#LLM
Curated coverage on «LLM»: releases, research, benchmarks, open-source.
Huginn Beats Ouro on All 10 Benchmarks: The Design Space of Recurrent LLMs
Recurrent language models reuse Transformer blocks, but getting the architecture right is a scarce skill. Researchers at the Institute of Foundation Models…
MOSS-Image: Open 5B Model Renders Long Text with 96.3% Coverage
The open diffusion model MOSS-Image (5B parameters) scored 96.3% text coverage on LLTB. Its authors promise to release the weights, training recipe and evaluation…
MIST shows video world models don't forget; they fail to carry out the command
A new MIST test separates scene setup, execution of the change, and memory. M3-Agent more than tripled the reveal score, and WRBench metric T rose 26.1%.
HumanoidPose Estimates Humanoid Robot Pose From Video, Cutting Joint-Angle Error by 18–32%
Researchers Annotate 2,122 WildChat Conversations: 71.1% of Legal Chats Seek Personal Advice
StopLoss Cuts Off Doomed Coding-Agent Runs and Saves Up to 48% of Costs
Changing the definition of "unsafe" moves a guardrail score from 0 to 100 with 0.03% of weights
Anthropic to put 5% of its shares into a Public Benefit Fund, with the stake growing as the company grows
Anthropic is allocating 5% of its shares to a new Public Benefit Fund; the board may add 2% per 50% valuation gain. With founder and staff pledges, about 20% goes…
Researchers Propose Anti-Persistence: LLM Agent Memory Without Stored Rules
A new memory design for LLM agents stores trajectories and outcomes, then rebuilds guidance from scratch for each task. It uses the fewest LLM calls of the designs…
POPE audit: the choice of "yes/no" tokens shifts LLaVA-1.5 F1 by 6.13 points
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
Anthropic: junior share of hires fell from 27% to 9%, while agent hours outpaced human hours 6x
FilmFlow: Four Agents Build 3D Camera Trajectories from Text and Video
The FilmFlow agent system turns text or a reference video into an executable 3D camera trajectory. On CinemaBench, a 750-task benchmark, it beat baseline methods…
BrickWright Teaches Coding Agents to Build with LEGO: 100% Valid Builds vs. 9–69%
The BrickWright framework and its Python toolkit BrickLayer lifted physically valid LEGO builds to 100% on 512 prompts, while baseline agents managed between 9% and…