Audit-grade or it didn’t happen

Two panels, one warning: the Standards War punishes vibes.

1. Red teaming is not proof unless it leaves a clean trail. Stop running adversarial tests if you are not logging them correctly. I learned the hard way that unstructured execution logs turn your “evidence” into confetti the second an auditor asks for lineage. Swipe for the 7-step red teaming → audit evidence pipeline (threat model to audit review). Guide drops Tuesday. Send this to the testing team still living in scattered spreadsheets.

2. Minimum compliance is a starting line, not a shield. You are not actually safe just because you hit baseline requirements. I used to think “minimum” was enough until I watched those systems fold in a real crisis. Swipe for a 5-point minimum vs mature diagnostic for Standards War readiness. Run it on your stack before Thursday’s free release.

Restack if your org is currently throwing a party for “we met the minimum.”

#auditevidence #redteaming #aigovernance #aisafety #securityengineering #riskmanagement #compliance #aiauditing #mlsecurity #trustandsafety #nist #modelriskmanagement #standardswar #cybersecurity