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dimileeh · 2026-06-16 · via Hacker News: Show HN

CI License: Apache 2.0 Python 3.12 Coverage 99% Status: alpha

AWF — one control plane conducting an orchestra of AI coding agents, each in its own isolated workspace, producing merged pull requests

The AWF operator console: five agents running in parallel against one codebase — each in its own isolated workspace, each monitored through its own PR, all merging through one governed queue.

AWF operator console showing five parallel agent workspaces, live resource capacity, and a governed merge queue

▶️ Watch the 90-second explainer — how AWF runs an agent swarm on one machine without collisions.

📐 Interactive architecture diagram  ·  🧭 Concepts & glossary  ·  🚀 Quickstart

AWF is an industrial workspace fabric for AI coding agents.

It gives Codex, Claude Code, Gemini, and future coding agents a repeatable way to work like disciplined software contributors: each task gets an isolated workspace, a clean checkout, declared services, validation, PR creation, PR review monitoring, comment-fix loops, merge gates, artifacts, events, and cleanup.

AWF is not a chatbot and not a product-planning brain. It is the execution substrate beneath a planner, a human operator, or an MCP client; inside a workspace it can enforce a concrete implementation-plan lifecycle.

The Problem

AI coding agents can write code, but raw agent execution does not scale to a real engineering workflow.

Without a workspace fabric, parallel agent development quickly runs into the same operational failures:

  • Agents share local state, credentials, databases, Docker networks, or dependency caches.
  • A task passes tests against an old base branch and becomes stale before merge.
  • Review comments arrive after a PR initially looks green.
  • CI failures and reviewer feedback require manual babysitting.
  • Agents push branches but leave humans to handle comments, conflicts, and merge readiness.
  • Project-specific setup leaks into the orchestration code.
  • Failed workspaces are hard to inspect because logs, events, and reason codes are scattered.
  • The same runner is hard-coded for one project and cannot be reused for a Python, Node, Next.js, Docker Compose, Go, Java, C++, or Rust repository.

The real bottleneck is not whether an agent can edit files. The bottleneck is whether many agents can safely work on real repositories without requiring a human to supervise every PR by hand.

The AWF Solution

AWF turns one coding task into a durable, observable lifecycle:

  1. Create a workspace row in the control-plane database.
  2. Create an isolated git worktree from the requested base branch.
  3. Resolve a workspace profile that describes the project runtime.
  4. Render and launch a per-workspace Docker Compose stack.
  5. Run profile setup phases.
  6. Optionally run AWF-owned Plan -> Execute -> Compare iterations.
  7. Run the selected coding agent inside the workspace container.
  8. Run profile validation phases and explicit request validation commands.
  9. Commit, push, and open a pull request.
  10. Monitor the PR until it is merged, closed, or failed.
  11. Address meaningful review comments by invoking the same agent again.
  12. Fix CI failures when logs are available.
  13. Sync the base branch into the PR branch when needed.
  14. Respect reviewer timing through an initial review grace window.
  15. Auto-merge only after all gates pass.
  16. Tear down successful workspaces and preserve failed ones for inspection.

Project-specific knowledge belongs in workspace profiles. The AWF control plane owns generic lifecycle concerns: git isolation, agent execution, service orchestration, validation, artifacts, PR creation, monitoring, merge safety, and cleanup.

Current Status

This repository is the alpha local Core of Agent Workspace Fabric. It is ready for local evaluation and dogfooding, while hosted, GKE, and multi-tenant deployments remain future layers.

Implemented now:

  • FastAPI REST API with a single canonical /v1 namespace.
  • Typer CLI.
  • MCP server tools for workspace creation, controls, operator reads, metrics, and PR monitor adoption.
  • Local operator console.
  • SQLAlchemy control-plane models for workspaces, operations, and events.
  • Profile-driven workspace resolution.
  • Per-workspace Docker Compose stack generation.
  • Codex, Claude Code, Cursor, Gemini, OpenCode, and Grok adapters.
  • Central default model/effort map for agent adapters.
  • AWF-owned Plan -> Execute -> Compare lifecycle policy.
  • Generic phase-based validation.
  • Git worktree provisioning.
  • PR creation.
  • Feature PR monitor with automated comment handling and auto-merge.
  • Release/sync PR monitor variants that keep workspaces alive until human merge.
  • Post-merge target-branch reconciliation for Python/Alembic multi-head repair.
  • Initial PR review grace period before auto-merge.
  • Durable task policy metadata (task_class, owned_paths) for scheduling and review provenance.
  • Non-actionable bot status comment filtering.
  • Workspace timelines, logs, artifacts, runtime snapshots, validation provenance, metrics, locks, and merge-queue inspection.

Alpha limitations:

  • Multi-node scheduling.
  • Cloud backend and hosted control plane.
  • Multi-tenant authz, cloud secret broker, and hardened network sandbox.
  • Full semantic merge automation beyond the local PR monitor and merge-safety gates already implemented.

See:

Documentation

Installation

If you already use Claude Code or Codex, the fastest path is to let your agent install AWF and onboard your repo — it's the only lane that ends with your repository profiled and a green smoke. Paste this prompt (replace <PATH> with your project's path):

Set up Agent Workspace Fabric (AWF) on this machine and onboard my repo.
1. Clone https://github.com/dimileeh/agent-workspace-fabric and READ
   skills/awf-scheduler/SKILL.md and docs/QUICKSTART.md before doing anything.
2. Check prerequisites (Docker running, uv, git). For PR automation, configure only
   the auth my repo's forge needs: GitHub (github.com) needs gh authenticated;
   Bitbucket (bitbucket.org) needs BITBUCKET_API_TOKEN (and either BITBUCKET_EMAIL
   or BITBUCKET_AUTH_MODE=bearer) in .env and no gh. If any are missing, STOP and
   tell me — do not guess.
3. Install via the source lane: uv tool install . --force, then awf setup, awf start,
   and awf service status --format pretty.
4. Onboard my project at <PATH>: awf init <PATH> --write-profile --yes, then
   awf smoke run --project <PATH> --mocked-local --format pretty.
5. Stop when the mocked smoke is green and report the profile summary. Do not create
   a real workspace or open a PR unless I ask.

It reads the bundled skills/awf-scheduler/SKILL.md (the operator skill for driving AWF) so its steps track the current commands.

For a deterministic, reproducible install, AWF has three runnable first-run lanes. The public curl installer lane is release-gated until its hosted installer URL, manifest, checksums, and release artifacts are published and verified.

Lane Use When Install
uv tool / pipx You want a release-installed package mediated by an isolated Python tool manager. uv tool install agent-workspace-fabric or pipx install agent-workspace-fabric
Source checkout with global tool install You want inspectable source plus a global awf executable installed from that checkout. git clone ... then uv tool install . --force
Source checkout with no global install You want inspectable source and no global executable. git clone ... then run uv run --python 3.12 --extra dev awf ...

For package-manager and virtualenv lanes that put awf on PATH:

awf setup
awf start
awf service status --format pretty
awf init <path>
awf smoke run --project <path> --mocked-local --format pretty

awf start starts the local API, worker, database, and web console at http://127.0.0.1:3000. Use awf start --headless to skip the console or awf start --console-port 3333 to choose another localhost port.

For the source checkout with global tool install lane, run from the checkout:

uv tool install . --force
awf setup --source-checkout "$PWD"
awf start --source-checkout "$PWD"
awf service status --format pretty
awf init <path>
awf smoke run --project <path> --mocked-local --format pretty

For the source checkout with no global install lane, run from the checkout:

uv sync --extra dev
uv run --python 3.12 --extra dev awf setup --source-checkout "$PWD"
uv run --python 3.12 --extra dev awf start --source-checkout "$PWD"
uv run --python 3.12 --extra dev awf service status --format pretty
uv run --python 3.12 --extra dev awf init <path>
uv run --python 3.12 --extra dev awf smoke run --project <path> --mocked-local --format pretty

For the full lane-specific commands, including upgrade and uninstall paths, see Quickstart, Upgrade Guide, and Uninstall Guide.

Homebrew is planned after the first stable tagged PyPI/GitHub release and a formula audit; do not rely on a brew install path yet.

Supported Client Surfaces (v0.1)

REST, CLI, and MCP are the supported client surfaces for v0.1. AWF does not currently ship with a supported Python SDK. Integrators should use one of the supported surfaces (e.g., the CLI for operator convenience or the REST API for control-plane programmatic access). Please do not import internal AWF modules (such as awf.* or other internal paths) to build custom API clients, as they are not part of the stable public contract and are subject to change without notice.

PR Monitor Adoption

Existing GitHub pull requests can be adopted into AWF monitoring through the REST, CLI, and MCP surfaces. Adoption creates a monitor-owned workspace for the open PR without re-running the coding agent, then lets AWF apply the normal PR monitor loop for comments, checks, freshness, and merge policy. See PR Monitor Adoption for the operator runbook, auth preflight, idempotency behavior, monitor policy options, and mocked-local demo path.

Supply-Chain Guardrails

Workspace profiles can declare security.supply_chain to warn or block on conservative evidence of risky agent-authored install behavior, including unpinned dependency installs, remote script execution, unexpected package registry hosts, and lockfile edits outside owned paths. Findings are recorded with recovery guidance so operators and PR monitors can distinguish policy blocks from ordinary test failures.

License

Apache-2.0. See LICENSE.