When AI Debuggers make tests pass… and the system worse

AI-assisted debugging feels magical the first time you use it: you paste in a failing test, get back a patch, and suddenly everything is green. And yet, after a few weeks, a pattern emerges: the system works, but it is subtly worse than before. More checks.More wrappers.Blurred boundaries.Weaker guarantees. Nothing is obviously broken. Yet. This …

Google’s Warning: AI has become an Attack Surface

On August 16, 2025, Google issued a rare security advisory. The alert? Indirect prompt injections. A blog post cited on Yahoo News highlighted this alert, noting that some 1.8 billion Gmail users could be affected by the emerging threat. This is not a traditional phishing attack. There are no suspicious links, no “click here.” Instead, …

When AI starts hacking AI

DARPA’s AI Cyber Challenge At DEF CON 2025, the DARPA AI Cyber Challenge put autonomous AI-driven systems head-to-head in a capture-the-flag–style contest. Contenders had to find and patch vulnerabilities faster than human experts ever could. The results were striking: AI-based security tools demonstrated an ability to uncover and remediate software flaws at unprecedented speed. The …