Individual skill

context-preservation

State capture and restore across context window compactions. Monitors usage thresholds and serializes quality, task, and spec state for seamless continuation.

library/methodologies/pilot-shell/skills/context-preservation/SKILL.md

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- Serialize current spec state (tasks, statuses, acceptance criteria)
- Capture quality pipeline state (last lint/format/typecheck results)
- Save TDD progress (current phase, iteration count, scores)
- Store context monitor metrics
- Write to `.pilot-shell/state.json`

### 2. State Restore (SessionStart / post_compact_restore)
- Read `.pilot-shell/state.json` on session start
- Restore spec task tracking state
- Restore quality baseline
- Resume TDD from last known position
- Log restoration summary

### 3. Threshold Monitoring