# Learning methods

Parent: [source](../AGENT.md)

| Member | Responsibility |
| --- | --- |
| detectors.ts | Pure task cohorts and correction detection; adaptive repair surface |
| repair-strategy.ts | Repair-worker guidance; adaptive repair surface |
| audit.ts | Protected daily independent task-quality audit and evidence validation |

Only detectors and repair strategy can evolve under adaptive scope. Audit acceptance stays protected.