Evaluation loops are the difference between a clever demo and a system that can be improved. The core pattern is simple: define the claim, gather evidence, compare against the claim, and record what changed.
Useful Evidence
- Static checks for type and build safety.
- Browser screenshots for visual work.
- Targeted tests before broad suites.
- Human-readable session notes that explain residual risk.