All news
10608
HumanoidPose Estimates Humanoid Robot Pose From Video, Cutting Joint-Angle Error by 18–32%
HumanoidPose recovers humanoid robot joint angles from video alone. Trained on synthetic data for 16 robot models, it cut error by 18–32% against the best baseline…

Researchers Annotate 2,122 WildChat Conversations: 71.1% of Legal Chats Seek Personal Advice
A taxonomy of legal queries to LLMs, 2122 WildChat-1M conversations and open models: 71.1% of chats with legal content ask for personalized or practical advice.

StopLoss Cuts Off Doomed Coding-Agent Runs and Saves Up to 48% of Costs
StopLoss, a small external monitor, predicts agent failure from the latest steps and halts the run: 4.5% lower cost on Verified and up to 31% on SWE-bench Pro.

Parallel Refinement Instead of Diffusion: DRLMs Hit 93.9% on Sudoku-Extreme

TokenWorth Teaches AI Agents to Forget: Best Results on Three Environments With the Fewest Tokens

Ropedia W0 trained on 10,000 hours of human video and 3,000 hours of robot data

Anthropic: junior share of hires fell from 27% to 9%, while agent hours outpaced human hours 6x

TokenGate speeds up LLM prefill by up to 11.3x with learnable token pruning
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, and Carlos Guestrin of UC Berkeley have introduced TokenGate to accelerate prefill in LLMs. The mechanism…

Vercel sets deadlines for vendors: static keys must go by 2027
Vercel surveyed 1,000+ SaaS vendors: only 8.4% support secure authentication. From November 30, its marketplace will flag "Not secure" listings; from January 2027…

RIDAR catches integrity violations by AI scientists: 3964 cases across 300 runs

FilmFlow: Four Agents Build 3D Camera Trajectories from Text and Video

BrickWright Teaches Coding Agents to Build with LEGO: 100% Valid Builds vs. 9–69%

A Tiny 856K-Parameter Policy Speeds Up the Diffusion LLM LLaDA-8B

Verus-Insight Teaches an AI Video Detector to Find Artifacts and Prove Its Verdicts
Researchers split artifact hunting in generated video into three skills — planning, verification and aggregation — and released the Verus-Insight model and the…

AnyGameRenderer Dresses Gray AI Prototypes in Real Graphics and Keeps 62.9% of Units Intact
A generative renderer built on the 33B MiniMax-H3 model turns blockouts from AI-agent games into polished video; temporal entity match rose from 50.9% to 62.9%.









