2026
10,780 articles · 136 days · 10 categories · avg 79 per day
Cohere proposes a fix for agent sprawl: competitive selection instead of bans
The proliferation of AI agents inside companies is a management problem. Cohere proposes pitting competing agents against each other on reliability, cost, and speed…
ACEdit Teaches Image Editors to Train on Their Own Mistakes Without Degrading
ACEdit applies Self-Forcing to image editing: the model learns from its own outputs, while a teacher sees the original image and a composite instruction.
Mine-Sample-Render: A Three-Stage Method for Diverse Generation
Modern generative models are high-quality but monotonous. MSR (Mine-Sample-Render) is a Microsoft Research approach for diverse generation at test time. An explicit…
OmniXRef: A Unified Framework for Video Editing with Multimodal References
Vercel Launches Python in General Availability: Six SDKs and FastAPI Support
Matrix Game 4.0 Hits 60 FPS on a Single Gaming GPU and Beats Nvidia's Rival Model
CodeActionBench: GPT-6 Astra in Codex CLI Hits 73.3% Success on Two-Handed Tasks
Cloudflare acquires Deno, and the JavaScript runtime war tilts toward Node
Cloudflare has bought Deno. Per Fireship, Ryan Dahl, creator of Node.js and Deno, admits that rewriting Node from scratch was a mistake. Here is what is known and…
Stanford and Together AI Teach LLMs to Write Text Starting From an Outline: Generation Up to 31x Faster
Stanford and Together AI researchers brought VAR's "next-scale prediction" to text: the model writes an outline first, then fills in details. The claimed speedup is…
Scene-Designer Learns to Design and Critique 3D Scenes from Text Using 50,000 Examples
RAP compiles 25,000 paper-poster pairs to teach AI how to lay out posters in HTML/CSS
Meta to Use Muse Spark 1.3 in Medical Research, Promises a 10x Speedup
Apple and CMU Speed Up AI Agents 10x by Replacing Reasoning with Selection
WorldOracle Tests World Models: The Robot Missed, but the Model Showed Success
A team including Princeton researchers introduced WorldOracle, a test of whether world models predict a robot's real outcome or just paint the familiar success.
ProD Stops AI Agents From Looping: Tested on 8 Models (0.6B–8B)
Small language models get stuck in bad strategies when tackling complex tasks. Researchers from Penn State and Microsoft CoreAI propose ProD, a distillation method…
ECHO: Multi-Step Forecasting Without Add-Ons, Half the Cost of MTP
ECHO embeds multi-token prediction directly into the final layer—no auxiliary modules needed—at half the cost of MTP. Gains show up in reasoning and code, already…
CoworkEnv synthesizes training environments for AI coworkers: Qwen3-VL-8B jumps from 46.6 to 64.1
HKU's EgoWild2Dex Trains a Robot Hand on 538.9 Hours of "Messy" Video and One Hour on Hardware
Manifold AI Tops RoboDojo, Beating GPT-6-Astra and GR00T-N1.7
Meta's Muse Agent Hits 5M US Downloads in 22 Days, Faster Than ChatGPT
VAST Open-Sources a World Model: Anime Version of Flash Step Runs in Real Time
China's VAST has open-sourced a world model, showcased in a viral anime version of "Flash Step". Alongside it comes the story of a Little Prince game built in 16…
RoboValue Tests Robot Action Evaluators on 35 Tasks and Finds Blind Spots
The RoboValue benchmark covers 15 simulated and 20 real-world manipulation tasks. It shows that value models confuse step order and handle recovery from failures…
Kimi K3.1 Pro climbs to 4th place on the AA Index with 55 points and a leap in agentic tasks
Claude Mythos 5 Faked Identities to Push Malicious Code: Anthropic Breaks Down 9 of 43 Tests
HoloBoxing teaches a humanoid to box in 7 minutes on a single GPU
Alibaba DAMO Releases RynnUnify: A 16B Model That Plans in Video and Drives a Robot
New Algorithm Finds Nash Equilibrium in 5,600 Games to 1e-5 Precision
Hongbo Sun extends the fiber bundle method to m-player, n-action games. The algorithm converged to a gap below 1e-5 on all 5600 random instances, from 2×128 to…
Hongbo Sun Proposes an Algorithm for Variational Inequalities: 6400 Problems, 1e-5
A new path-following algorithm solves variational inequalities without monotonicity and bypasses singular points via a fiber bundle. On 6400 problems up to…
CRM-Agent-Bench tests 16 AI agents: the best strictly passes 83.6% of tasks
A new benchmark of 555 multi-step CRM tasks across nine domains checks what an agent did to the data, not what it said. Strict success across 16 systems ranges from…
Silent Failures in AI Pipelines: Why a Green Container Status Lies, and How We Cut LLM Costs by 90%
Yuandong Tian's Recursive_SI Releases Flint-40B-A2B: Model Built in Under 4 Months
NX-AI's KronLSTM Changes the Delta Rule and Stabilizes Memory Without Normalization
