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The Allen Institute for AI released StateBench, a benchmark that tests whether models can follow variables as they change across up to 64,000 updates. Frontier models handle simple lookups but collapse on the hardest updates, and Ai2's small-model experiments point to an architectural reason.
Apple's WebKit team says Safari 27.3 beta can repaint light-only websites dark when your device is in dark mode. Here's what it changes, where the setting lives, and the one line site owners can add to keep their design as authored.
Anomaly's open-source Hex lets you hold a key, talk, and have text pasted into any app without sending audio to the cloud. Version 3.0 brings one app to Mac, Windows and Linux, and it was one of GitHub's fastest-climbing repos on November 2.
Chip-design startup Ricursive has released Ripple-65B Preview, a 65-billion-parameter dense model it says tops every U.S. open-weight model on TerminalBench 2.1 and is small enough to run on a DGX Spark. The numbers are the company's own; here is what they show and what is still missing.
Colibri, a dependency-free C engine that keeps mixture-of-experts weights on NVMe and loads them on demand, is back on GitHub's daily trending list at about 47K stars. It really does run frontier-size open models on ordinary hardware, but independent tests show giant models crawl well below one token per second.
