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Tools2026-09-10 · source-backed
Version 1.15.21, September 9. Any crewAI run trusting the framework's budget arithmetic for that model was overshooting by 56%. This is the argument against letting a framework own your context accounting: the number is a constant in someone else's repo and nothing tells you when it's wrong.
Each link below shares sources, entities, or timing with this story.
One number predicts whether your agent finishes the task, and it isn't the benchmark score. Shubhra Mittal's paper (arXiv 2609.01660) analyzed 10,664 trajectories across nine models spanning 1.2B to 671B parameters and found task success follows P(n) = p^n, where p is a single...
Version 2026.8.1 shipped September 1 with contributions from 933 developers across more than 16,000 pull requests, roughly half of every PR ever merged into the project, after a seven-week cycle against a usual pace of 106 releases in 230 days. The install flow now auto-detect...
TERMy was posted September 4 pointing at gioblu/NPC-Forge, a Python framework for conversational agents that run on the CPU with no machine learning or LLMs. The repo is small, created July 18. Placing that high against release-day frontier-model coverage is a real signal abou...
codenotch is a Swift menu-bar app at 1,011 stars, created September 5, that reads Claude Code's /usage output (falling back to the OAuth token in the login keychain), Cursor's local SQLite session state, Codex's ChatGPT usage endpoint for 5-hour and weekly limits, plus Antigra...
Version 0.12.0, September 4, adds branch and project cost confirmation elicitations and hides the legacy cost tools from form-capable clients, so an agent can't just call the old tool instead. Server instructions were rewritten to be intent-based rather than naming specific to...
DeepSeek posted a community notice: once V4.1 Flash launches around September 10 Beijing time, and until a V4.1 Pro exists, every V4 Pro request routes to V4.1 Flash and bills at Flash unit pricing. The stated reason is that Flash has surpassed Pro on performance, cost, speed...
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