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This skill fixes that. The Two-File System - **AGENTS.md** — Project sourc","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 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This skill fixes that.\n\n## The Two-File System\n\n- **`AGENTS.md`** — Project source of truth. Committed and shared. Under 120 lines. Contains compressed project knowledge: patterns, boundaries, gotchas, commands.\n- **`.agents.local.md`** — Personal scratchpad. Gitignored. Grows as you log what you learn each session.\n\n## Quick Start\n\n```bash\n# Clone into your OpenClaw skills directory\ngit clone https://github.com/AndreaGriffiths11/agent-context-system.git skills/agent-context-system\n\n# Initialize in your project\nagent-context init\n```\n\nAll files (CLI, templates, docs) are included in the repo. No external downloads.\n\n## Commands\n\n```bash\nagent-context init      # Set up context system in current project\nagent-context validate  # Check setup is correct\nagent-context promote   # Find patterns to move from scratchpad to AGENTS.md\n```\n\n## Workflow\n\n1. **Init**: Run `agent-context init`. Creates `.agents.local.md`, ensures it's gitignored, creates CLAUDE.md symlink (Claude Code reads CLAUDE.md, not AGENTS.md — the symlink lets you maintain one file).\n\n2. **Work**: Read both files at session start. `AGENTS.md` = project knowledge. `.agents.local.md` = personal learnings.\n\n3. **Log**: At session end, propose a session log entry to the user (see Session Protocol below).\n\n4. **Compress**: When scratchpad hits 300 lines, compress: dedupe, merge related entries.\n\n5. **Promote**: Patterns recurring across 3+ sessions get flagged. Run `agent-context promote` to see candidates. You decide what moves to `AGENTS.md`.\n\n## Key Resources\n\n- **Project template**: `AGENTS.md` — the committed file structure and format\n- **Scripts**: `scripts/` — init, publish\n- **Deep docs**: `agent_docs/` — conventions, architecture, gotchas (load on demand)\n\n## Important Context\n\n- **Instruction budget**: Frontier LLMs follow ~150-200 instructions. Keep `AGENTS.md` under 120 lines.\n- **Passive context wins**: Vercel evals showed 100% pass rate with embedded context vs 53% when agents decide to look things up.\n- **Subagent-ready**: Subagents don't inherit conversation history. They only get root instruction files. Tell them to read `.agents.local.md` too.\n\n## Session Protocol\n\n1. Read `AGENTS.md` and `.agents.local.md` before starting any task\n2. Follow project conventions and boundaries\n3. At session end, **propose** the log entry to the user before writing. Do not append directly. Use this format:\n\n```markdown\n### YYYY-MM-DD — Topic\n\n- **Done:** (what changed)\n- **Worked:** (reuse this)\n- **Didn't work:** (avoid this)\n- **Decided:** (choices and reasoning)\n- **Learned:** (new patterns)\n```\n\n4. Wait for user approval before appending to `.agents.local.md`\n5. 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