skill-distillationlisted
Install: claude install-skill naimkatiman/continuous-improvement
# Skill Distillation — Turn Repeated Wins Into Reusable Instincts
Law 7 says learn from every session. The friction harvester already learns from failures. This skill learns from the other side: when the same tool sequence keeps ending in a passing verification, that is a recipe worth keeping — not a coincidence to forget.
## When to Activate
- At end of session, after a successful multi-step task — check whether the pattern is worth keeping.
- When you notice you have solved a similar problem the same way more than once.
- During a retrospective, to mine the observation log for patterns that have proven themselves.
## Core Concept
Distillation walks the observation log, groups it into contiguous trajectories (split on session change or a long time gap), and keeps only the trajectories that ended in success:
```
verify-exit-0 — a Bash test/build/verify command with a non-failing output
reflection-pass — an observation containing "verified" / "phase 4" / "verify:all green"
```
It then mines the tool-name sequences of successful trajectories for n-grams (length 3–5) that recurred **across multiple distinct sessions**. A pattern repeated only within a single session is rejected — that is repetition, not a reusable skill.
## The Promotion Ladder
Drafts never affect behavior until you promote them. Three explicit steps, no auto-promotion:
```
1. ci_distill_candidates — list patterns that qualify (read-only)
2. ci_distill_propose id=<id> — write a DRAFT t