spec-harness-learn

name	spec-harness-learn
description	The learning loop — turn feedback, a correction, or a verifier-FAIL root cause into one enforced rule injected into the ratchet (AGENTS.md/ai_rules), dated. Use when Malik says 'learn this', 'remember not to do X', 'capture this lesson', 'don't do that again', or right after he corrects you. Closes the loop the verifier opens; emits an optional human lesson too.

spec-harness-learn

Run the 6-step learning loop: capture (→ .memory/80-feedback) → distill to one imperative rule → classify (AGENTS.md / frequent_rules / core / 70-knowledge) → inject dated → optional human lesson (learning/lessons/) → verify the rule is in the startup load path. The harness just tightened.

Run it

1. Load the full procedure — read the command doc and follow it exactly: .claude/commands/spec-harness/learn.md (this repo) or the spec-harness source commands/learn.md.
2. Agents — spawn from .claude/agents/: reviewer.
3. Stay inside the 3 pillars — memory bank ( .memory/) · Spec-Driven Development · Harness (ratchet AGENTS.md + verifier + learning loop). Read SPEC-HARNESS.md for how this repo is wired.

Non-negotiables

• The ratchet only tightens (rules are append/sharpen, never drop).
• Nothing is "done" until the separate verifier returns PASS against goal.md.
• Every correction or FAIL cause goes through spec-harness-learn → a dated rule.
• Never scaffold the second-brain vault. Never commit a client repo unless asked.