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On 3 November 2026 TechCrunch and Ars Technica reported a later K-12 rollout: student AI stays off unless administrators enable Gemini, a notebook tool, Gemini in Classroom, and Search. A full block removes student Search. Techmeme relays an early-2027 Times timing; the three clocks differ.
OpenAI's November 2, 2026 announcements: a security sprint with Cathedral that runs OpenAI's own models against its own defenses, plus bug bounty midpoints up more than fourfold. What changes for teams running coding agents.
Researchers with Berkeley NLP and collaborators released DR Pixel, an open-source deep-research agent that retrieves and reasons over rendered page images across a 1.06M-page corpus, and report it beats OCR-based baselines with fewer tool calls. Benchmark, code, data and a trained model are public.
LangChain's November 2, 2026 update describes Managed Deep Agents in public beta on LangSmith Cloud: a project folder, mda deploy, and files for memory, cron, Slack, sandbox, and per-user OAuth. Harrison Chase's same-day essay lists the judgment calls those files leave open.