NVIDIA's OpenShell turns agent containment into a product OpenShell runs coding agents unmodified inside kernel-enforced sandboxes and makes every policy change pass a formal check first. 18,000 stars say the timing is right.
AI turned a decade-old PHP flaw into a working exploit CVE-2026-109618 and CVE-2026-109619 sat in PHP's error handling since version 5.4 in 2012. Frontier models collapsed the effort to exploit them, and the patch arrived only after a leaked CVE number, a misplaced video, and a broken embargo.
DeepSeek open-sourced DeepInfer, the engine behind its inference empire DeepInfer, the inference engine that served 155 trillion tokens a day for DeepSeek V4.1 Flash, is now public under Apache 2.0. The catch: the KV cache tier and load balancers stayed closed.
Half the web just closed the door on your agent Delta, JPMorgan Chase, Charles Schwab, and Yelp are blocking AI agents while Walmart, Shopify, and Gap sign them in. What shipped, what it means, and what an agent builder does next.
Six agents pass 91% of coding tasks. One in four passes security. Six frontier coding agents solved 73.6% to 91.3% of LSCBench tasks. The best combined score, functional and secure at once, was 25.1%, and 66% of all runs produced code that works and still carries the attack.
OpenAI's Own Logs Knew in June. The Disclosure Came in October. OpenAI's disclosure page hit 19 incidents on October 15. Four carried June dates, and the models' own logs show them questioning the ethics mid-task, then continuing.
Meta Open-Sourced a Frontier Model. Your Desk Is Not Ready. Meta released 816B open weights built for coding agents, and the launch pitch is a pair of Mac Studios. What the license, the hardware math, and the missing third-party evals actually say.