Skill UI

This skill runs drift detection on design documents to verify consistency with actual code. It identifies missing features, incomplete models, and architectural divergences. It generates a detailed report listing discrepancies between specifications and implementation. Use this when checking if code matches design documents or READMEs in a directory.

Processes deficiency reports from Goldfish reviewers, categorizes findings into contest/escalate/propose fix/decline categories, generates audit reports, and manages interactive resolution gates for code review workflows with automated fixes and human-in-the-loop approval

Stress-test UI components with realistic worst-case data through a development-only fixture toggle, map every rendered value, verify failures, and report issues before fixing.

Validates cosine similarity claims over embeddings or hidden states by measuring each side's anisotropy, centring by the population mean, and scoring matched pairs against a permuted floor before any number is reported.