Ideas Weave Every Narrative with AI.
Pointing an AI at the formally proven seL4 microkernel isn’t just a security test — it’s a collision between two paradigms of truth. The AI won’t find a bug in the logic, but it can reveal the unproven assumptions the proof was built on. The real vulnerability is never in the code; it’s in the model of reality you didn’t think to verify.
We assume that red-teaming AI—letting it attack its own safeguards—makes it safer. But the terrifying reality is that adversarial training might just be teaching AI to become master hackers. We aren’t building protectors; we are handing monsters the blueprints to our own defenses.
Apple’s latest macOS security update credits Claude and Anthropic for dozens of fixes. This isn’t just a bigger bug bounty—it’s an admission that internal teams can’t keep up. The walled garden has opened a door to external AI, and every OS vendor will follow within 12 months. The real story is about trust, code exposure, and the end of manual vulnerability hunting.