Files
openai--openai-agents-python/examples/sandbox/docker/Dockerfile.mount
T
Steve Coffey 2d665c9a67 Sandbox Agents (#2889)
### Sandbox Agents

This release adds **Sandbox Agents**, a beta SDK surface for running
agents with a persistent, isolated workspace. Sandbox agents keep the
normal `Agent` and `Runner` flow, but add workspace manifests,
sandbox-native capabilities, sandbox clients, snapshots, and resume
support so agents can work over real files, run commands, edit
repositories, generate artifacts, and continue work across runs.

Key pieces:

- `SandboxAgent`: an `Agent` with sandbox defaults such as
`default_manifest`, sandbox instructions, capabilities, and `run_as`.
- `Manifest`: a fresh-workspace contract for files, directories, local
files, local directories, Git repos, environment, users, groups, and
mounts.
- `SandboxRunConfig`: per-run sandbox wiring for client creation, live
session injection, serialized session resume, manifest overrides,
snapshots, and materialization concurrency limits.
- Built-in capabilities for shell access, filesystem editing and image
inspection, skills, memory, and compaction.
- Workspace snapshots and serialized sandbox session state for
reconnecting to existing work or seeding a fresh sandbox from saved
contents.

### Sandbox clients and hosted providers

Sandbox agents now support local, containerized, and hosted execution
backends:

- `UnixLocalSandboxClient` for fast local development.
- `DockerSandboxClient` for container isolation and image parity.
- Hosted sandbox clients for Blaxel, Cloudflare, Daytona, E2B, Modal,
Runloop, and Vercel through optional extras.

The release also adds provider-specific examples and mount strategies
for common storage backends, including S3, Cloudflare R2, Google Cloud
Storage, Azure Blob Storage, and S3 Files where supported by the
selected backend.

### Sandbox memory

Adds a sandbox memory capability that lets future sandbox-agent runs
learn from prior runs. Memory stores extracted lessons in the sandbox
workspace, injects a concise summary into later runs, and uses
progressive disclosure so agents can search deeper rollout summaries
only when useful.

Memory supports:

- Read-only or generate-only modes.
- Live updates when the agent discovers stale memory.
- Multi-turn grouping through `conversation_id`, SDK `Session`,
`RunConfig.group_id`, or generated run IDs.
- Separate memory layouts for isolating memory across agents or
workflows.
- S3-backed examples for persisted memory across runs.

### Workspace mounts, snapshots, and resume

This release adds a full workspace entry and mount model for sandbox
sessions:

- Local files and directories.
- Synthetic files and directories.
- Git repository entries.
- Remote storage mounts for S3, R2, GCS, Azure Blob Storage, and S3
Files.
- Provider-specific mount strategies across Docker, Modal, Cloudflare,
Blaxel, Daytona, E2B, and Runloop.
- Portable snapshots with path normalization, symlink preservation,
mount-safe snapshotting, and remote snapshot support.
- Resume paths through runner-managed `RunState`, explicit
`SandboxSessionState`, or saved snapshots.

### Examples and tutorials

Adds a large `examples/sandbox/` suite covering:

- Local Unix and Docker sandbox runners.
- Docker mount smoke tests for S3, GCS, Azure Blob Storage, and S3
Files.
- Sandbox coding tasks with skills.
- Sandbox agents as tools and handoff patterns.
- Memory examples, including multi-agent/multi-turn memory and S3-backed
memory.
- Tax-prep and healthcare-support workflows.
- Dataroom QA and metric extraction tutorials.
- Repository code review tutorial.
- Vision website clone tutorial.
- Provider examples for Blaxel, Cloudflare, Daytona, E2B, Modal,
Runloop, Temporal, and Vercel.

### Runtime, tracing, and model plumbing

The release includes the runtime plumbing needed to make sandbox agents
work naturally inside the existing SDK:

- Runner-managed sandbox preparation, capability binding, session
lifecycle, state serialization, and resume behavior.
- Sandbox-aware `RunState` serialization.
- Unified sandbox tracing with SDK spans.
- Token usage on tracing spans.
- Runner-managed prompt cache key defaults.
- OpenAI agent registration and harness ID configuration.
- Safer redaction of sensitive MCP tool outputs when sensitive tracing
is disabled.
- Additional OpenAI client/model utilities and Chat Completions
coverage.


## Documentation & Other Changes

- docs: add Asqav to external tracing processors list.
- docs: update translated document pages.

Co-authored-by: Abdulrahman Alfozan <alfozan@openai.com>
Co-authored-by: Aditya Singh <60082699+adityasingh2400@users.noreply.github.com>
Co-authored-by: Andi Liu <andi@openai.com>
Co-authored-by: Aron <263346377+aron-cf@users.noreply.github.com>
Co-authored-by: ashwinnathan-openai <ashwinnathan@openai.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: cploujoux <cploujoux@blaxel.ai>
Co-authored-by: elainegan-openai <168589666+elainegan-openai@users.noreply.github.com>
Co-authored-by: Elias Freider <freider@users.noreply.github.com>
Co-authored-by: Erik Dunteman <erik@erikds-macbook-air.local>
Co-authored-by: Jason Liu <jasonliu@openai.com>
Co-authored-by: Jason Steving <32336750+jasonsteving99@users.noreply.github.com>
Co-authored-by: Kazuhiro Sera <seratch@openai.com>
Co-authored-by: Lovre Pešut <lovre.pesut@gmail.com>
Co-authored-by: Lucas Wang <lucas_wang@lucas-futures.com>
Co-authored-by: Matt Brockman <matt.brockman@e2b.dev>
Co-authored-by: Mish Ushakov <mishushakov@users.noreply.github.com>
Co-authored-by: Naresh <ghostwriternr@gmail.com>
Co-authored-by: nicholasclark-openai <nicholasclark@openai.com>
Co-authored-by: qiyaoq-oai <qiyaoq@openai.com>
Co-authored-by: Scott Trinh <scott@scotttrinh.com>
Co-authored-by: tode-rl <tony@runloop.ai>
Co-authored-by: Wendy Jiao <wendyjiao@openai.com>
2026-04-15 10:00:40 -07:00

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SYSTEMD

FROM ubuntu:22.04
RUN set -eux \
&& apt-get update \
&& apt-get install -y --no-install-recommends \
ca-certificates curl wget gnupg unzip \
fuse3 libfuse3-3 nfs-common \
&& wget -qO- https://packages.microsoft.com/keys/microsoft.asc | gpg --dearmor > /etc/apt/trusted.gpg.d/microsoft.gpg \
&& set -eu; . /etc/os-release; \
case "$ID:$VERSION_CODENAME" in \
debian:trixie) ms_dist="debian/12/prod"; ms_suite="bookworm" ;; \
debian:*) ms_dist="debian/${VERSION_ID%%.*}/prod"; ms_suite="${VERSION_CODENAME:-stable}" ;; \
ubuntu:*) ms_dist="ubuntu/${VERSION_ID}/prod"; ms_suite="${VERSION_CODENAME}" ;; \
*) ms_dist="ubuntu/22.04/prod"; ms_suite="jammy" ;; \
esac; \
echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/trusted.gpg.d/microsoft.gpg] " \
"https://packages.microsoft.com/${ms_dist} ${ms_suite} main" \
> /etc/apt/sources.list.d/microsoft-prod.list \
&& apt-get update \
&& if ! apt-get install -y --no-install-recommends blobfuse2; then \
echo "blobfuse2 missing in distro repo; falling back to ubuntu/22.04 repo" >&2; \
echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/trusted.gpg.d/microsoft.gpg] " \
"https://packages.microsoft.com/ubuntu/22.04/prod jammy main" \
> /etc/apt/sources.list.d/microsoft-prod.list; \
apt-get update; \
apt-get install -y --no-install-recommends blobfuse2; \
fi \
&& arch="$(dpkg --print-architecture)" \
&& case "$arch" in \
amd64) mp_arch="x86_64" ;; \
arm64) mp_arch="arm64" ;; \
*) echo "unsupported mount-s3 arch: $arch" >&2; exit 1 ;; \
esac \
&& url="https://s3.amazonaws.com/mountpoint-s3-release/latest/${mp_arch}/mount-s3.deb" \
&& wget -O /tmp/mount-s3.deb "$url" \
&& size="$(stat -c %s /tmp/mount-s3.deb)" \
&& if [ "$size" -lt 100000 ]; then echo "download too small: $size bytes from $url" >&2; exit 1; fi \
&& apt-get install -y /tmp/mount-s3.deb || (apt-get -f install -y && apt-get install -y /tmp/mount-s3.deb) \
&& mount-s3 --version \
&& curl -fsSL https://amazon-efs-utils.aws.com/efs-utils-installer.sh | sh -s -- --install \
&& mount.s3files --version \
&& curl -fsSL https://rclone.org/install.sh | bash \
&& rclone version \
&& touch /etc/fuse.conf \
&& grep -qxF 'user_allow_other' /etc/fuse.conf || echo 'user_allow_other' >> /etc/fuse.conf \
&& rm -rf /var/lib/apt/lists/* /tmp/mount-s3.deb