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TCM-DiagCommit introduces a benchmark for testing evidence-conditioned syndrome selection, staged diagnostic updates, and commitment under uncertainty. Across five zero-shot LLMs, accuracy fell from 63.2–66.4% on random candidates to 14.8–22.3% across all 148 labels, while wrong-terminal commitments reached 62.2–74.3%.
A hidden “Obsidian 3” entry in Cognition’s FrontierCode 2.0 data reportedly scored 46.8%, narrowly beating Claude Opus 5.5’s 45.5%, before disappearing. Its Claude Code harness has fueled speculation that it is an unreleased Claude Fable 5.5 checkpoint, but Anthropic has not confirmed the model.
OpenAI is rolling out beta texting for Dots to eligible U.S. Pro users via iMessage and Android RCS, supporting text, photos, and voice messages. Dots can use shared context to proactively send updates or request approval. [Announcement](https://learn.chatgpt.com/docs/whats-new/dots-october-28-2026)

PandaCode 0.3.75 adds nested sub-workers, parked workers, richer team messaging, and major streaming-performance improvements. The release cuts 50 KB rendering work from 13.7 seconds to 2.3 seconds while sharply reducing memory growth.
Concordat is an open-source Python library that enforces finite-state protocols on LLM agents, limiting tools to legal actions and blocking unsafe calls before side effects. Its tau-bench evaluation eliminated unconfirmed airline changes while maintaining comparable task success.
Teamily AI is now listed among apps made for Apple’s iPhone Duo, adapting its human-agent workspace for the foldable’s larger display. That should make reviewing agent conversations, artifacts, and workflow results more comfortable on mobile.
Bun’s ahead-of-time compiler has merged, but still needs fixes and fuzzing before release. It compiles TypeScript and JavaScript into machine code at build time for faster startup and potentially lower memory usage.
China released its first batch of Fengyun satellite-based extreme-weather AI models on October 29, 2026: a typhoon cloud-image interpretation model and a severe-convection nowcasting model. They automate typhoon analysis every 15 minutes and forecast cloud evolution and severe-convection risk up to four hours ahead.

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