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Oct 16, 2026
The most important change in Google's new frontier model is not a benchmark. It is that a single answer can now take fifteen minutes, four server side hops, and a polling loop.
Oct 15, 2026
The fastest way to build a local agent model is not a better transformer. It is a model where attention is almost an afterthought.
Oct 14, 2026
Long context was never a context window problem. It was an attention budget problem, and Subquadratic's answer is to give every token a fixed one.
Your agents don't have a recall problem. They have a custody problem: nobody knows who owns what they learned, which version is still true, or which agent is allowed to see it.
Oct 12, 2026
The AI is the least important part of the most starred reverse engineering tool on GitHub.
Oct 7, 2026
Most agent sandboxes ask whether the model solved the task. Karotte starts from the premise that a model trained against your environment for ten thousand runs will eventually try everything, including the symlink that makes your grader read the answer key to itself.
