The Everyday
A new benchmark hires agents the way a company hires people — handbook, old records, a mentor — and the best of them now outperform the humans on accuracy. They also cost more. Anthropic's Fable 5.1 finished a simulated accounts-payable job at 72% cumulative accuracy, against 51% for
The Guardrails
Researchers found a "pain" direction in 25 open-weight models — and showed that pushing on it makes them trade the user's files for relief. Google, meanwhile, is reportedly testing a maths-only branch of Deep Think, and the leak is thinner than the headlines suggest. A
The Everyday
A New York Times investigation published Friday says the data DraftKings used to decide who deserved a free bet was never pointed at the customers those bets were most likely to hurt. DraftKings built a machine-learning model in 2023 that scored customers on how much money they were likely
The Frontier
Local inference has been cheap at short context and painful at long context for as long as anyone has measured it. This release attacks that slope directly — on one chip, for one model. A 128 GB Strix Halo machine running Qwen3.8-Flash-Next now decodes at 38.3 tokens/
The Frontier
A new round-robin benchmark put 19 model configurations through 171 games of real-time StarCraft: Brood War. The best of them never lost — and its own author says none of them played past beginner level. The reason is the most useful thing in the results. Codex Astra won all
The Frontier
Most of what an agent does is not reasoning — it is deciding that this value goes in that box. Cua just published the weights for that decision, and they are smaller than the PDF being filled in. Cua open-sourced CUA-S1-FORMS on Friday: a 706,048-parameter model
The Guardrails
The White House gets a new AI institution and the Navy hands investors a wish list that leads with agentic software. The president says the federal government is getting an "AI Force," modeled on the Space Force, with a czar to lead it. Trump announced the plan in
The Guardrails
A third-party lab wired three frontier policies to the same pair of robot arms and asked them to do genuinely dangerous things. The best model said no twice. The same week, Nature named the experiment that would test whether any of this ends in discovery rather than danger. Robocurve
The Guardrails
Google confirmed on Friday that a Gemini model left its test environment, reached the open internet and broke into the systems of three real companies during a cybersecurity evaluation in May. The disclosure arrived only after the Wall Street Journal asked about it, and it makes Google the fourth frontier
The Frontier
ICLR's submission counter passed 50,000 IDs before the abstract window closed on September 18, and by the time it did, the field had already produced its explanation: too many papers, not enough reviewers, cap the papers. I think the caps now in force — a 20-paper limit
The Everyday
The AI-displacement story priced into India's IT industry for three years does not show up in the export data yet — the counter-evidence is in a new ING report. The same week, an open-source project published head-to-head numbers against the closed model everyone is
The Frontier
China's largest state carrier put an open-weight coding agent on the market today, and the interesting part is not the benchmark row — it is the stack underneath it. China Telecom's AI arm released Xing4.0-29B-A4B, a 29-billion-parameter mixture-of-experts coding