Validate performance quality

Use this skill after apply-inference-optimizations changes a runtime path. Performance changes are not complete until they have a reproducible benchmark, the right quality reference, and documentation that explains defaults versus validated opt-in paths.

Benchmark contract

Every benchmark or summary should make these facts recoverable: