-    <!-- Valkey -->
-    <PackageVersion Include="Valkey.Glide" Version="1.1.0" />
-    <!-- Console UX -->
-    <PackageVersion Include="Spectre.Console" Version="0.49.1" />
-    <!-- AWS -->
-    <PackageVersion Include="AWSSDK.Extensions.Bedrock.MEAI" Version="4.0.6.10" />
     <!-- Test -->
     <PackageVersion Include="FluentAssertions" Version="8.8.0" />
     <PackageVersion Include="Microsoft.AspNetCore.TestHost" Condition="'$(TargetFramework)' == 'net8.0'" Version="8.0.22" />

dotnet/README.md

@@ -33,4 +33,3 @@ Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Fram
 - [Design Documents](../docs/design)
 - [Architectural Decision Records](../docs/decisions)
 - [MSFT Learn Docs](https://learn.microsoft.com/agent-framework/overview/agent-framework-overview)
-

dotnet/agent-framework-dotnet.slnx

@@ -1,4 +1,4 @@
-<Solution>
+<Solution>
   <Configurations>
     <BuildType Name="Debug" />
     <BuildType Name="Publish" />
@@ -22,25 +22,20 @@
   </Folder>
   <Folder Name="/Samples/02-agents/AgentProviders/">
     <File Path="samples/02-agents/AgentProviders/README.md" />
-    <Project Path="samples/02-agents/AgentProviders/a2a/Agent_With_A2A/Agent_With_A2A.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/anthropic/Agent_With_Anthropic/Agent_With_Anthropic.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/azure/Agent_With_AzureAIProject/Agent_With_AzureAIProject.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/azure/Agent_With_AzureFoundryModel/Agent_With_AzureFoundryModel.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIChatCompletion/Agent_With_AzureOpenAIChatCompletion.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIResponses/Agent_With_AzureOpenAIResponses.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/custom/Agent_With_CustomImplementation/Agent_With_CustomImplementation.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/github-copilot/Agent_With_GitHubCopilot/Agent_With_GitHubCopilot.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/google-gemini/Agent_With_GoogleGemini/Agent_With_GoogleGemini.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/ollama/Agent_With_Ollama/Agent_With_Ollama.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/onnx/Agent_With_ONNX/Agent_With_ONNX.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_With_OpenAIChatCompletion/Agent_With_OpenAIChatCompletion.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_With_OpenAIResponses/Agent_With_OpenAIResponses.csproj" />
-  </Folder>
-  <Folder Name="/Samples/05-end-to-end/DevUIAspireIntegration/">
-    <Project Path="samples/05-end-to-end/DevUIAspireIntegration/DevUIIntegration.AppHost/DevUIIntegration.AppHost.csproj" />
-    <Project Path="samples/05-end-to-end/DevUIAspireIntegration/DevUIIntegration.ServiceDefaults/DevUIIntegration.ServiceDefaults.csproj" />
-    <Project Path="samples/05-end-to-end/DevUIAspireIntegration/EditorAgent/EditorAgent.csproj" />
-    <Project Path="samples/05-end-to-end/DevUIAspireIntegration/WriterAgent/WriterAgent.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_A2A/Agent_With_A2A.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_Anthropic/Agent_With_Anthropic.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_AzureAIAgentsPersistent/Agent_With_AzureAIAgentsPersistent.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_AzureAIProject/Agent_With_AzureAIProject.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_AzureFoundryModel/Agent_With_AzureFoundryModel.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_AzureOpenAIChatCompletion/Agent_With_AzureOpenAIChatCompletion.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_AzureOpenAIResponses/Agent_With_AzureOpenAIResponses.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_CustomImplementation/Agent_With_CustomImplementation.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_GitHubCopilot/Agent_With_GitHubCopilot.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_GoogleGemini/Agent_With_GoogleGemini.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_Ollama/Agent_With_Ollama.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_ONNX/Agent_With_ONNX.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_OpenAIChatCompletion/Agent_With_OpenAIChatCompletion.csproj" />
+    <Project Path="samples/02-agents/AgentProviders/Agent_With_OpenAIResponses/Agent_With_OpenAIResponses.csproj" />
   </Folder>
   <Folder Name="/Samples/02-agents/Agents/">
     <File Path="samples/02-agents/Agents/README.md" />
@@ -63,8 +58,6 @@
     <Project Path="samples/02-agents/Agents/Agent_Step17_AdditionalAIContext/Agent_Step17_AdditionalAIContext.csproj" />
     <Project Path="samples/02-agents/Agents/Agent_Step18_CompactionPipeline/Agent_Step18_CompactionPipeline.csproj" />
     <Project Path="samples/02-agents/Agents/Agent_Step19_InFunctionLoopCheckpointing/Agent_Step19_InFunctionLoopCheckpointing.csproj" />
-    <Project Path="samples/02-agents/Agents/Agent_Step20_DynamicFunctionTools/Agent_Step20_DynamicFunctionTools.csproj" />
-    <Project Path="samples/02-agents/Agents/Agent_Step21_ShellWithEnvironment/Agent_Step21_ShellWithEnvironment.csproj" />
   </Folder>
   <Folder Name="/Samples/02-agents/DeclarativeAgents/">
     <Project Path="samples/02-agents/DeclarativeAgents/ChatClient/DeclarativeChatClientAgents.csproj" />
@@ -116,22 +109,6 @@
     <Project Path="samples/02-agents/AgentSkills/Agent_Step03_ClassBasedSkills/Agent_Step03_ClassBasedSkills.csproj" />
     <Project Path="samples/02-agents/AgentSkills/Agent_Step04_MixedSkills/Agent_Step04_MixedSkills.csproj" />
     <Project Path="samples/02-agents/AgentSkills/Agent_Step05_SkillsWithDI/Agent_Step05_SkillsWithDI.csproj" />
-    <Project Path="samples/02-agents/AgentSkills/Agent_Step06_McpBasedSkills/Agent_Step06_McpBasedSkills.csproj" />
-    <Project Path="samples/02-agents/AgentSkills/Agent_Step07_SkillsAutoApproval/Agent_Step07_SkillsAutoApproval.csproj" />
-  </Folder>
-  <Folder Name="/Samples/02-agents/Harness/">
-    <File Path="samples/02-agents/Harness/README.md" />
-    <Project Path="samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step01_MeetYourClaw/Claw_Step01_MeetYourClaw.csproj" />
-    <Project Path="samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step02_WorkingWithData/Claw_Step02_WorkingWithData.csproj" />
-    <Project Path="samples/02-agents/Harness/ConsoleReactiveComponents/ConsoleReactiveComponents.csproj" />
-    <Project Path="samples/02-agents/Harness/ConsoleReactiveFramework/ConsoleReactiveFramework.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Shared_Console/Harness_Shared_Console.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Shared_Console_OpenAI/Harness_Shared_Console_OpenAI.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Step01_Research/Harness_Step01_Research.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Step02_Research_WithBackgroundAgents/Harness_Step02_Research_WithBackgroundAgents.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Step03_DataProcessing/Harness_Step03_DataProcessing.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Step04_CodeExecution/Harness_Step04_CodeExecution.csproj" />
-    <Project Path="samples/02-agents/Harness/Harness_Step05_Loop/Harness_Step05_Loop.csproj" />
   </Folder>
   <Folder Name="/Samples/02-agents/AGUI/Step05_StateManagement/">
     <Project Path="samples/02-agents/AGUI/Step05_StateManagement/Client/Client.csproj" />
@@ -141,73 +118,55 @@
     <File Path="samples/02-agents/DevUI/README.md" />
     <Project Path="samples/02-agents/DevUI/DevUI_Step01_BasicUsage/DevUI_Step01_BasicUsage.csproj" />
   </Folder>
-  <Folder Name="/Samples/02-agents/AgentProviders/anthropic/">
-    <File Path="samples/02-agents/AgentProviders/anthropic/README.md" />
-    <Project Path="samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step01_Running/Agent_Anthropic_Step01_Running.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step02_Reasoning/Agent_Anthropic_Step02_Reasoning.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step03_UsingFunctionTools/Agent_Anthropic_Step03_UsingFunctionTools.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step04_UsingSkills/Agent_Anthropic_Step04_UsingSkills.csproj" />
+  <Folder Name="/Samples/02-agents/AgentWithAnthropic/">
+    <File Path="samples/02-agents/AgentWithAnthropic/README.md" />
+    <Project Path="samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step01_Running/Agent_Anthropic_Step01_Running.csproj" />
+    <Project Path="samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step02_Reasoning/Agent_Anthropic_Step02_Reasoning.csproj" />
+    <Project Path="samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step03_UsingFunctionTools/Agent_Anthropic_Step03_UsingFunctionTools.csproj" />
+    <Project Path="samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step04_UsingSkills/Agent_Anthropic_Step04_UsingSkills.csproj" />
   </Folder>
-  <Folder Name="/Samples/02-agents/AgentProviders/foundry/">
-    <File Path="samples/02-agents/AgentProviders/foundry/README.md" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step00_FoundryAgentLifecycle/Agent_Step00_FoundryAgentLifecycle.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step01_Basics/Agent_Step01_Basics.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step02.1_MultiturnConversation/Agent_Step02.1_MultiturnConversation.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step02.2_MultiturnWithServerConversations/Agent_Step02.2_MultiturnWithServerConversations.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step03_UsingFunctionTools/Agent_Step03_UsingFunctionTools.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step04_UsingFunctionToolsWithApprovals/Agent_Step04_UsingFunctionToolsWithApprovals.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step05_StructuredOutput/Agent_Step05_StructuredOutput.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step06_PersistedConversations/Agent_Step06_PersistedConversations.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step07_Observability/Agent_Step07_Observability.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step08_DependencyInjection/Agent_Step08_DependencyInjection.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step09_UsingMcpClientAsTools/Agent_Step09_UsingMcpClientAsTools.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step10_UsingImages/Agent_Step10_UsingImages.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step11_AsFunctionTool/Agent_Step11_AsFunctionTool.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step12_Middleware/Agent_Step12_Middleware.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step13_Plugins/Agent_Step13_Plugins.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step14_CodeInterpreter/Agent_Step14_CodeInterpreter.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step15_ComputerUse/Agent_Step15_ComputerUse.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step16_FileSearch/Agent_Step16_FileSearch.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step17_OpenAPITools/Agent_Step17_OpenAPITools.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step18_BingCustomSearch/Agent_Step18_BingCustomSearch.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step19_SharePoint/Agent_Step19_SharePoint.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step20_MicrosoftFabric/Agent_Step20_MicrosoftFabric.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step21_WebSearch/Agent_Step21_WebSearch.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step22_MemorySearch/Agent_Step22_MemorySearch.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step23_LocalMCP/Agent_Step23_LocalMCP.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step24_CodeInterpreterFileDownload/Agent_Step24_CodeInterpreterFileDownload.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step25_FoundryToolboxMcp/Agent_Step25_FoundryToolboxMcp.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/foundry/Agent_Step26_FoundryToolboxMcpSkills/Agent_Step26_FoundryToolboxMcpSkills.csproj" />
-  </Folder>
-  <Folder Name="/Samples/02-agents/Evaluation/">
-    <Project Path="samples/02-agents/Evaluation/Evaluation_CustomEvals/Evaluation_CustomEvals.csproj" />
-    <Project Path="samples/02-agents/Evaluation/Evaluation_ExpectedOutputs/Evaluation_ExpectedOutputs.csproj" />
-    <Project Path="samples/02-agents/Evaluation/Evaluation_Multimodal/Evaluation_Multimodal.csproj" />
-    <Project Path="samples/02-agents/Evaluation/Evaluation_SimpleEval/Evaluation_SimpleEval.csproj" />
-  </Folder>
-  <Folder Name="/Samples/02-agents/AgentWithCodeAct/">
-    <File Path="samples/02-agents/AgentWithCodeAct/README.md" />
-    <Project Path="samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step01_Interpreter/AgentWithCodeAct_Step01_Interpreter.csproj" />
-    <Project Path="samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step02_ToolEnabled/AgentWithCodeAct_Step02_ToolEnabled.csproj" />
-    <Project Path="samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step03_ManualWiring/AgentWithCodeAct_Step03_ManualWiring.csproj" />
+  <Folder Name="/Samples/02-agents/AgentsWithFoundry/">
+    <File Path="samples/02-agents/AgentsWithFoundry/README.md" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step00_FoundryAgentLifecycle/Agent_Step00_FoundryAgentLifecycle.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step01_Basics/Agent_Step01_Basics.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step02.1_MultiturnConversation/Agent_Step02.1_MultiturnConversation.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step02.2_MultiturnWithServerConversations/Agent_Step02.2_MultiturnWithServerConversations.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step03_UsingFunctionTools/Agent_Step03_UsingFunctionTools.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step04_UsingFunctionToolsWithApprovals/Agent_Step04_UsingFunctionToolsWithApprovals.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step05_StructuredOutput/Agent_Step05_StructuredOutput.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step06_PersistedConversations/Agent_Step06_PersistedConversations.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step07_Observability/Agent_Step07_Observability.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step08_DependencyInjection/Agent_Step08_DependencyInjection.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step09_UsingMcpClientAsTools/Agent_Step09_UsingMcpClientAsTools.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step10_UsingImages/Agent_Step10_UsingImages.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step11_AsFunctionTool/Agent_Step11_AsFunctionTool.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step12_Middleware/Agent_Step12_Middleware.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step13_Plugins/Agent_Step13_Plugins.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step14_CodeInterpreter/Agent_Step14_CodeInterpreter.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step15_ComputerUse/Agent_Step15_ComputerUse.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step16_FileSearch/Agent_Step16_FileSearch.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step17_OpenAPITools/Agent_Step17_OpenAPITools.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step18_BingCustomSearch/Agent_Step18_BingCustomSearch.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step19_SharePoint/Agent_Step19_SharePoint.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step20_MicrosoftFabric/Agent_Step20_MicrosoftFabric.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step21_WebSearch/Agent_Step21_WebSearch.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step22_MemorySearch/Agent_Step22_MemorySearch.csproj" />
+    <Project Path="samples/02-agents/AgentsWithFoundry/Agent_Step23_LocalMCP/Agent_Step23_LocalMCP.csproj" />
   </Folder>
   <Folder Name="/Samples/02-agents/AgentWithMemory/">
     <File Path="samples/02-agents/AgentWithMemory/README.md" />
     <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step01_ChatHistoryMemory/AgentWithMemory_Step01_ChatHistoryMemory.csproj" />
     <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step02_MemoryUsingMem0/AgentWithMemory_Step02_MemoryUsingMem0.csproj" />
-    <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step03_MemoryUsingValkey/AgentWithMemory_Step03_MemoryUsingValkey.csproj" />
-    <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step03_MemoryUsingValkey_Bedrock/AgentWithMemory_Step03_MemoryUsingValkey_Bedrock.csproj" />
     <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step04_MemoryUsingFoundry/AgentWithMemory_Step04_MemoryUsingFoundry.csproj" />
     <Project Path="samples/02-agents/AgentWithMemory/AgentWithMemory_Step05_BoundedChatHistory/AgentWithMemory_Step05_BoundedChatHistory.csproj" />
   </Folder>
-  <Folder Name="/Samples/02-agents/AgentProviders/openai/">
-    <File Path="samples/02-agents/AgentProviders/openai/README.md" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step01_Running/Agent_OpenAI_Step01_Running.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step02_Reasoning/Agent_OpenAI_Step02_Reasoning.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step03_CreateFromChatClient/Agent_OpenAI_Step03_CreateFromChatClient.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step05_Conversation/Agent_OpenAI_Step05_Conversation.csproj" />
-    <Project Path="samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step06_CodeInterpreterFileDownload/Agent_OpenAI_Step06_CodeInterpreterFileDownload.csproj" />
+  <Folder Name="/Samples/02-agents/AgentWithOpenAI/">
+    <File Path="samples/02-agents/AgentWithOpenAI/README.md" />
+    <Project Path="samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step01_Running/Agent_OpenAI_Step01_Running.csproj" />
+    <Project Path="samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step02_Reasoning/Agent_OpenAI_Step02_Reasoning.csproj" />
+    <Project Path="samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step03_CreateFromChatClient/Agent_OpenAI_Step03_CreateFromChatClient.csproj" />
+    <Project Path="samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient.csproj" />
+    <Project Path="samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step05_Conversation/Agent_OpenAI_Step05_Conversation.csproj" />
   </Folder>
   <Folder Name="/Samples/02-agents/AgentWithRAG/">
     <File Path="samples/02-agents/AgentWithRAG/README.md" />
@@ -219,8 +178,6 @@
   </Folder>
   <Folder Name="/Samples/02-agents/ModelContextProtocol/">
     <File Path="samples/02-agents/ModelContextProtocol/README.md" />
-    <Project Path="samples/02-agents/ModelContextProtocol/Agent_MCP_LongRunningTask_Client/Agent_MCP_LongRunningTask_Client.csproj" />
-    <Project Path="samples/02-agents/ModelContextProtocol/Agent_MCP_PerRun_AuthHeaders/Agent_MCP_PerRun_AuthHeaders.csproj" />
     <Project Path="samples/02-agents/ModelContextProtocol/Agent_MCP_Server/Agent_MCP_Server.csproj" />
     <Project Path="samples/02-agents/ModelContextProtocol/Agent_MCP_Server_Auth/Agent_MCP_Server_Auth.csproj" />
     <Project Path="samples/02-agents/ModelContextProtocol/FoundryAgent_Hosted_MCP/FoundryAgent_Hosted_MCP.csproj" />
@@ -243,17 +200,16 @@
   </Folder>
   <Folder Name="/Samples/03-workflows/Declarative/">
     <File Path="samples/03-workflows/Declarative/README.md" />
-    <Project Path="samples/03-workflows/Declarative/AotCheckpointing/AotCheckpointing.csproj" />
     <Project Path="samples/03-workflows/Declarative/ConfirmInput/ConfirmInput.csproj" />
     <Project Path="samples/03-workflows/Declarative/CustomerSupport/CustomerSupport.csproj" />
     <Project Path="samples/03-workflows/Declarative/DeepResearch/DeepResearch.csproj" />
+    <Project Path="samples/03-workflows/Declarative/ExecuteCode/ExecuteCode.csproj" />
     <Project Path="samples/03-workflows/Declarative/ExecuteWorkflow/ExecuteWorkflow.csproj" />
     <Project Path="samples/03-workflows/Declarative/FunctionTools/FunctionTools.csproj" />
+    <Project Path="samples/03-workflows/Declarative/GenerateCode/GenerateCode.csproj" />
     <Project Path="samples/03-workflows/Declarative/HostedWorkflow/HostedWorkflow.csproj" />
     <Project Path="samples/03-workflows/Declarative/InputArguments/InputArguments.csproj" />
-    <Project Path="samples/03-workflows/Declarative/InvokeFoundryToolboxMcp/InvokeFoundryToolboxMcp.csproj" />
     <Project Path="samples/03-workflows/Declarative/InvokeFunctionTool/InvokeFunctionTool.csproj" />
-    <Project Path="samples/03-workflows/Declarative/InvokeHttpRequest/InvokeHttpRequest.csproj" />
     <Project Path="samples/03-workflows/Declarative/InvokeMcpTool/InvokeMcpTool.csproj" />
     <Project Path="samples/03-workflows/Declarative/Marketing/Marketing.csproj" />
     <Project Path="samples/03-workflows/Declarative/StudentTeacher/StudentTeacher.csproj" />
@@ -287,10 +243,6 @@
   <Folder Name="/Samples/03-workflows/HumanInTheLoop/">
     <Project Path="samples/03-workflows/HumanInTheLoop/HumanInTheLoopBasic/HumanInTheLoopBasic.csproj" />
   </Folder>
-  <Folder Name="/Samples/03-workflows/Orchestration/">
-    <Project Path="samples/03-workflows/Orchestration/Handoff/Handoff.csproj" />
-    <Project Path="samples/03-workflows/Orchestration/Magentic/Magentic.csproj" />
-  </Folder>
   <Folder Name="/Samples/03-workflows/Observability/">
     <Project Path="samples/03-workflows/Observability/ApplicationInsights/ApplicationInsights.csproj" />
     <Project Path="samples/03-workflows/Observability/AspireDashboard/AspireDashboard.csproj" />
@@ -308,77 +260,7 @@
     <Project Path="samples/03-workflows/_StartHere/06_MixedWorkflowAgentsAndExecutors/06_MixedWorkflowAgentsAndExecutors.csproj" />
     <Project Path="samples/03-workflows/_StartHere/07_WriterCriticWorkflow/07_WriterCriticWorkflow.csproj" />
   </Folder>
-  <Folder Name="/Samples/03-workflows/Evaluation/">
-    <Project Path="samples/03-workflows/Evaluation/Evaluation_WorkflowEval/Evaluation_WorkflowEval.csproj" />
-    <Project Path="samples/03-workflows/Evaluation/Evaluation_WorkflowExpectedOutputs/Evaluation_WorkflowExpectedOutputs.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/">
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/" />
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/invocations/" />
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/invocations/Hosted-Invocations-EchoAgent/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/invocations/Hosted-Invocations-EchoAgent/Hosted-Invocations-EchoAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/invocations/Using-Samples/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/invocations/Using-Samples/SimpleInvocationsAgent/SimpleInvocationsAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/" />
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-ChatClientAgent/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-ChatClientAgent/HostedChatClientAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-FoundryAgent/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-FoundryAgent/HostedFoundryAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Files/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Files/HostedFiles.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalTools/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalTools/HostedLocalTools.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalCodeAct/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalCodeAct/HostedLocalCodeAct.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-McpTools/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-McpTools/HostedMcpTools.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-MemoryAgent/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-MemoryAgent/HostedMemoryAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Observability/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Observability/HostedObservability.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted_Shared_Contributor_Setup/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted_Shared_Contributor_Setup/Hosted_Shared_Contributor_Setup.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox/HostedToolbox.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox-AuthPaths/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox-AuthPaths/Hosted-Toolbox-AuthPaths.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-ToolboxMcpSkills/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-ToolboxMcpSkills/HostedToolboxMcpSkills.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-AzureSearchRag/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-AzureSearchRag/HostedAzureSearchRag.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-TextRag/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-TextRag/HostedTextRag.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Simple/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Simple/HostedWorkflowSimple.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/Hosted-Toolbox-AuthPaths-Client/Hosted-Toolbox-AuthPaths-Client.csproj" />
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/SessionFilesClient/SessionFilesClient.csproj" />
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/SimpleAgent/SimpleAgent.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Handoff/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Handoff/HostedWorkflowHandoff.csproj" />
-  </Folder>
-  <Folder Name="/Samples/04-hosting/FoundryHostedAgents/responses/Hosted-AgentSkills/">
-    <Project Path="samples/04-hosting/FoundryHostedAgents/responses/Hosted-AgentSkills/HostedAgentSkills.csproj" />
-  </Folder>
+  <Folder Name="/Samples/04-hosting/" />
   <Folder Name="/Samples/04-hosting/DurableAgents/" />
   <Folder Name="/Samples/04-hosting/DurableAgents/AzureFunctions/">
     <File Path="samples/04-hosting/DurableAgents/AzureFunctions/.editorconfig" />
@@ -402,23 +284,15 @@
     <Project Path="samples/04-hosting/DurableAgents/ConsoleApps/06_LongRunningTools/06_LongRunningTools.csproj" />
     <Project Path="samples/04-hosting/DurableAgents/ConsoleApps/07_ReliableStreaming/07_ReliableStreaming.csproj" />
   </Folder>
-  <Folder Name="/Samples/02-agents/A2A/">
-    <File Path="samples/02-agents/A2A/README.md" />
-    <Project Path="samples/02-agents/A2A/A2AAgent_AsFunctionTools/A2AAgent_AsFunctionTools.csproj" />
-    <Project Path="samples/02-agents/A2A/A2AAgent_PollingForTaskCompletion/A2AAgent_PollingForTaskCompletion.csproj" />
-    <Project Path="samples/02-agents/A2A/A2AAgent_ProtocolSelection/A2AAgent_ProtocolSelection.csproj" />
-    <Project Path="samples/02-agents/A2A/A2AAgent_StreamReconnection/A2AAgent_StreamReconnection.csproj" />
-  </Folder>
+  <Folder Name="/Samples/04-hosting/A2A/">
+    <File Path="samples/04-hosting/A2A/README.md" />
+    <Project Path="samples/04-hosting/A2A/A2AAgent_AsFunctionTools/A2AAgent_AsFunctionTools.csproj" />
+    <Project Path="samples/04-hosting/A2A/A2AAgent_PollingForTaskCompletion/A2AAgent_PollingForTaskCompletion.csproj" />
+  </Folder>  
   <Folder Name="/Samples/05-end-to-end/">
     <Project Path="samples/05-end-to-end/AgentWithPurview/AgentWithPurview.csproj" />
     <Project Path="samples/05-end-to-end/M365Agent/M365Agent.csproj" />
   </Folder>
-  <Folder Name="/Samples/05-end-to-end/Evaluation/">
-    <Project Path="samples/05-end-to-end/Evaluation/Evaluation_ConversationSplits/Evaluation_ConversationSplits.csproj" />
-    <Project Path="samples/05-end-to-end/Evaluation/Evaluation_FoundryQuality/Evaluation_FoundryQuality.csproj" />
-    <Project Path="samples/05-end-to-end/Evaluation/Evaluation_FoundryRubric/Evaluation_FoundryRubric.csproj" />
-    <Project Path="samples/05-end-to-end/Evaluation/Evaluation_MixedProviders/Evaluation_MixedProviders.csproj" />
-  </Folder>
   <Folder Name="/Samples/05-end-to-end/A2AClientServer/">
     <File Path="samples/05-end-to-end/A2AClientServer/README.md" />
     <Project Path="samples/05-end-to-end/A2AClientServer/A2AClient/A2AClient.csproj" />
@@ -436,6 +310,15 @@
     <Project Path="samples/05-end-to-end/AGUIClientServer/AGUIDojoServer/AGUIDojoServer.csproj" />
     <Project Path="samples/05-end-to-end/AGUIClientServer/AGUIServer/AGUIServer.csproj" />
   </Folder>
+  <Folder Name="/Samples/05-end-to-end/HostedAgents/">
+    <Project Path="samples/05-end-to-end/HostedAgents/AgentsInWorkflows/AgentsInWorkflows.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/AgentThreadAndHITL/AgentThreadAndHITL.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/AgentWithHostedMCP/AgentWithHostedMCP.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/AgentWithLocalTools/AgentWithLocalTools.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/AgentWithTextSearchRag/AgentWithTextSearchRag.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/FoundryMultiAgent/FoundryMultiAgent.csproj" />
+    <Project Path="samples/05-end-to-end/HostedAgents/FoundrySingleAgent/FoundrySingleAgent.csproj" />
+  </Folder>
   <Folder Name="/Samples/05-end-to-end/AspNetAgentAuthorization/">
     <File Path="samples/05-end-to-end/AspNetAgentAuthorization/docker-compose.yml" />
     <File Path="samples/05-end-to-end/AspNetAgentAuthorization/README.md" />
@@ -587,51 +470,33 @@
   <Folder Name="/Solution Items/src/Shared/StructuredOutput/">
     <File Path="src/Shared/StructuredOutput/StructuredOutputSchemaUtilities.cs" />
   </Folder>
-  <Folder Name="/Solution Items/src/Shared/Workflows/" />
-  <Folder Name="/Solution Items/src/Shared/Workflows/Execution/">
-    <File Path="src/Shared/Workflows/Execution/README.md" />
-    <File Path="src/Shared/Workflows/Execution/WorkflowFactory.cs" />
-    <File Path="src/Shared/Workflows/Execution/WorkflowRunner.cs" />
-  </Folder>
-  <Folder Name="/Solution Items/src/Shared/Workflows/Settings/">
-    <File Path="src/Shared/Workflows/Settings/Application.cs" />
-    <File Path="src/Shared/Workflows/Settings/README.md" />
-  </Folder>
   <Folder Name="/Solution Items/tests/">
     <File Path="tests/.editorconfig" />
     <File Path="tests/Directory.Build.props" />
   </Folder>
   <Folder Name="/src/">
-    <Project Path="src/Aspire.Hosting.AgentFramework.DevUI/Aspire.Hosting.AgentFramework.DevUI.csproj" />
     <Project Path="src/Microsoft.Agents.AI.A2A/Microsoft.Agents.AI.A2A.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Abstractions/Microsoft.Agents.AI.Abstractions.csproj" />
     <Project Path="src/Microsoft.Agents.AI.AGUI/Microsoft.Agents.AI.AGUI.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Anthropic/Microsoft.Agents.AI.Anthropic.csproj" />
     <Project Path="src/Microsoft.Agents.AI.AzureAI.Persistent/Microsoft.Agents.AI.AzureAI.Persistent.csproj" />
+    <Project Path="src/Microsoft.Agents.AI.Foundry/Microsoft.Agents.AI.Foundry.csproj" />
     <Project Path="src/Microsoft.Agents.AI.CopilotStudio/Microsoft.Agents.AI.CopilotStudio.csproj" />
     <Project Path="src/Microsoft.Agents.AI.CosmosNoSql/Microsoft.Agents.AI.CosmosNoSql.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Declarative/Microsoft.Agents.AI.Declarative.csproj" />
     <Project Path="src/Microsoft.Agents.AI.DevUI/Microsoft.Agents.AI.DevUI.csproj" />
     <Project Path="src/Microsoft.Agents.AI.DurableTask/Microsoft.Agents.AI.DurableTask.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Foundry.Hosting/Microsoft.Agents.AI.Foundry.Hosting.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Foundry/Microsoft.Agents.AI.Foundry.csproj" />
+
     <Project Path="src/Microsoft.Agents.AI.GitHub.Copilot/Microsoft.Agents.AI.GitHub.Copilot.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Harness/Microsoft.Agents.AI.Harness.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting.A2A.AspNetCore/Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting.A2A/Microsoft.Agents.AI.Hosting.A2A.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Hosting.AspNetCore/Microsoft.Agents.AI.Hosting.AspNetCore.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting.AzureFunctions/Microsoft.Agents.AI.Hosting.AzureFunctions.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting.OpenAI/Microsoft.Agents.AI.Hosting.OpenAI.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Hosting/Microsoft.Agents.AI.Hosting.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Hyperlight/Microsoft.Agents.AI.Hyperlight.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.LocalCodeAct/Microsoft.Agents.AI.LocalCodeAct.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Mcp/Microsoft.Agents.AI.Mcp.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Mem0/Microsoft.Agents.AI.Mem0.csproj" />
     <Project Path="src/Microsoft.Agents.AI.OpenAI/Microsoft.Agents.AI.OpenAI.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Purview/Microsoft.Agents.AI.Purview.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Tools.Shell/Microsoft.Agents.AI.Tools.Shell.csproj" />
-    <Project Path="src/Microsoft.Agents.AI.Valkey/Microsoft.Agents.AI.Valkey.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Workflows.Declarative.Foundry/Microsoft.Agents.AI.Workflows.Declarative.Foundry.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Workflows.Declarative.Mcp/Microsoft.Agents.AI.Workflows.Declarative.Mcp.csproj" />
     <Project Path="src/Microsoft.Agents.AI.Workflows.Declarative/Microsoft.Agents.AI.Workflows.Declarative.csproj" />
@@ -643,57 +508,45 @@
   <Folder Name="/Tests/IntegrationTests/">
     <Project Path="tests/AgentConformance.IntegrationTests/AgentConformance.IntegrationTests.csproj" />
     <Project Path="tests/AnthropicChatCompletion.IntegrationTests/AnthropicChatCompletion.IntegrationTests.csproj" />
+    <Project Path="tests/Foundry.IntegrationTests/Foundry.IntegrationTests.csproj" />
     <Project Path="tests/AzureAIAgentsPersistent.IntegrationTests/AzureAIAgentsPersistent.IntegrationTests.csproj" />
     <Project Path="tests/CopilotStudio.IntegrationTests/CopilotStudio.IntegrationTests.csproj" />
-    <Project Path="tests/Foundry.Hosting.IntegrationTests.TestContainer/Foundry.Hosting.IntegrationTests.TestContainer.csproj" />
-    <Project Path="tests/Foundry.Hosting.IntegrationTests/Foundry.Hosting.IntegrationTests.csproj" />
-    <Project Path="tests/Foundry.IntegrationTests/Foundry.IntegrationTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.DurableTask.IntegrationTests/Microsoft.Agents.AI.DurableTask.IntegrationTests.csproj" />
+
     <Project Path="tests/Microsoft.Agents.AI.GitHub.Copilot.IntegrationTests/Microsoft.Agents.AI.GitHub.Copilot.IntegrationTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.IntegrationTests/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.IntegrationTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.AzureFunctions.IntegrationTests/Microsoft.Agents.AI.Hosting.AzureFunctions.IntegrationTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Hyperlight.IntegrationTests/Microsoft.Agents.AI.Hyperlight.IntegrationTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Mem0.IntegrationTests/Microsoft.Agents.AI.Mem0.IntegrationTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Tools.Shell.IntegrationTests/Microsoft.Agents.AI.Tools.Shell.IntegrationTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests.csproj" />
     <Project Path="tests/OpenAIAssistant.IntegrationTests/OpenAIAssistant.IntegrationTests.csproj" />
     <Project Path="tests/OpenAIChatCompletion.IntegrationTests/OpenAIChatCompletion.IntegrationTests.csproj" />
     <Project Path="tests/OpenAIResponse.IntegrationTests/OpenAIResponse.IntegrationTests.csproj" />
   </Folder>
   <Folder Name="/Tests/UnitTests/">
-    <Project Path="tests/Aspire.Hosting.AgentFramework.DevUI.UnitTests/Aspire.Hosting.AgentFramework.DevUI.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.A2A.UnitTests/Microsoft.Agents.AI.A2A.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Abstractions.UnitTests/Microsoft.Agents.AI.Abstractions.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.AGUI.UnitTests/Microsoft.Agents.AI.AGUI.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Anthropic.UnitTests/Microsoft.Agents.AI.Anthropic.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.AzureAI.Persistent.UnitTests/Microsoft.Agents.AI.AzureAI.Persistent.UnitTests.csproj" />
+    <Project Path="tests/Microsoft.Agents.AI.Foundry.UnitTests/Microsoft.Agents.AI.Foundry.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.CosmosNoSql.UnitTests/Microsoft.Agents.AI.CosmosNoSql.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Declarative.UnitTests/Microsoft.Agents.AI.Declarative.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.DevUI.UnitTests/Microsoft.Agents.AI.DevUI.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.DurableTask.UnitTests/Microsoft.Agents.AI.DurableTask.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Foundry.Hosting.UnitTests/Microsoft.Agents.AI.Foundry.Hosting.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Foundry.UnitTests/Microsoft.Agents.AI.Foundry.UnitTests.csproj" />
+
     <Project Path="tests/Microsoft.Agents.AI.GitHub.Copilot.UnitTests/Microsoft.Agents.AI.GitHub.Copilot.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Harness.UnitTests/Microsoft.Agents.AI.Harness.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.A2A.UnitTests/Microsoft.Agents.AI.Hosting.A2A.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.UnitTests/Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.AzureFunctions.UnitTests/Microsoft.Agents.AI.Hosting.AzureFunctions.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.OpenAI.UnitTests/Microsoft.Agents.AI.Hosting.OpenAI.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Hosting.UnitTests/Microsoft.Agents.AI.Hosting.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Hyperlight.UnitTests/Microsoft.Agents.AI.Hyperlight.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.LocalCodeAct.UnitTests/Microsoft.Agents.AI.LocalCodeAct.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Mcp.UnitTests/Microsoft.Agents.AI.Mcp.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Mem0.UnitTests/Microsoft.Agents.AI.Mem0.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.OpenAI.UnitTests/Microsoft.Agents.AI.OpenAI.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Purview.UnitTests/Microsoft.Agents.AI.Purview.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Tools.Shell.UnitTests/Microsoft.Agents.AI.Tools.Shell.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.UnitTests/Microsoft.Agents.AI.UnitTests.csproj" />
-    <Project Path="tests/Microsoft.Agents.AI.Valkey.UnitTests/Microsoft.Agents.AI.Valkey.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Workflows.Declarative.Mcp.UnitTests/Microsoft.Agents.AI.Workflows.Declarative.Mcp.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Workflows.Generators.UnitTests/Microsoft.Agents.AI.Workflows.Generators.UnitTests.csproj" />
     <Project Path="tests/Microsoft.Agents.AI.Workflows.UnitTests/Microsoft.Agents.AI.Workflows.UnitTests.csproj" />
   </Folder>
 </Solution>
-
-

dotnet/agent-framework-release.slnf

@@ -7,10 +7,8 @@
       "src\\Microsoft.Agents.AI.AGUI\\Microsoft.Agents.AI.AGUI.csproj",
       "src\\Microsoft.Agents.AI.Anthropic\\Microsoft.Agents.AI.Anthropic.csproj",
       "src\\Microsoft.Agents.AI.GitHub.Copilot\\Microsoft.Agents.AI.GitHub.Copilot.csproj",
-      "src\\Microsoft.Agents.AI.Harness\\Microsoft.Agents.AI.Harness.csproj",
       "src\\Microsoft.Agents.AI.AzureAI.Persistent\\Microsoft.Agents.AI.AzureAI.Persistent.csproj",
       "src\\Microsoft.Agents.AI.Foundry\\Microsoft.Agents.AI.Foundry.csproj",
-      "src\\Microsoft.Agents.AI.Foundry.Hosting\\Microsoft.Agents.AI.Foundry.Hosting.csproj",
       "src\\Microsoft.Agents.AI.CopilotStudio\\Microsoft.Agents.AI.CopilotStudio.csproj",
       "src\\Microsoft.Agents.AI.CosmosNoSql\\Microsoft.Agents.AI.CosmosNoSql.csproj",
       "src\\Microsoft.Agents.AI.Declarative\\Microsoft.Agents.AI.Declarative.csproj",
@@ -20,23 +18,17 @@
       "src\\Microsoft.Agents.AI.Hosting.A2A.AspNetCore\\Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj",
       "src\\Microsoft.Agents.AI.Hosting.A2A\\Microsoft.Agents.AI.Hosting.A2A.csproj",
       "src\\Microsoft.Agents.AI.Hosting.AGUI.AspNetCore\\Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.csproj",
-      "src\\Microsoft.Agents.AI.Hosting.AspNetCore\\Microsoft.Agents.AI.Hosting.AspNetCore.csproj",
-      "src\\Microsoft.Agents.AI.Hosting.AzureFunctions\\Microsoft.Agents.AI.Hosting.AzureFunctions.csproj",      
+      "src\\Microsoft.Agents.AI.Hosting.AzureFunctions\\Microsoft.Agents.AI.Hosting.AzureFunctions.csproj",
       "src\\Microsoft.Agents.AI.Hosting.OpenAI\\Microsoft.Agents.AI.Hosting.OpenAI.csproj",
       "src\\Microsoft.Agents.AI.Hosting\\Microsoft.Agents.AI.Hosting.csproj",
-      "src\\Microsoft.Agents.AI.Mcp\\Microsoft.Agents.AI.Mcp.csproj",
       "src\\Microsoft.Agents.AI.Mem0\\Microsoft.Agents.AI.Mem0.csproj",
       "src\\Microsoft.Agents.AI.OpenAI\\Microsoft.Agents.AI.OpenAI.csproj",
       "src\\Microsoft.Agents.AI.Purview\\Microsoft.Agents.AI.Purview.csproj",
-      "src\\Microsoft.Agents.AI.Tools.Shell\\Microsoft.Agents.AI.Tools.Shell.csproj",
       "src\\Microsoft.Agents.AI.Workflows.Declarative.Foundry\\Microsoft.Agents.AI.Workflows.Declarative.Foundry.csproj",
-      "src\\Microsoft.Agents.AI.Workflows.Declarative.Mcp\\Microsoft.Agents.AI.Workflows.Declarative.Mcp.csproj",
       "src\\Microsoft.Agents.AI.Workflows.Declarative\\Microsoft.Agents.AI.Workflows.Declarative.csproj",
       "src\\Microsoft.Agents.AI.Workflows.Generators\\Microsoft.Agents.AI.Workflows.Generators.csproj",
       "src\\Microsoft.Agents.AI.Workflows\\Microsoft.Agents.AI.Workflows.csproj",
-      "src\\Microsoft.Agents.AI\\Microsoft.Agents.AI.csproj",
-      "src\\Aspire.Hosting.AgentFramework.DevUI\\Aspire.Hosting.AgentFramework.DevUI.csproj",
-      "src\\Microsoft.Agents.AI.Hyperlight\\Microsoft.Agents.AI.Hyperlight.csproj"
+      "src\\Microsoft.Agents.AI\\Microsoft.Agents.AI.csproj"
     ]
   }
 }

dotnet/eng/MSBuild/Shared.props

@@ -11,6 +11,9 @@
   <ItemGroup Condition="'$(InjectSharedIntegrationTestAzureCredentialsCode)' == 'true'">
     <Compile Include="$(MSBuildThisFileDirectory)\..\..\src\Shared\IntegrationTestsAzureCredentials\*.cs" LinkBase="Shared\IntegrationTestsAzureCredentials" />
   </ItemGroup>
+  <ItemGroup Condition="'$(InjectSharedBuildTestCode)' == 'true'">
+    <Compile Include="$(MSBuildThisFileDirectory)\..\..\src\Shared\CodeTests\*.cs" LinkBase="Shared\CodeTests" />
+  </ItemGroup>
   <ItemGroup Condition="'$(InjectSharedWorkflowsExecution)' == 'true'">
     <Compile Include="$(MSBuildThisFileDirectory)\..\..\src\Shared\Workflows\Execution\*.cs" LinkBase="Shared\Workflows" />
   </ItemGroup>

dotnet/eng/scripts/New-FilteredSolution.ps1

@@ -21,15 +21,10 @@
 .PARAMETER Configuration
     Optional MSBuild configuration used when querying TargetFrameworks. Defaults to Debug.
 
-.PARAMETER TestProjectNameIncludeFilter
+.PARAMETER TestProjectNameFilter
     Optional wildcard pattern to filter test project names (e.g., *UnitTests*, *IntegrationTests*).
     When specified, only test projects whose filename matches this pattern are kept.
 
-.PARAMETER TestProjectNameExcludeFilter
-    Optional wildcard pattern(s) to exclude test projects by name (e.g., *DurableTask.IntegrationTests*).
-    When specified, test projects whose filename matches any of these patterns are removed.
-    Applied after TestProjectNameIncludeFilter. Can be a single string or an array of strings.
-
 .PARAMETER ExcludeSamples
     When specified, removes all projects under the samples/ directory from the solution.
 
@@ -43,15 +38,11 @@
 
 .EXAMPLE
     # Generate a solution with only unit test projects
-    ./dotnet/eng/scripts/New-FilteredSolution.ps1 -Solution dotnet/agent-framework-dotnet.slnx -TargetFramework net10.0 -TestProjectNameIncludeFilter "*UnitTests*" -OutputPath filtered-unit.slnx
+    ./dotnet/eng/scripts/New-FilteredSolution.ps1 -Solution dotnet/agent-framework-dotnet.slnx -TargetFramework net10.0 -TestProjectNameFilter "*UnitTests*" -OutputPath filtered-unit.slnx
 
 .EXAMPLE
     # Inline usage with dotnet test (PowerShell)
     dotnet test --solution (./dotnet/eng/scripts/New-FilteredSolution.ps1 -Solution dotnet/agent-framework-dotnet.slnx -TargetFramework net472) --no-build -f net472
-
-.EXAMPLE
-    # Generate integration tests excluding DurableTask and AzureFunctions
-    ./dotnet/eng/scripts/New-FilteredSolution.ps1 -Solution dotnet/agent-framework-dotnet.slnx -TargetFramework net10.0 -TestProjectNameIncludeFilter "*IntegrationTests*" -TestProjectNameExcludeFilter "*DurableTask.IntegrationTests*","*AzureFunctions.IntegrationTests*" -OutputPath filtered-other-integration.slnx
 #>
 
 [CmdletBinding()]
@@ -64,9 +55,7 @@ param(
 
     [string]$Configuration = "Debug",
 
-    [string]$TestProjectNameIncludeFilter,
-
-    [string[]]$TestProjectNameExcludeFilter,
+    [string]$TestProjectNameFilter,
 
     [switch]$ExcludeSamples,
 
@@ -111,30 +100,13 @@ foreach ($proj in $allProjects) {
     $isTestProject = $projRelPath -like "*tests/*"
 
     # Filter test projects by name pattern if specified
-    if ($isTestProject -and $TestProjectNameIncludeFilter -and ($projFileName -notlike $TestProjectNameIncludeFilter)) {
+    if ($isTestProject -and $TestProjectNameFilter -and ($projFileName -notlike $TestProjectNameFilter)) {
         Write-Verbose "Removing (name filter): $projRelPath"
         $removed += $projRelPath
         $proj.ParentNode.RemoveChild($proj) | Out-Null
         continue
     }
 
-    # Exclude test projects matching any exclusion pattern
-    if ($isTestProject -and $TestProjectNameExcludeFilter) {
-        $excluded = $false
-        foreach ($pattern in $TestProjectNameExcludeFilter) {
-            if ($projFileName -like $pattern) {
-                $excluded = $true
-                break
-            }
-        }
-        if ($excluded) {
-            Write-Verbose "Removing (exclude filter): $projRelPath"
-            $removed += $projRelPath
-            $proj.ParentNode.RemoveChild($proj) | Out-Null
-            continue
-        }
-    }
-
     if (-not (Test-Path $projFullPath)) {
         Write-Verbose "Project not found, keeping in solution: $projRelPath"
         $kept += $projRelPath

dotnet/eng/verify-samples/AgentsSamples.cs

@@ -14,7 +14,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_CustomImplementation",
-            ProjectPath = "samples/02-agents/AgentProviders/custom/Agent_With_CustomImplementation",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_CustomImplementation",
             RequiredEnvironmentVariables = [],
             ExpectedOutputDescription =
             [
@@ -27,7 +27,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_AzureOpenAIChatCompletion",
-            ProjectPath = "samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIChatCompletion",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureOpenAIChatCompletion",
             RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -40,7 +40,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_AzureOpenAIResponses",
-            ProjectPath = "samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIResponses",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureOpenAIResponses",
             RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -50,10 +50,23 @@ internal static class AgentsSamples
             ],
         },
 
+        new SampleDefinition
+        {
+            Name = "Agent_With_AzureAIAgentsPersistent",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureAIAgentsPersistent",
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
+            ExpectedOutputDescription =
+            [
+                "The output should contain a joke about a pirate.",
+                "The output should not contain error messages or stack traces.",
+            ],
+        },
+
         new SampleDefinition
         {
             Name = "Agent_With_AzureAIProject",
-            ProjectPath = "samples/02-agents/AgentProviders/azure/Agent_With_AzureAIProject",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureAIProject",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             MustContain = ["Latest agent version id:"],
@@ -67,7 +80,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_AzureFoundryModel",
-            ProjectPath = "samples/02-agents/AgentProviders/azure/Agent_With_AzureFoundryModel",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_AzureFoundryModel",
             RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_OPENAI_API_KEY", "AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -350,25 +363,6 @@ internal static class AgentsSamples
             ],
         },
 
-        new SampleDefinition
-        {
-            Name = "Agent_Step06_McpBasedSkills",
-            ProjectPath = "samples/02-agents/AgentSkills/Agent_Step06_McpBasedSkills",
-            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
-            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
-            MustContain =
-            [
-                "Discovering MCP-based skills",
-                "Agent:",
-            ],
-            ExpectedOutputDescription =
-            [
-                "The output should show the agent converting 26.2 miles to kilometers and 75 kilograms to pounds.",
-                "The response should contain approximate numeric values for both conversions.",
-                "The output should not contain error messages or stack traces.",
-            ],
-        },
-
         // ── AgentWithMemory ─────────────────────────────────────────────────
 
         new SampleDefinition
@@ -477,12 +471,12 @@ internal static class AgentsSamples
             ],
         },
 
-        // ── Foundry ───────────────────────────────────────────────────────────
+        // ── AgentsWithFoundry ────────────────────────────────────────────────
 
         new SampleDefinition
         {
             Name = "FoundryAgent_Step00_FoundryAgentLifecycle",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step00_FoundryAgentLifecycle",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step00_FoundryAgentLifecycle",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -495,7 +489,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step01_Basics",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step01_Basics",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step01_Basics",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -508,7 +502,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step02.1_MultiturnConversation",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step02.1_MultiturnConversation",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step02.1_MultiturnConversation",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -522,7 +516,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step02.2_MultiturnWithServerConversations",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step02.2_MultiturnWithServerConversations",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step02.2_MultiturnWithServerConversations",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -535,7 +529,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step03_UsingFunctionTools",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step03_UsingFunctionTools",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step03_UsingFunctionTools",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -550,7 +544,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step04_UsingFunctionToolsWithApprovals",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step04_UsingFunctionToolsWithApprovals",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step04_UsingFunctionToolsWithApprovals",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["Y", "Y", "Y"],
@@ -566,7 +560,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step05_StructuredOutput",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step05_StructuredOutput",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step05_StructuredOutput",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             MustContain = ["Assistant Output:", "Name:"],
@@ -581,7 +575,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step06_PersistedConversations",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step06_PersistedConversations",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step06_PersistedConversations",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -594,7 +588,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step08_DependencyInjection",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step08_DependencyInjection",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step08_DependencyInjection",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["Tell me a joke about a pirate", ""],
@@ -609,7 +603,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step10_UsingImages",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step10_UsingImages",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step10_UsingImages",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -623,7 +617,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step11_AsFunctionTool",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step11_AsFunctionTool",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step11_AsFunctionTool",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -637,7 +631,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step12_Middleware",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step12_Middleware",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step12_Middleware",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["Y", "Y", "Y"],
@@ -653,7 +647,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step13_Plugins",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step13_Plugins",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step13_Plugins",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -667,7 +661,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step14_CodeInterpreter",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step14_CodeInterpreter",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step14_CodeInterpreter",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -682,7 +676,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step16_FileSearch",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step16_FileSearch",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step16_FileSearch",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             MustContain = ["--- Running File Search Agent ---"],
@@ -696,7 +690,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step17_OpenAPITools",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step17_OpenAPITools",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step17_OpenAPITools",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -720,7 +714,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_A2A",
-            ProjectPath = "samples/02-agents/AgentProviders/a2a/Agent_With_A2A",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_A2A",
             RequiredEnvironmentVariables = ["A2A_AGENT_HOST"],
             SkipReason = "Requires an external A2A agent host.",
         },
@@ -728,7 +722,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_Anthropic",
-            ProjectPath = "samples/02-agents/AgentProviders/anthropic/Agent_With_Anthropic",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_Anthropic",
             RequiredEnvironmentVariables = ["ANTHROPIC_API_KEY"],
             OptionalEnvironmentVariables = ["ANTHROPIC_CHAT_MODEL_NAME", "ANTHROPIC_RESOURCE"],
             ExpectedOutputDescription =
@@ -741,7 +735,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_GitHubCopilot",
-            ProjectPath = "samples/02-agents/AgentProviders/github-copilot/Agent_With_GitHubCopilot",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_GitHubCopilot",
             RequiredEnvironmentVariables = [],
             // The sample prompts for shell command approval; provide "Y" for each possible permission request
             Inputs = ["Y", "Y", "Y"],
@@ -756,7 +750,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_GoogleGemini",
-            ProjectPath = "samples/02-agents/AgentProviders/google-gemini/Agent_With_GoogleGemini",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_GoogleGemini",
             RequiredEnvironmentVariables = ["GOOGLE_GENAI_API_KEY"],
             OptionalEnvironmentVariables = ["GOOGLE_GENAI_MODEL"],
             MustContain =
@@ -774,7 +768,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_ONNX",
-            ProjectPath = "samples/02-agents/AgentProviders/onnx/Agent_With_ONNX",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_ONNX",
             RequiredEnvironmentVariables = ["ONNX_MODEL_PATH"],
             SkipReason = "Requires local ONNX model.",
         },
@@ -782,7 +776,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_Ollama",
-            ProjectPath = "samples/02-agents/AgentProviders/ollama/Agent_With_Ollama",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_Ollama",
             RequiredEnvironmentVariables = ["OLLAMA_ENDPOINT", "OLLAMA_MODEL_NAME"],
             SkipReason = "Requires local Ollama server.",
         },
@@ -790,7 +784,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_OpenAIChatCompletion",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_With_OpenAIChatCompletion",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_OpenAIChatCompletion",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -803,7 +797,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_With_OpenAIResponses",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_With_OpenAIResponses",
+            ProjectPath = "samples/02-agents/AgentProviders/Agent_With_OpenAIResponses",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -843,7 +837,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_Anthropic_Step01_Running",
-            ProjectPath = "samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step01_Running",
+            ProjectPath = "samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step01_Running",
             RequiredEnvironmentVariables = ["ANTHROPIC_API_KEY"],
             OptionalEnvironmentVariables = ["ANTHROPIC_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -857,7 +851,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_Anthropic_Step02_Reasoning",
-            ProjectPath = "samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step02_Reasoning",
+            ProjectPath = "samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step02_Reasoning",
             RequiredEnvironmentVariables = ["ANTHROPIC_API_KEY"],
             OptionalEnvironmentVariables = ["ANTHROPIC_CHAT_MODEL_NAME"],
             MustContain =
@@ -880,7 +874,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_Anthropic_Step03_UsingFunctionTools",
-            ProjectPath = "samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step03_UsingFunctionTools",
+            ProjectPath = "samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step03_UsingFunctionTools",
             RequiredEnvironmentVariables = ["ANTHROPIC_API_KEY"],
             OptionalEnvironmentVariables = ["ANTHROPIC_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -894,7 +888,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_Anthropic_Step04_UsingSkills",
-            ProjectPath = "samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step04_UsingSkills",
+            ProjectPath = "samples/02-agents/AgentWithAnthropic/Agent_Anthropic_Step04_UsingSkills",
             RequiredEnvironmentVariables = ["ANTHROPIC_API_KEY"],
             OptionalEnvironmentVariables = ["ANTHROPIC_CHAT_MODEL_NAME"],
             MustContain =
@@ -921,7 +915,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_OpenAI_Step01_Running",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step01_Running",
+            ProjectPath = "samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step01_Running",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -934,7 +928,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_OpenAI_Step02_Reasoning",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step02_Reasoning",
+            ProjectPath = "samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step02_Reasoning",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             MustContain =
@@ -954,7 +948,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_OpenAI_Step03_CreateFromChatClient",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step03_CreateFromChatClient",
+            ProjectPath = "samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step03_CreateFromChatClient",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -968,7 +962,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_OpenAI_Step04_CreateFromOpenAIResponseClient",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient",
+            ProjectPath = "samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             ExpectedOutputDescription =
@@ -982,7 +976,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "Agent_OpenAI_Step05_Conversation",
-            ProjectPath = "samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step05_Conversation",
+            ProjectPath = "samples/02-agents/AgentWithOpenAI/Agent_OpenAI_Step05_Conversation",
             RequiredEnvironmentVariables = ["OPENAI_API_KEY"],
             OptionalEnvironmentVariables = ["OPENAI_CHAT_MODEL_NAME"],
             MustContain =
@@ -1029,7 +1023,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step07_Observability",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step07_Observability",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step07_Observability",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME", "APPLICATIONINSIGHTS_CONNECTION_STRING"],
             SkipReason = "Requires Application Insights / OpenTelemetry infrastructure.",
@@ -1038,7 +1032,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step09_UsingMcpClientAsTools",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step09_UsingMcpClientAsTools",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step09_UsingMcpClientAsTools",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -1051,16 +1045,16 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step15_ComputerUse",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step15_ComputerUse",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT", "AZURE_AI_COMPUTER_USE_DEPLOYMENT_NAME"],
-            OptionalEnvironmentVariables = [],
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step15_ComputerUse",
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription = ["The output should show a computer automation session processing simulated browser screenshots with iteration steps and a final response describing search results."],
         },
 
         new SampleDefinition
         {
             Name = "FoundryAgent_Step18_BingCustomSearch",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step18_BingCustomSearch",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step18_BingCustomSearch",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT", "AZURE_AI_MODEL_DEPLOYMENT_NAME", "AZURE_AI_CUSTOM_SEARCH_CONNECTION_ID", "AZURE_AI_CUSTOM_SEARCH_INSTANCE_NAME"],
             SkipReason = "Requires Bing Custom Search connection.",
         },
@@ -1068,7 +1062,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step19_SharePoint",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step19_SharePoint",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step19_SharePoint",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT", "AZURE_AI_MODEL_DEPLOYMENT_NAME", "SHAREPOINT_PROJECT_CONNECTION_ID"],
             SkipReason = "Requires SharePoint connection.",
         },
@@ -1076,7 +1070,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step20_MicrosoftFabric",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step20_MicrosoftFabric",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step20_MicrosoftFabric",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT", "AZURE_AI_MODEL_DEPLOYMENT_NAME", "FABRIC_PROJECT_CONNECTION_ID"],
             SkipReason = "Requires Microsoft Fabric connection.",
         },
@@ -1084,7 +1078,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step21_WebSearch",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step21_WebSearch",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step21_WebSearch",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
@@ -1097,7 +1091,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step22_MemorySearch",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step22_MemorySearch",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step22_MemorySearch",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT", "AZURE_AI_MODEL_DEPLOYMENT_NAME", "AZURE_AI_EMBEDDING_DEPLOYMENT_NAME"],
             OptionalEnvironmentVariables = ["AZURE_AI_MEMORY_STORE_ID"],
             MustContain = ["Agent created with Memory Search tool. Starting conversation..."],
@@ -1111,7 +1105,7 @@ internal static class AgentsSamples
         new SampleDefinition
         {
             Name = "FoundryAgent_Step23_LocalMCP",
-            ProjectPath = "samples/02-agents/AgentProviders/foundry/Agent_Step23_LocalMCP",
+            ProjectPath = "samples/02-agents/AgentsWithFoundry/Agent_Step23_LocalMCP",
             RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             ExpectedOutputDescription = ["The output should show an agent using the Microsoft Learn MCP server to search for documentation and provide a response."],
@@ -1157,25 +1151,6 @@ internal static class AgentsSamples
             SkipReason = "Runs as an MCP stdio server that does not exit on its own.",
         },
 
-        new SampleDefinition
-        {
-            Name = "Agent_MCP_LongRunningTask_Client",
-            ProjectPath = "samples/02-agents/ModelContextProtocol/Agent_MCP_LongRunningTask_Client",
-            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
-            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
-            MustContain =
-            [
-                "=== Transparent long-running MCP task (RunAsync) ===",
-                "=== Transparent long-running MCP task (RunStreamingAsync) ===",
-            ],
-            ExpectedOutputDescription =
-            [
-                "The output should show an agent analyzing a dataset named 'sales-2025-q1' and producing a summary mentioning rows, revenue, anomalies, or outliers.",
-                "The output should contain both a non-streaming response (after RunAsync) and a streaming response (after RunStreamingAsync) for the same analysis question.",
-                "The output should not contain error messages or stack traces.",
-            ],
-        },
-
         new SampleDefinition
         {
             Name = "AGUI_Step01_GettingStarted_Client",

dotnet/eng/verify-samples/GetStartedSamples.cs

@@ -26,8 +26,8 @@ internal static class GetStartedSamples
         {
             Name = "01_hello_agent",
             ProjectPath = "samples/01-get-started/01_hello_agent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should contain a joke about a pirate.",
@@ -40,8 +40,8 @@ internal static class GetStartedSamples
         {
             Name = "02_add_tools",
             ProjectPath = "samples/01-get-started/02_add_tools",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             MustContain = [],
             ExpectedOutputDescription =
             [
@@ -56,8 +56,8 @@ internal static class GetStartedSamples
         {
             Name = "03_multi_turn",
             ProjectPath = "samples/01-get-started/03_multi_turn",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should contain a joke about a pirate.",
@@ -71,8 +71,8 @@ internal static class GetStartedSamples
         {
             Name = "04_memory",
             ProjectPath = "samples/01-get-started/04_memory",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             MustContain =
             [
                 ">> Use session with blank memory",
@@ -97,8 +97,8 @@ internal static class GetStartedSamples
         {
             Name = "06_host_your_agent",
             ProjectPath = "samples/01-get-started/06_host_your_agent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             SkipReason = "Requires Azure Functions Core Tools runtime and starts a web server.",
         },
     ];

dotnet/eng/verify-samples/Program.cs

@@ -18,14 +18,13 @@
 // Note: By default, this tool expects sample build outputs to already exist.
 // Pre-build the solution before running, or pass --build to avoid missing build output failures.
 //
-// Required environment variables (for AI-powered verification):
-//   FOUNDRY_PROJECT_ENDPOINT  — Your Azure AI Foundry project endpoint
-//   FOUNDRY_MODEL             — Model deployment name (optional, defaults to gpt-5.4-mini)
+// Required environment variables (for AI-powered samples):
+//   AZURE_OPENAI_ENDPOINT
+//   AZURE_OPENAI_DEPLOYMENT_NAME (optional, defaults to gpt-5-mini)
 
 using System.Diagnostics;
-using Azure.AI.Projects;
+using Azure.AI.OpenAI;
 using Azure.Identity;
-using Microsoft.Agents.AI;
 using VerifySamples;
 
 var options = VerifyOptions.Parse(args);
@@ -44,33 +43,14 @@ if (!File.Exists(Path.Combine(dotnetRoot, "agent-framework-dotnet.slnx")))
 }
 
 // Set up the AI verifier
-var foundryEndpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT");
-var foundryModel = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5-mini";
 
-AIAgent? verifierAgent = null;
-if (!string.IsNullOrEmpty(foundryEndpoint))
+OpenAI.Chat.ChatClient? chatClient = null;
+if (!string.IsNullOrEmpty(endpoint))
 {
-    verifierAgent = new AIProjectClient(new Uri(foundryEndpoint), new DefaultAzureCredential())
-        .AsAIAgent(
-            model: foundryModel,
-            instructions: """
-                You are a test output verifier. You will be given:
-                1. The actual stdout output of a program
-                2. The stderr output (if any)
-                3. A list of expectations about what the output should contain or demonstrate
-
-                Your job is to determine whether the actual output satisfies each expectation.
-                Be reasonable — the output comes from an LLM so exact wording won't match, but the
-                semantic intent should be clearly satisfied.
-
-                In your response, you MUST:
-                - Always provide ai_reasoning with a brief overall assessment.
-                - Always provide exactly one entry in expectation_results for each expectation,
-                  in the same order as the input list.
-                - For each expectation_results entry, echo the expectation text in the expectation
-                  field and explain your assessment in the detail field, citing evidence from the output.
-                """,
-            name: "OutputVerifier");
+    chatClient = new AzureOpenAIClient(new Uri(endpoint), new DefaultAzureCredential())
+        .GetChatClient(deploymentName);
 }
 
 // Set up optional log file writer
@@ -81,13 +61,11 @@ if (options.LogFilePath is not null)
     await logWriter.WriteHeaderAsync();
 }
 
-Console.WriteLine($"Foundry endpoint: {foundryEndpoint ?? "(not set — AI verification disabled)"}, Model: {foundryModel}");
-
 try
 {
     // Run all samples
     var reporter = new ConsoleReporter();
-    var verifier = new SampleVerifier(verifierAgent);
+    var verifier = new SampleVerifier(chatClient);
     var orchestrator = new VerificationOrchestrator(verifier, reporter, dotnetRoot, TimeSpan.FromMinutes(3), logWriter, buildSamples: options.BuildSamples);
 
     var run = await orchestrator.RunAllAsync(options.Samples, options.MaxParallelism);

dotnet/eng/verify-samples/SampleVerifier.cs

@@ -3,6 +3,8 @@
 using System.ComponentModel;
 using System.Text.Json.Serialization;
 using Microsoft.Agents.AI;
+using Microsoft.Extensions.AI;
+using OpenAI.Chat;
 
 namespace VerifySamples;
 
@@ -15,12 +17,33 @@ internal sealed class SampleVerifier
     private readonly AIAgent? _verifierAgent;
 
     /// <summary>
-    /// Creates a verifier. If <paramref name="verifierAgent"/> is provided,
+    /// Creates a verifier. If <paramref name="chatClient"/> is provided,
     /// AI-based verification is available for non-deterministic samples.
     /// </summary>
-    public SampleVerifier(AIAgent? verifierAgent = null)
+    public SampleVerifier(ChatClient? chatClient = null)
     {
-        this._verifierAgent = verifierAgent;
+        if (chatClient is not null)
+        {
+            this._verifierAgent = chatClient.AsAIAgent(
+                instructions: """
+                    You are a test output verifier. You will be given:
+                    1. The actual stdout output of a program
+                    2. The stderr output (if any)
+                    3. A list of expectations about what the output should contain or demonstrate
+
+                    Your job is to determine whether the actual output satisfies each expectation.
+                    Be reasonable — the output comes from an LLM so exact wording won't match, but the
+                    semantic intent should be clearly satisfied.
+
+                    In your response, you MUST:
+                    - Always provide ai_reasoning with a brief overall assessment.
+                    - Always provide exactly one entry in expectation_results for each expectation,
+                      in the same order as the input list.
+                    - For each expectation_results entry, echo the expectation text in the expectation
+                      field and explain your assessment in the detail field, citing evidence from the output.
+                    """,
+                name: "OutputVerifier");
+        }
     }
 
     /// <summary>

dotnet/eng/verify-samples/WorkflowSamples.cs

@@ -30,8 +30,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_StartHere_02_AgentsInWorkflows",
             ProjectPath = "samples/03-workflows/_StartHere/02_AgentsInWorkflows",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show agent responses from a translation workflow.",
@@ -43,8 +43,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_StartHere_03_AgentWorkflowPatterns",
             ProjectPath = "samples/03-workflows/_StartHere/03_AgentWorkflowPatterns",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             Inputs = ["sequential"],
             InputDelayMs = 3000,
             ExpectedOutputDescription =
@@ -81,8 +81,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_StartHere_06_MixedWorkflowAgentsAndExecutors",
             ProjectPath = "samples/03-workflows/_StartHere/06_MixedWorkflowAgentsAndExecutors",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             Inputs = ["What is 2 plus 2?"],
             InputDelayMs = 3000,
             ExpectedOutputDescription =
@@ -96,8 +96,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_StartHere_07_WriterCriticWorkflow",
             ProjectPath = "samples/03-workflows/_StartHere/07_WriterCriticWorkflow",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             MustContain = ["=== Writer-Critic Iteration Workflow ==="],
             ExpectedOutputDescription =
             [
@@ -115,8 +115,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Agents_CustomAgentExecutors",
             ProjectPath = "samples/03-workflows/Agents/CustomAgentExecutors",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show custom workflow events including slogan generation and feedback.",
@@ -128,8 +128,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Agents_FoundryAgent",
             ProjectPath = "samples/03-workflows/Agents/FoundryAgent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             SkipReason = "Requires Azure AI Foundry project endpoint.",
         },
 
@@ -137,8 +137,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Agents_GroupChatToolApproval",
             ProjectPath = "samples/03-workflows/Agents/GroupChatToolApproval",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             MustContain = ["Starting group chat workflow for software deployment..."],
             ExpectedOutputDescription =
             [
@@ -153,8 +153,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Agents_WorkflowAsAnAgent",
             ProjectPath = "samples/03-workflows/Agents/WorkflowAsAnAgent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             Inputs = ["hello", "exit"],
             InputDelayMs = 5000,
             ExpectedOutputDescription =
@@ -219,8 +219,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Concurrent_Concurrent",
             ProjectPath = "samples/03-workflows/Concurrent/Concurrent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show results from concurrent agent processing.",
@@ -247,8 +247,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_ConditionalEdges_01_EdgeCondition",
             ProjectPath = "samples/03-workflows/ConditionalEdges/01_EdgeCondition",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show an email being classified as spam or not spam and processed accordingly.",
@@ -260,8 +260,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_ConditionalEdges_02_SwitchCase",
             ProjectPath = "samples/03-workflows/ConditionalEdges/02_SwitchCase",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show an ambiguous email being classified as spam, not spam, or uncertain.",
@@ -273,8 +273,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_ConditionalEdges_03_MultiSelection",
             ProjectPath = "samples/03-workflows/ConditionalEdges/03_MultiSelection",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             ExpectedOutputDescription =
             [
                 "The output should show an email being classified and potentially routed to multiple handlers.",
@@ -371,8 +371,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Observability_WorkflowAsAnAgent",
             ProjectPath = "samples/03-workflows/Observability/WorkflowAsAnAgent",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_OPENAI_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_OPENAI_DEPLOYMENT_NAME"],
             SkipReason = "Interactive console with ReadLine loop; requires OTLP endpoint.",
         },
 
@@ -384,7 +384,7 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_ConfirmInput",
             ProjectPath = "samples/03-workflows/Declarative/ConfirmInput",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             Inputs = ["hello", "hello"],
             InputDelayMs = 8000,
             ExpectedOutputDescription = ["The output should show a confirmation prompt and a user response."],
@@ -394,10 +394,10 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_CustomerSupport",
             ProjectPath = "samples/03-workflows/Declarative/CustomerSupport",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
-            Inputs = ["My laptop won't start", "The laptop is now working, thank you!"],
-            InputDelayMs = 5000,
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
+            Inputs = ["My laptop won't start"],
+            InputDelayMs = 3000,
             ExpectedOutputDescription = ["The output should show a customer support workflow processing a laptop issue, with agent responses providing troubleshooting or support."],
         },
 
@@ -405,16 +405,26 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_DeepResearch",
             ProjectPath = "samples/03-workflows/Declarative/DeepResearch",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             SkipReason = "Requires external weather API (wttr.in).",
         },
 
+        new SampleDefinition
+        {
+            Name = "Workflow_Declarative_ExecuteCode",
+            ProjectPath = "samples/03-workflows/Declarative/ExecuteCode",
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            Inputs = ["What is 12 * 34?"],
+            InputDelayMs = 5000,
+            ExpectedOutputDescription = ["The output should show a declarative workflow executing generated code, processing a math question and producing a result."],
+        },
+
         new SampleDefinition
         {
             Name = "Workflow_Declarative_ExecuteWorkflow",
             ProjectPath = "samples/03-workflows/Declarative/ExecuteWorkflow",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             SkipReason = "Requires a workflow file path as a CLI argument.",
         },
 
@@ -422,18 +432,27 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_FunctionTools",
             ProjectPath = "samples/03-workflows/Declarative/FunctionTools",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["What are today's specials?", "EXIT"],
             InputDelayMs = 8000,
             ExpectedOutputDescription = ["The output should show a workflow calling function tools (e.g. a menu plugin) to answer a question about restaurant specials."],
         },
 
+        new SampleDefinition
+        {
+            Name = "Workflow_Declarative_GenerateCode",
+            ProjectPath = "samples/03-workflows/Declarative/GenerateCode",
+            IsDeterministic = true,
+            MustContain = ["WORKFLOW: Parsing", "WORKFLOW: Defined"],
+            ExpectedOutputDescription = ["The output should show a YAML workflow being parsed and C# code being generated from it."],
+        },
+
         new SampleDefinition
         {
             Name = "Workflow_Declarative_HostedWorkflow",
             ProjectPath = "samples/03-workflows/Declarative/HostedWorkflow",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
             SkipReason = "Hosts a persistent workflow server that does not exit.",
         },
 
@@ -441,9 +460,9 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_InputArguments",
             ProjectPath = "samples/03-workflows/Declarative/InputArguments",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
-            Inputs = ["I'd like to visit Seattle", "Seattle, WA", "EXIT"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
+            Inputs = ["I'd like to visit Seattle", "EXIT"],
             InputDelayMs = 8000,
             ExpectedOutputDescription = ["The output should show a workflow capturing location input and providing travel-related information about Seattle."],
         },
@@ -452,30 +471,19 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_InvokeFunctionTool",
             ProjectPath = "samples/03-workflows/Declarative/InvokeFunctionTool",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["What's the soup of the day?", "EXIT"],
             InputDelayMs = 8000,
             ExpectedOutputDescription = ["The output should show a workflow invoking a function tool (e.g. a menu plugin) to answer a question about the soup of the day."],
         },
 
-        new SampleDefinition
-        {
-            Name = "Workflow_Declarative_InvokeFoundryToolboxMcp",
-            ProjectPath = "samples/03-workflows/Declarative/InvokeFoundryToolboxMcp",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL", "FOUNDRY_TOOLBOX_NAME", "FOUNDRY_AGENT_TOOLSET_API_VERSION"],
-            Inputs = ["How do I use Azure OpenAI with my data?"],
-            InputDelayMs = 3000,
-            ExpectedOutputDescription = ["The output should show a workflow using Foundry Toolbox MCP tools to search Microsoft Learn documentation and web search to provide a summary of results."],
-        },
-
         new SampleDefinition
         {
             Name = "Workflow_Declarative_InvokeMcpTool",
             ProjectPath = "samples/03-workflows/Declarative/InvokeMcpTool",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["Search for .NET tutorials on Microsoft Learn"],
             InputDelayMs = 3000,
             ExpectedOutputDescription = ["The output should show a workflow using MCP tools to search Microsoft Learn documentation and provide a summary of results."],
@@ -485,8 +493,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_Marketing",
             ProjectPath = "samples/03-workflows/Declarative/Marketing",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["A smart water bottle that tracks hydration"],
             InputDelayMs = 3000,
             ExpectedOutputDescription = ["The output should show a marketing workflow generating content about a smart water bottle product."],
@@ -496,8 +504,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_StudentTeacher",
             ProjectPath = "samples/03-workflows/Declarative/StudentTeacher",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["What is 18 + 27?"],
             InputDelayMs = 3000,
             ExpectedOutputDescription = ["The output should show a student-teacher workflow where a student asks a math question and a teacher provides the answer."],
@@ -507,8 +515,8 @@ internal static class WorkflowSamples
         {
             Name = "Workflow_Declarative_ToolApproval",
             ProjectPath = "samples/03-workflows/Declarative/ToolApproval",
-            RequiredEnvironmentVariables = ["FOUNDRY_PROJECT_ENDPOINT"],
-            OptionalEnvironmentVariables = ["FOUNDRY_MODEL"],
+            RequiredEnvironmentVariables = ["AZURE_AI_PROJECT_ENDPOINT"],
+            OptionalEnvironmentVariables = ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
             Inputs = ["Search for .NET tutorials", "EXIT"],
             InputDelayMs = 8000,
             ExpectedOutputDescription = ["The output should show a workflow using an MCP tool with approval to search Microsoft Learn, followed by an exit from the input loop."],

dotnet/eng/verify-samples/verify-samples.csproj

@@ -12,12 +12,13 @@
   </PropertyGroup>
 
   <ItemGroup>
-    <PackageReference Include="Azure.AI.Projects" />
+    <PackageReference Include="Azure.AI.OpenAI" />
     <PackageReference Include="Azure.Identity" />
+    <PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
   </ItemGroup>
 
   <ItemGroup>
-    <ProjectReference Include="..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
+    <ProjectReference Include="..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
   </ItemGroup>
 
 </Project>

dotnet/global.json

@@ -1,6 +1,6 @@
 {
     "sdk": {
-        "version": "10.0.301",
+        "version": "10.0.200",
         "rollForward": "minor",
         "allowPrerelease": false
     },

dotnet/nuget.config

@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?>
+<?xml version="1.0" encoding="utf-8"?>
 <configuration>
   <packageSources>
     <clear />
@@ -9,4 +9,4 @@
       <package pattern="*" />
     </packageSource>
   </packageSourceMapping>
-</configuration>
+</configuration>

dotnet/nuget/nuget-package.props

@@ -1,14 +1,13 @@
 <Project>
   <PropertyGroup>
     <!-- Central version prefix - applies to all nuget packages. -->
-    <VersionPrefix>1.12.0</VersionPrefix>
+    <VersionPrefix>1.1.0</VersionPrefix>
     <RCNumber>1</RCNumber>
-    <DateSuffix>260629</DateSuffix>
     <PackageVersion Condition="'$(IsReleaseCandidate)' == 'true'">$(VersionPrefix)-rc$(RCNumber)</PackageVersion>
-    <PackageVersion Condition="'$(IsReleaseCandidate)' != 'true' AND '$(VersionSuffix)' != ''">$(VersionPrefix)-$(VersionSuffix).$(DateSuffix).1</PackageVersion>
-    <PackageVersion Condition="'$(IsReleaseCandidate)' != 'true' AND '$(VersionSuffix)' == ''">$(VersionPrefix)-preview.$(DateSuffix).1</PackageVersion>
+    <PackageVersion Condition="'$(IsReleaseCandidate)' != 'true' AND '$(VersionSuffix)' != ''">$(VersionPrefix)-$(VersionSuffix).260410.1</PackageVersion>
+    <PackageVersion Condition="'$(IsReleaseCandidate)' != 'true' AND '$(VersionSuffix)' == ''">$(VersionPrefix)-preview.260410.1</PackageVersion>
     <PackageVersion Condition="'$(IsReleased)' == 'true'">$(VersionPrefix)</PackageVersion>
-    <GitTag>1.12.0</GitTag>
+    <GitTag>1.1.0</GitTag>
 
     <Configurations>Debug;Release;Publish</Configurations>
     <IsPackable>true</IsPackable>
@@ -30,8 +29,7 @@
 
     <!-- Report low, moderate, high and critical advisories -->
     <NuGetAuditLevel>low</NuGetAuditLevel>
-
-
+    
     <!-- Default description and tags. Packages can override. -->
     <Authors>Microsoft</Authors>
     <Company>Microsoft</Company>

dotnet/samples/01-get-started/01_hello_agent/01_hello_agent.csproj

@@ -9,12 +9,13 @@
   </PropertyGroup>
 
   <ItemGroup>
+    <PackageReference Include="Azure.AI.OpenAI" />
     <PackageReference Include="Azure.Identity" />
-    <PackageReference Include="Microsoft.Extensions.AI.Abstractions" />
+    <PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
   </ItemGroup>
 
   <ItemGroup>
-    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
+    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
   </ItemGroup>
 
 </Project>

dotnet/samples/01-get-started/01_hello_agent/Program.cs

@@ -1,19 +1,23 @@
 // Copyright (c) Microsoft. All rights reserved.
 
-// This sample shows how to create and use a simple AI agent with AIProjectClient as the backend.
+// This sample shows how to create and use a simple AI agent with Azure OpenAI as the backend.
 
-using Azure.AI.Projects;
+using Azure.AI.OpenAI;
 using Azure.Identity;
 using Microsoft.Agents.AI;
+using OpenAI.Chat;
 
-var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
-var model = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
 
 // WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
 // In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
 // latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
-AIAgent agent = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
-    .AsAIAgent(model: model, instructions: "You are good at telling jokes.", name: "Joker");
+AIAgent agent = new AzureOpenAIClient(
+    new Uri(endpoint),
+    new DefaultAzureCredential())
+    .GetChatClient(deploymentName)
+    .AsAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
 
 // Invoke the agent and output the text result.
 Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));

dotnet/samples/01-get-started/02_add_tools/02_add_tools.csproj

@@ -9,12 +9,13 @@
   </PropertyGroup>
 
   <ItemGroup>
+    <PackageReference Include="Azure.AI.OpenAI" />
     <PackageReference Include="Azure.Identity" />
-    <PackageReference Include="Microsoft.Extensions.AI.Abstractions" />
+    <PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
   </ItemGroup>
 
   <ItemGroup>
-    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
+    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
   </ItemGroup>
 
 </Project>

dotnet/samples/01-get-started/02_add_tools/Program.cs

@@ -1,27 +1,31 @@
 // Copyright (c) Microsoft. All rights reserved.
 
-// This sample demonstrates how to use an AIProjectClient agent with function tools.
-// It shows both non-streaming and streaming agent interactions using weather tools.
+// This sample demonstrates how to use a ChatClientAgent with function tools.
+// It shows both non-streaming and streaming agent interactions using menu-related tools.
 
 using System.ComponentModel;
-using Azure.AI.Projects;
+using Azure.AI.OpenAI;
 using Azure.Identity;
 using Microsoft.Agents.AI;
 using Microsoft.Extensions.AI;
+using OpenAI.Chat;
 
-var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
-var model = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
 
 [Description("Get the weather for a given location.")]
 static string GetWeather([Description("The location to get the weather for.")] string location)
     => $"The weather in {location} is cloudy with a high of 15°C.";
 
-// Create the agent and provide the function tool to the agent.
+// Create the chat client and agent, and provide the function tool to the agent.
 // WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
 // In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
 // latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
-AIAgent agent = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
-    .AsAIAgent(model: model, instructions: "You are a helpful assistant", tools: [AIFunctionFactory.Create(GetWeather)]);
+AIAgent agent = new AzureOpenAIClient(
+    new Uri(endpoint),
+    new DefaultAzureCredential())
+    .GetChatClient(deploymentName)
+    .AsAIAgent(instructions: "You are a helpful assistant", tools: [AIFunctionFactory.Create(GetWeather)]);
 
 // Non-streaming agent interaction with function tools.
 Console.WriteLine(await agent.RunAsync("What is the weather like in Amsterdam?"));

dotnet/samples/01-get-started/03_multi_turn/03_multi_turn.csproj

@@ -9,12 +9,13 @@
   </PropertyGroup>
 
   <ItemGroup>
+    <PackageReference Include="Azure.AI.OpenAI" />
     <PackageReference Include="Azure.Identity" />
-    <PackageReference Include="Microsoft.Extensions.AI.Abstractions" />
+    <PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
   </ItemGroup>
 
   <ItemGroup>
-    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
+    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
   </ItemGroup>
 
 </Project>

dotnet/samples/01-get-started/03_multi_turn/Program.cs

@@ -2,18 +2,22 @@
 
 // This sample shows how to create and use a simple AI agent with a multi-turn conversation.
 
-using Azure.AI.Projects;
+using Azure.AI.OpenAI;
 using Azure.Identity;
 using Microsoft.Agents.AI;
+using OpenAI.Chat;
 
-var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
-var model = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
 
 // WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
 // In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
 // latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
-AIAgent agent = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
-    .AsAIAgent(model: model, instructions: "You are good at telling jokes.", name: "Joker");
+AIAgent agent = new AzureOpenAIClient(
+    new Uri(endpoint),
+    new DefaultAzureCredential())
+    .GetChatClient(deploymentName)
+    .AsAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
 
 // Invoke the agent with a multi-turn conversation, where the context is preserved in the session object.
 AgentSession session = await agent.CreateSessionAsync();

dotnet/samples/01-get-started/04_memory/04_memory.csproj

@@ -9,12 +9,13 @@
   </PropertyGroup>
 
   <ItemGroup>
+    <PackageReference Include="Azure.AI.OpenAI" />
     <PackageReference Include="Azure.Identity" />
-    <PackageReference Include="Microsoft.Extensions.AI.Abstractions" />
+    <PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
   </ItemGroup>
 
   <ItemGroup>
-    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
+    <ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
   </ItemGroup>
 
 </Project>

dotnet/samples/01-get-started/04_memory/Program.cs

@@ -8,48 +8,35 @@
 
 using System.Text;
 using System.Text.Json;
-using Azure.AI.Projects;
+using Azure.AI.OpenAI;
 using Azure.Identity;
 using Microsoft.Agents.AI;
 using Microsoft.Extensions.AI;
+using OpenAI.Chat;
 using SampleApp;
 
-var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
-var model = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
+var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
+var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
 
 // WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
 // In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
 // latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
-var projectClient = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential());
+ChatClient chatClient = new AzureOpenAIClient(
+    new Uri(endpoint),
+    new DefaultAzureCredential())
+    .GetChatClient(deploymentName);
 
-// Create a separate IChatClient for the memory component to use for structured extraction.
-// The memory component calls the model with a ResponseFormat (JSON schema) to extract user info.
-// Using a dedicated client here avoids mixing side-channel extraction calls with the agent's
-// conversation history, and avoids the chicken-and-egg problem of needing an IChatClient
-// before the main agent is constructed.
-IChatClient extractionClient =
-    new AIProjectClient(
-        new Uri(endpoint),
-        new DefaultAzureCredential())
-    .GetProjectOpenAIClient()
-    .GetResponsesClient()
-    .AsIChatClient(model);
-
-// Create the agent with instructions and the custom memory context provider.
-// The memory component is attached to all sessions created by the agent. Here each new memory
-// component will have its own user info object, so each session will have its own memory.
+// Create the agent and provide a factory to add our custom memory component to
+// all sessions created by the agent. Here each new memory component will have its own
+// user info object, so each session will have its own memory.
 // In real world applications/services, where the user info would be persisted in a database,
 // and preferably shared between multiple sessions used by the same user, ensure that the
 // factory reads the user id from the current context and scopes the memory component
 // and its storage to that user id.
-AIAgent agent = projectClient.AsAIAgent(new ChatClientAgentOptions
+AIAgent agent = chatClient.AsAIAgent(new ChatClientAgentOptions()
 {
-    ChatOptions = new ChatOptions
-    {
-        ModelId = model,
-        Instructions = "You are a friendly assistant. Always address the user by their name.",
-    },
-    AIContextProviders = [new UserInfoMemory(extractionClient)]
+    ChatOptions = new() { Instructions = "You are a friendly assistant. Always address the user by their name." },
+    AIContextProviders = [new UserInfoMemory(chatClient.AsIChatClient())]
 });
 
 // Create a new session for the conversation.
@@ -63,12 +50,12 @@ Console.WriteLine(await agent.RunAsync("My name is Ruaidhrí", session));
 Console.WriteLine(await agent.RunAsync("I am 20 years old", session));
 
 // We can serialize the session. The serialized state will include the state of the memory component.
-JsonElement sessionElement = await agent.SerializeSessionAsync(session);
+JsonElement sesionElement = await agent.SerializeSessionAsync(session);
 
 Console.WriteLine("\n>> Use deserialized session with previously created memories\n");
 
 // Later we can deserialize the session and continue the conversation with the previous memory component state.
-var deserializedSession = await agent.DeserializeSessionAsync(sessionElement);
+var deserializedSession = await agent.DeserializeSessionAsync(sesionElement);
 Console.WriteLine(await agent.RunAsync("What is my name and age?", deserializedSession));
 
 Console.WriteLine("\n>> Read memories using memory component\n");
@@ -128,17 +115,10 @@ namespace SampleApp
             // Try and extract the user name and age from the message if we don't have it already and it's a user message.
             if ((userInfo.UserName is null || userInfo.UserAge is null) && context.RequestMessages.Any(x => x.Role == ChatRole.User))
             {
-                // The Foundry Responses API requires the model name in the request body.
-                // Retrieve it from the client's metadata so callers don't need to pass it separately.
-                var modelId = this._chatClient.GetService<ChatClientMetadata>()?.DefaultModelId
-                    ?? throw new InvalidOperationException(
-                        "Could not retrieve DefaultModelId from the extraction IChatClient. " +
-                        "Ensure the client was created with a model ID (e.g., via projectClient.AsAIAgent(...)).");
                 var result = await this._chatClient.GetResponseAsync<UserInfo>(
                     context.RequestMessages,
                     new ChatOptions()
                     {
-                        ModelId = modelId,
                         Instructions = "Extract the user's name and age from the message if present. If not present return nulls."
                     },
                     cancellationToken: cancellationToken);