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Get Started Free →Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 122% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 11% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -76% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -77% | 0% |
| case-16 | ✗→✓ | ▲ Improved | -76% | 0% |
Observations are stored in .pilot-shell/memory/ as JSON files, one per session:
.pilot-shell/memory/
2026-03-02-session-a1b2c3.json
2026-03-01-session-d4e5f6.jsonSearch by:
/learn triggered at context thresholdsOther measured skills in the registry, with their headline benchmark lift.