self-compiler

name	self-compiler
description	Rewrite or tune the agent CLAUDE.md + rules.md + USER.md based on accumulated LEARNINGS.md and operator feedback. Invoke when the operator says "recompile yourself", "update your rules", or when LEARNINGS.md has grown beyond ~30 entries.

self-compiler

Read LEARNINGS.md + USER.md + rules.md, merge the highest-frequency lessons into rules.md, and propose an updated CLAUDE.md. This is a stub -- full classifier-backed self-tuning ships on Day-N.

When to use

• core/LEARNINGS.md has 30+ entries.
• Operator asks to "update your rules" or "recompile yourself".
• The agent notices recurring corrections on the same topic.

What to do (v2.2.0 stub)

1. Read core/LEARNINGS.md and group by first word / tag.
2. Promote any group that appears 3+ times into a one-line rule in core/rules.md.
3. Show the operator the diff and wait for confirmation before writing.
4. Never silently edit CLAUDE.md -- always propose, never apply.

Not yet implemented (Day-N)

• Scored promotion pipeline (episodes.jsonl + learnings-engine).
• Automatic rule lint / regression testing.
• Cross-session pattern detection via Firebase.