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Notes on AI crawler access, parse failures, and what an evidence-first audit can — and cannot — tell you about AI system readability.

Audit

Record what each named protocol observed.

Diagnose

Trace each production finding to evidence.

Verify

Re-run the protocol required by the remediation.