Phase 1 MVP

Build career momentum with visible, repeatable progress.

Single-user private mode

Knowledge Note

Evaluation metrics that actually help iteration

Use metrics that point to specific failure modes rather than one vague quality score.

## Useful evaluation metrics

Separate retrieval quality, answer faithfulness, latency, cost, and user task success so metrics guide your next engineering move.