Meta has released weights for huggingface.co, an 816B-parameter mixture-of-experts model that activates 42B parameters per token. It handles text, image, video and audio, and it has a 1M-token context window. The release reverses Meta's April decision to keep Muse Spark closed. Artificial Analysis scores it 39. That makes it the top US open-weights model, one point behind the closed Muse Spark 1.2, but ninth among 118 open-weight models overall. Meta's own model card shows Kimi K3 ahead on Terminal-Bench 2.1 (85.0 vs 76.4). Apple's MLX tests TechCrunch AI at about 15.7 tokens per second on two machines and 36.7 on four. The 512GB configurations needed for the two-machine setup arrive in late October. The license requires attribution and bans military use. Meta's safety report is still pending.
Read the full assessmentHide the full assessment3 min
NVIDIA's NVIDIA Generative AI is smaller: 120B parameters with 12B active, open weights, data and recipes, and an NVFP4 checkpoint that runs on one H200 or DGX Spark. It scores 26 on a general leaderboard, against 58 for Claude Opus 5.5. Its wins over frontier systems come from narrow fine-tunes whose tasks were never published, so it is best treated as a base for building specialized agents.
Big models on local machines
Nvidia's Verge · AI offer up to 128GB of unified memory. StorageReview measured Qwen3.6-35B-A3B at 89.2 tokens per second at 64K context. On smaller models, an RTX 5090 laptop was 2.3× faster. Recall and other Copilot+ features are missing at launch.
Agents inside everyday tools
OpenAI's Verge · AI now has a work mode that fills forms, sends messages and downloads files in signed-in sessions. It arrives two months after OpenAI closed Atlas. Users set permissions site by site, but there is no complete log of what the agent did, and a poisoned page can now lead to real actions. r/AISEOInsider launched at DevDay on September 29 with pages several people can edit at once. OpenAI's help article says automatic 'Keep updated' pages are not available at launch, even though the feature page describes them. Amazon's TechCrunch AI recorders cost $74.99 and $99.99. They lead into an $11.99-a-month tier that links conversations to Gmail, calendars and Amazon Shopping.
Creator projects filled in the rest of the picture. Julian Goldie's Agent OS r/AISEOInsider. A r/AISEOInsider promises each agent its own cloud computer, which matches Hermes's documented Docker, SSH and Modal backends. Hermes also has a new experimental plugin for running Claude on a Pro or Max subscription. A r/AISEOInsider credits Claude-run publishing with 1,300 daily clicks for an unnamed site, but several of its tactics conflict with Google's documentation and its scaled-content-abuse policy.
Robots: strong on quizzes, slow on arms
Google's Google DeepMind scored 87% on ERQA, an embodied-reasoning test Google built. On AA-Robotics v0.1, where models control a real arm, it placed third of five with 55.3, behind GPT-6 Astra's 69.4, and averaged about 52 minutes per task. Its clearer result is offline work: simulations built from a single photo raised a fine-tuned model's real-robot success from 56% to 75%.
One-prompt software
Simon Willison used Claude Opus 5.5 to generate Simon Willison, a game where two phones exchange events as audio tones, with checksums and retransmission. Bluesky's TechCrunch AI now builds games, polls and websites, but Similarweb estimates Bluesky's monthly actives fell to about 10.4M.
Tutors, tests and teachers
A Practical AI highlighted a Turkish field experiment. Unrestricted GPT-4 raised practice scores 48% but cut later exam scores 17%, while a tutor that gave hints instead of answers avoided the harm. OpenAI marked Brazil's Teachers' Day with a OpenAI News. Study Mode is a set of instructions students can switch off, not a lock. Google's r/AISEOInsider, announced September 15, adds voice chat in about 100 languages and new quiz formats.
Provenance, media and money
The Verge used Google's SynthID Detector to find Verge · AI that Trump posted. The restoration work is real. Sega Verge · AI after players flagged art artifacts and bugs. Verge · AI, the Sam Altman film Amazon dropped, on December 25. According to people briefed, Anthropic told investors that Simon Willison, about 45% above Q2, after it cut back distillation by rival labs.























