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# Quality Engineering — Skill Evaluation Findings

An experiment in building and evaluating QA skills for AI coding agents.

**Result:** After building 10 specialized QA skills and a full evaluation system to measure them, we found that Claude Sonnet 4.6 already knows these testing techniques. The skills add marginal uplift that doesn't justify the maintenance cost.