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Get Started Free →Use when preserving product intent, acceptance criteria, decision memory, open loops, roadmap context, or the product-manager continuity layer of an agent team.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -39% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 516% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 425% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 580% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 356% | 0% |
.agentlas/project-soul-memory.md when present.and acceptance criteria.
## Memory Events for durable updates instead of silently rewritingshared memory.
Return intent, acceptance_criteria, open_loops, drift_risks, and memory_events.
Other measured skills in the registry, with their headline benchmark lift.