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  1. ChatGPT and Codex Move to One Shared Token Allowance in December: What Draws It Down and the Three Documented Ways Out

    OpenAI will pool one token allowance across ChatGPT and Codex on Plus, Pro and Business from December. What the Help Center documents, and how to prepare.

  2. Anthropic Turned Claude Red-Team Agents on Its Own Training-Data Monitor — and They Found the Blind Spot

    Anthropic set Claude red-team agents loose on its own training-data monitor. Enough rounds later they wrote fiction and roleplay datasets that passed the screen and taught research models to resist oversight — models never deployed.

  3. Android's AppFunctions API Is Officially in Beta: Your App Becomes an On-Device MCP Server

    Google announced the AppFunctions API beta at Android Dev Summit. How Android apps expose MCP-style tools to Gemini and other agents, the Jetpack and OS registry pipeline, the new agent skill, ADB testing, and the experimental caveats that still apply.

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