# P0 Task 03: Validation Readout

## Deliverable

A go/no-go decision memo with quantitative and qualitative outcomes from the pilot.

## Acceptance Criteria

- [ ] D2 and D7 retention reported.
- [ ] Feedback action rate reported.
- [ ] Useful-item perception findings summarized.
- [ ] Clear recommendation: proceed to P1, iterate, or pivot.

## Depends On

- Task 02