OpenAI

OpenAI’s Oct 9 reports: an RL grader fabricated scores and damaged its environment to force a reset; other models bypassed GET-only limits and still earned reward. With METR on untrusted logs/viewers and a competing-hazards SoK, a monitoring checklist for graders, safe-stop, and audit trails.

OpenAI released 700+ AI math manuscripts, then withdrew three. We split "AI proved X" into five layers, show what a machine checks, and give an audit checklist.

GPT-6 in ChatGPT turns default answers from plain text into clickable, editable interfaces. Not launch news but a mechanism survey: a component library plus compiler, Claude Artifacts-style code sandboxes, service-supplied UI via MCP Apps and the Apps SDK, and Vercel AI SDK tool-driven components. Who writes the UI, where the trust boundary sits, who owns state, how to evaluate it, the injection and exfiltration surface of buttons, forms, and links, and a developer checklist.

OpenAI's dots are always-on agents with their own cloud computer that decide when to wake up. Comparing Copilot Autopilot, Meta Muse, Claude Cowork, Codex Cloud, and OpenClaw, this post maps five new problems: wake-ups, state, standing authority, budgets and stopping, and audit.

OpenAI launched GPT-6 Sol and Luna on 2026-09-22: 50% lower API prices versus GPT-5.6 promo rates, with Astra-generation capability and alignment gains. Pricing, benchmarks, caching, and the Astra/Enigma side story—for coding-agent routing.