Four layers of context engineering for production AI agents: How Deep Insight applies them in working code

OpenAI Found 948 Linux Security Flaws—And Figured Out How to Exploit Them

An automated OpenAI system produced working exploits and draft fixes at roughly $1,279 per flaw, raising new questions about how cheaply AI can find holes in critical software at scale.