SOC 2 auditors are now asking AI companies for evidence beyond access logs. CC6, CC7, and new AI-specific criteria require code-level artifacts. Here is exactly what to prepare.
Before GPT-4 launched, OpenAI paid 50+ external experts — biosecurity researchers, ex-intelligence officers, disinformation specialists — to spend months trying to break it. Here's what they found, what they fixed, and what they shipped anyway.
Anthropic built a system where Claude critiques and rewrites its own outputs against a set of principles before you ever see them. Here's how Constitutional AI actually works, what attack classes it stops, and the one thing it's completely blind to.
One command. OWASP Top 10 + OWASP LLM Top 10 + EU AI Act + SOC 2. Framework-mapped findings with AI fix prompts.