Phase 1 MVP

Build career momentum with visible, repeatable progress.

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Knowledge Note

Why evaluation sets should start small

A curated, trusted benchmark set beats a larger but noisy dataset when you are still learning what failure looks like.

## Why evaluation sets should start small

A curated, trusted benchmark set beats a larger but noisy dataset when you are still learning what failure looks like.

### Practical takeaway

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