* Add Python hosting protocol helper surface Introduce AgentFrameworkState and SessionStore for app-owned hosting routes, add Responses run conversion/rendering helpers, and update the local Responses sample to use native FastAPI routing with streaming support. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix CI failures, session continuity, and streaming model reporting - Fix constrained TargetT TypeVar in AgentFrameworkState: split __init__ into per-shape overloads (instance/sync factory/async factory/awaitable) since a bound TypeVar combined with one big Callable/Awaitable union parameter was unsolvable across pyright/pyrefly/ty/zuban. - Fix _FakeAgent test fixtures to structurally satisfy SupportsAgentRun (matching attribute types and overloaded run()), which the above surfaced. - Add SessionStore.put() to alias an additional session id to an already-resolved session, and use it in the local_responses sample to fix a real session-continuity bug: previous_response_id rotates every turn, so without aliasing the newly minted response id, turn 3+ of a conversation silently lost all prior history. Verified against a live Foundry model across a 3-turn conversation. - Fix responses_stream_events_from_run to report the real model instead of the "agent" fallback: AgentResponse.from_updates never carries a raw representation forward, so capture model from the individual streamed updates' raw representations instead. Verified live. - Add response_model=None to the sample's FastAPI route (it could not boot at all: FastAPI tried to build a Pydantic response model from the JSONResponse | StreamingResponse return annotation). - Map responses_to_run's ValueError to HTTP 400 instead of a 500. - Add HTTP round-trip integration tests (packages/hosting-responses) that exercise the same FastAPI + AgentFrameworkState + Responses helper wiring as the sample via httpx.ASGITransport, including a regression test for the session-continuity fix. - Add Workflow-target test coverage, SessionStore.put/reset_session tests, and TypeError-path coverage to packages/hosting/tests/hosting/test_state.py. - Extend call_server.py / call_server_af.py to a third conversation turn so they actually exercise the continuity chain (previous scripts stopped at turn 2, which would never have revealed the bug above). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Simplify session-continuity aliasing: fold put() into get() Per feedback: the growth of SessionStore was not the problem -- it's intentional, since OpenAI's previous_response_id is designed to let a caller continue (fork) from any earlier response, not just the latest one, so every response id has to stay independently resolvable. That part stays as-is. What was too complex was the call site: routes had to manually fetch a session and then conditionally alias it with a separate put() call. Folded that into a single get(session_id, alias=...) call instead: - SessionStore.get() gains an optional `alias` keyword that registers an additional id for the same session in the same call (no-op if alias is None or equal to session_id). Removed the separate put() method. - AgentFrameworkState.get_session() passes `alias` through. - local_responses sample and the HTTP round-trip integration tests now do `await state.get_session(lookup_id, alias=response_id)` instead of pulling the store out and orchestrating get()/put() by hand. - Documented that this in-memory SessionStore intentionally never evicts (by design, to support forking), and that a storage-backed replacement (Redis, a database, ...) is responsible for its own TTL/eviction policy. Verified against a live Foundry model across a 3-turn previous_response_id chain after the simplification. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Refine hosting state helpers Split the shared state surface into AgentState and WorkflowState, keep SessionStore and CheckpointStore as plain storage, and make state helpers responsible for get-or-create behavior. Update the Responses sample and HTTP round-trip tests to store the post-run session explicitly under the minted response id, and support WorkflowBuilder/orchestration-style builders via structural build() support. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix hosting state test protocol fakes Widen fake agents' get_session service_session_id parameter to match the SupportsAgentRun protocol under the Python 3.11 test typing checkers. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Simplify Responses stream helper naming Rename responses_stream_events_from_run to responses_stream_from_run across exports, tests, docs, and the local Responses sample to align with the generic <protocol>_stream_from_run helper convention. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Add state-level storage setters Add AgentState.set_session and WorkflowState.set_checkpoint_storage so app code can pair get-or-create helpers with explicit post-run storage without reaching into the underlying stores. Update Responses docs, tests, and sample to use state.set_session. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Simplify WorkflowState checkpoint handling Remove CheckpointStore from WorkflowState so workflow checkpointing uses the existing CheckpointStorage abstraction directly. Keep WorkflowState focused on resolving workflow targets, including builders, and update hosting docs/tests accordingly. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Rename Responses streaming run helper Rename responses_stream_from_run to responses_from_streaming_run across the hosting-responses exports, tests, docs, and local Responses sample. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Align Python hosting spec with protocol helpers Rewrite SPEC-002 to match the accepted helper-first hosting ADR and the implementation PR: AgentState, WorkflowState, SessionStore, Responses helpers, app-owned security/state responsibilities, and the minimal FastAPI Responses shape. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Remove old Python hosting channel implementation Remove the unreleased AgentFrameworkHost/channel implementation, the old hosting-telegram package, and old host/channel samples. Keep agent-framework-hosting focused on AgentState, WorkflowState, and SessionStore, and keep hosting-responses focused on helper-first Responses conversion. Update SPEC-002 to match the accepted helper-first ADR and the implementation surface. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Restore helper-first workflow sample Rebuild the local Responses workflow sample on the protocol-helper surface, add production-readiness cautions to the local hosting samples, and align file-backed workflow checkpoint/cursor storage under one sample storage root. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Address hosting helper review feedback Handle streaming failures as terminal Responses SSE events, guard concurrent target/session initialization, and scope workflow sample checkpoint storage per continuation. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Clarify Responses sample continuation behavior Document unknown conversation_id behavior in the agent sample and make the workflow sample explicitly reject conversation_id while continuing to use responses_session_id for previous_response_id. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Clarify Responses sample option policy Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Agent Framework hosting helper samples
End-to-end samples for exposing Agent Framework targets through app-owned hosting routes.
The helper-first hosting packages provide protocol conversion and optional execution state. The application still owns the web framework, native SDK clients, authentication, response construction, and deployment shape.
| Sample | What it shows | Packaging |
|---|---|---|
local_responses/ |
One agent + one @tool + native FastAPI route + Responses helper functions + AgentState / SessionStore. |
Local only. Start here to learn the helper seam. |
local_responses_workflow/ |
A workflow target behind a native FastAPI route using Responses helper functions, WorkflowState, explicit CheckpointStorage, and an app-owned checkpoint cursor. |
Local only. |
Each sample is self-contained with its own pyproject.toml, server app.py,
calling script(s), and storage/ directory. Samples use [tool.uv.sources]
to wire unreleased hosting packages to the upstream repo while those packages
are still pre-PyPI. Once those packages publish, drop the [tool.uv.sources]
block and let the declared dependencies resolve from PyPI.
Relationship to ../foundry-hosted-agents/
The sibling ../foundry-hosted-agents/ directory
contains samples for agents that run inside the Foundry Hosted Agents platform.
Those samples use the Foundry-managed protocol surface with no
agent-framework-hosting package involved.
| Aspect | af-hosting/ (this directory) |
foundry-hosted-agents/ |
|---|---|---|
| Server stack | App-owned FastAPI + hosting protocol helpers | Foundry Hosted Agents runtime |
| Protocol surface | The app exposes the route and calls helpers | The platform exposes Responses + Invocations |
| Run target | Local Hypercorn (local_responses/, local_responses_workflow/) |
Hosted Agents or local container targeting the Hosted Agents contract |
| When to pick this | You need custom hosting code or want to learn the helper seam | You want the Foundry-managed hosting surface |