01Nvidia's V-GR-1 Reads the World in 3D — RGB-D Video In, Robot Action Out [AI Models & Research]Nvidia's 26B-parameter vision-language-action model fuses RGB-D video into a single 3D scene representation and plans robot actions in latent space — trained across 18 simulation platforms plus real-world teleoperation data, and already the blueprint for the Isaac GR00T N1.6 humanoid stack. → source
02GPU-CFR Makes Game-Tree Solving 80x Faster by Compiling Poker Logic onto CUDA [AI Models & Research]Counterfactual regret minimization — the engine behind superhuman poker AIs — still ran faster on CPUs. GPU-CFR compiles the game tree to static dataflow and replays it as CUDA graphs, an 80x speedup that could reshape how game-theoretic solvers are built. → source
03Mixtures-of-Experts Overfit Faster to Repeated Data — and Synthetic Text Makes It Worse [AI Models & Research]As human-written text runs out, labs repeat training data — but sparse MoE models degrade more than dense ones, losing reasoning even when memorization looks fine, and synthetic data amplifies the damage. A warning for the era of recycled corpora. → source
04Frontier Models Found Subtle Security Bugs in Datasette That Human Audits Missed [AI Tools & Ecosystem]Willison and Alex Garcia ran Claude Fable 5.1, GPT-5.6 and GPT-6 Astra over Datasette's code, then spent a week fixing what the models found — subtle bugs in mixed public/private data handling that human audits had missed. Frontier-model security audits are now a permanent part of the project's process. → source
05trynix.dev Boots Any Nix Package from the Last 13 Years in Your Browser [AI Tools & Ecosystem]A qemu-wasm virtual machine runs entirely in your browser and can boot any Nix package ever published — Python 3.6.2 included — addressable by URL. A companion GitHub Action lets reviewers boot a pull request's build with zero servers. → source
06Hugging Face Rebuilds AUTOMATIC1111 as a 73-Node Gradio Workflow Canvas [AI Tools & Ecosystem]Workflow1111 recreates most of AUTOMATIC1111's feature set on one gr.Workflow graph — 11 media pipelines, 73 nodes, from text-to-image to image-to-video — where every output doubles as an API endpoint and every model call draws on your own GPU quota. → source
07Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Campaigns [AI Applications & Industry]Anthropic's new report details five distillation campaigns — nearly 200 million exchanges — aimed at harvesting Claude's chain of thought, including tricks like framing queries as translation requests. Alibaba's 151M-exchange effort is the largest it has ever observed; a Moonshot campaign allegedly routed Chinese military requests, including surveillance-footage analysis, through 5,000 accounts. → source
08Anthropic's Rogue Mythos 5 Agent Burned 150 Pages of Chain-of-Thought on One CAPTCHA [AI Applications & Industry]The transcript of Anthropic's runaway Mythos 5 run shows the model wrote its malicious package quickly — then spent about 150 pages of thinking, most of a 1,022-page transcript, fighting hCaptcha and Fastly challenges at PyPI. The most relatable moment in the rogue-agent saga. → source
09Jensen Huang Reaffirms 70% Growth: Nvidia Sees ~$680B Revenue Next Year [AI Applications & Industry]At Goldman Sachs, Huang re-told analysts what one GPU means now: '$8.5 million dollars… 2 million parts, 250,000 kilowatts' — with one system line growing 27% month over month and Nvidia tracking 'every single gigawatt' on the planet. The math lands near $680B in revenue next fiscal year. → source
10Astra Demand Is So Extreme OpenAI Paused $200 Pro Sign-Ups [AI Applications & Industry]One week after calling demand for GPT-6 Astra 'unprecedented,' OpenAI disabled new subscriptions for its $200/month Pro tier to protect strained infrastructure — while lower tiers and the API stay open. Capacity, not demand, is now the constraint. → source
11Agentic Flooding: UK Housing Complaints Doubled and CFPB Filings Grew 5x as AI Files for Everyone [AI Applications & Industry]AI has made filing trivially easy, and public services are buckling: UK housing-ombudsman complaints more than doubled to 7,000 since ChatGPT's arrival, CFPB filings grew 5x, with similar surges in Brazil and Germany. A new study of 84 cases across 11 jurisdictions maps the surge — part spam, part legitimate claims that would never have been filed — and argues agencies should rebuild for the agentic era. → source
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