Skill audit report

mc-ai-tell-audit Audit report.

The post-generation AI-tell audit (AI 味诊断). Run this on every generated track before accepting it. Covers the fourteen enumerable defaults that generative music models fall into, which of them are machine-measurable and which need ears, why compliance rate and AI-tell count are two separate numbers that must never be merged, the zero-point calibration that sets the pass threshold at 82 rather than 60, the ordered diagnostic path from symptom to owning skill, and the remediation list. Use when a generation comes back and must be accepted or rejected, when a track sounds synthetic but you cannot say why, when deciding whether to accept a take, or when a high compliance rate still produced a bad result. AI 味、诊断、验收、听不出来是 AI、照做率、生成后检查。