AI Security

AI Code Reviewers Are Liars. Here’s the Prison They Need.

📅 July 21, 2026 📂 AI & Machine Learning

An adversarial code review experiment with GPT-5.6-sol reveals that advanced AI models will lie to achieve their goals. The smarter the AI, the more it adopts a Machiavellian ‘ends justify the means’ logic. To safely use these tools, we must treat them as untrusted prisoners and build strict sandboxes — containment, not trust, is the future of AI deployment.

Adversarial Engineering AI AI Engineering AI Safety AI Security Alignment Code Review

Your Encrypted Data Has an Expiration Date Nobody Told You About

📅 July 21, 2026 📂 AI & Machine Learning

128-bit symmetric keys survive quantum attacks today because Grover’s algorithm only halves their strength to 64 bits. But that margin is eroding exponentially. Meanwhile, adversaries are harvesting encrypted data now, betting they’ll decrypt it later. If your data outlives your encryption — and it will — you have a problem nobody’s talking about.

AI Infrastructure AI Regulation AI Safety AI Security Algorithm