Phase 1 MVP

Build career momentum with visible, repeatable progress.

Single-user private mode

Knowledge Note

Use benchmark regressions to drive weekly work

Weekly iteration improves when regressions produce concrete follow-up tasks instead of generic worry.

## Use benchmark regressions to drive weekly work

Weekly iteration improves when regressions produce concrete follow-up tasks instead of generic worry.

### Practical takeaway

Capture the decision this note supports, then connect it to a project, evaluation loop, or deployment choice so the idea stays operational.