SwarmAI
xg-gh-25/SwarmAI/CLAUDE.md
Short entry point for Claude Code / Cursor / other AI coding assistants working in this repo. SwarmAI is a self-evolving Agent OS, not a Claude wrapper. Cognition (how it judges — principles, rules, gates) is kept separate from knowledge (what it knows). The model proposes; a layer of gates + a staged pipeline + a validator dispose. Much of backend/core/ is "guardrails around an LLM" — that is the product. Full architecture guide → AGENTS.md — the mental model,…
CLAUDE.md44 starsChanged 5 months ago
# CLAUDE.md Short entry point for Claude Code / Cursor / other AI coding assistants working in this repo. > **SwarmAI is a self-evolving Agent OS**, not a Claude wrapper. Cognition (how it judges — > principles, rules, gates) is kept separate from knowledge (what it knows). The model > proposes; a layer of gates + a staged pipeline + a validator dispose. Much of > `backend/core/` is "guardrails around an LLM" — that *is* the product. > > **Full architecture guide → [`AGENTS.md`](./AGENTS.md)** — the mental model, data flow, > process topology, backend/frontend structure, security gates, conventions, and invariants. > Read it before any non-trivial change. This file is the always-loaded short version; > AGENTS.md is the depth. ## Before you push — the local quality gate **MUST NOT push to GitHub unless ALL of these passed locally for the change:** 1. **Build** green — backend `./prod.sh build`, and/or `cd desktop && npm run build:all` (whichever the change touches). 2. **Tests** green — at least the affected suites (`cd backend && python -m pytest tests/test_<module>.py --timeout=60` / `cd desktop && npm test -- --run`); full suite (`SWARMAI_SUITE=1`) when the blast radius warrants. 3. **Eval** green — `cd backend && python scripts/ci_eval_gate.py` (a pure freshness+green check, zero Bedrock cost — it does NOT run the judge). If any of build / tests / eval was not run or is failing → **do not push.** Tests-green alone is not "qualified"; `commit ≠ qualified ≠ deployed` — a build makes a binary, code isn't live until rebuild+restart. Commit directly to `main` (project convention); never auto-branch. ## Commit identity Every commit MUST end with `Co-Authored-By: Swarm <swarm@swarmai.dev>` — never Claude/Anthropic identity. A PreToolUse gate blocks commits missing it, but nothing auto-inserts it: write the line yourself. See AGENTS.md → "Git Commits" for why (shadowed local hooks + two-layer enforcement). ## Dev commands ```bash ./dev.sh # full dev (backend + Vite + Tauri window) ./prod.sh build # PyInstaller build + verify + deploy to daemon cd desktop && npm run build:all # frontend production build (embedded in the .app) cd backend && python -m pytest tests/test_<module>.py -v --timeout=60 # targeted tests ``` Never pipe pytest through `| tail`. See AGENTS.md → "Debugging" for more. ## Conventions & invariants Anti-patterns, lifecycle invariants, and the full dev-rules live in [`AGENTS.md`](./AGENTS.md) (and, for Kiro users, `.kiro/steering/swarmai-dev-rules.md`, which Kiro auto-loads). When in doubt, AGENTS.md is authoritative for this repo.
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