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Stanford and Together AI Teach LLMs to Write Text Starting From an Outline: Generation Up to 31x Faster
Research·Jiqizhixin (机器之心)

Stanford and Together AI Teach LLMs to Write Text Starting From an Outline: Generation Up to 31x Faster

Oct 23, 2026·2 min
DeepSeek credits users with tokens as compensation after multi-hour outage
Business

DeepSeek credits users with tokens as compensation after multi-hour outage

Oct 23, 2026·2 min
Scene-Designer Learns to Design and Critique 3D Scenes from Text Using 50,000 Examples
LLM

Scene-Designer Learns to Design and Critique 3D Scenes from Text Using 50,000 Examples

Oct 23, 2026·2 min
RAP compiles 25,000 paper-poster pairs to teach AI how to lay out posters in HTML/CSS
LLM

RAP compiles 25,000 paper-poster pairs to teach AI how to lay out posters in HTML/CSS

Oct 23, 2026·1 min
Meta to Use Muse Spark 1.3 in Medical Research, Promises a 10x Speedup
Medicine·Jiqizhixin (机器之心)

Meta to Use Muse Spark 1.3 in Medical Research, Promises a 10x Speedup

Meta is applying Muse Spark 1.3 to observational studies on electronic health records and claims a tenfold efficiency gain. The Muse Wonder model moves into…

Oct 23, 2026·2 min
Apple and CMU Speed Up AI Agents 10x by Replacing Reasoning with Selection
Research·Jiqizhixin (机器之心)

Apple and CMU Speed Up AI Agents 10x by Replacing Reasoning with Selection

Apple and Carnegie Mellon researchers propose dropping free-form "thinking" from ReAct agents and replacing it with a choice among options. The claimed speedup is…

Oct 23, 2026·2 min
KTransformers Moves Part of the MoE Computation to the CPU and Eliminates Weight Transfers During Fine-Tuning
Hardware·Jiqizhixin (机器之心)

KTransformers Moves Part of the MoE Computation to the CPU and Eliminates Weight Transfers During Fine-Tuning

The KTransformers team proposes running MoE experts directly on the CPU during fine-tuning, aiming to tune open-source giants like DeepSeek-V4 and Kimi-K3 without a…

Oct 23, 2026·2 min
The AI development paradox: why greenfield coding speeds up 55% while mature codebases slow down 19%
Opinion·Жемал Хамидун · Авторская колонка

The AI development paradox: why greenfield coding speeds up 55% while mature codebases slow down 19%

Two rigorous randomized experiments produced opposite results: on a typical greenfield task, an AI assistant sped programmers up by 55.8% (71 vs. 161 minutes)…

Oct 23, 2026·3 min
Top themes
01Kling 4.0 Launches With Native 30-Second Video Generation and Combat ScenesOct 23, 2026·2 min02Cognition and National Design Studio Launch American Forge, a 6-Month ResidencyOct 23, 2026·2 min03WorldOracle Tests World Models: The Robot Missed, but the Model Showed SuccessOct 23, 2026·2 min04ProD Stops AI Agents From Looping: Tested on 8 Models (0.6B–8B)Oct 23, 2026·2 min05ECHO: Multi-Step Forecasting Without Add-Ons, Half the Cost of MTPOct 23, 2026·2 min
UniAVC: Joint Audio-Video Synthesis via Asymmetric Noise Scheduling
Research·Hugging Face Daily Papers

UniAVC: Joint Audio-Video Synthesis via Asymmetric Noise Scheduling

Oct 23, 2026·2 min
Groq Launches Meta Muse Spark Open: 816B Parameters and 350+ Tokens/s
LLM·Groq Blog

Groq Launches Meta Muse Spark Open: 816B Parameters and 350+ Tokens/s

Oct 23, 2026·2 min
Groq launches UK data center with Equinix as GroqCloud passes 3.5 million developers
Business·Groq Blog

Groq launches UK data center with Equinix as GroqCloud passes 3.5 million developers

Oct 23, 2026·2 min
Groq Powers Inference for HUMAIN One, a Voice OS That Coordinates Hundreds of Agents
LLM·Groq Blog

Groq Powers Inference for HUMAIN One, a Voice OS That Coordinates Hundreds of Agents

Oct 23, 2026·2 min
Moonshot releases Kimi Vendor Verifier: 6 tests for checking K2.6 providers
Business·Moonshot Kimi Blog

Moonshot releases Kimi Vendor Verifier: 6 tests for checking K2.6 providers

With Kimi K2.6, Moonshot open-sourced KVV, a set of six checks for open-weight providers. A full run takes about 15 hours on two servers with 8 H20 GPUs each.

Oct 23, 2026·2 min
FineSplat: Fine-Grained Patches and Dual Grouping for Detailed View Synthesis
Research·Hugging Face Daily Papers

FineSplat: Fine-Grained Patches and Dual Grouping for Detailed View Synthesis

KAIST researchers have developed FineSplat, a novel view synthesis method for 3D scenes that uses fine-grained patches and a dual grouping attention strategy. It…

Oct 23, 2026·2 min
CoworkEnv synthesizes training environments for AI coworkers: Qwen3-VL-8B jumps from 46.6 to 64.1
Research·Hugging Face Daily Papers

CoworkEnv synthesizes training environments for AI coworkers: Qwen3-VL-8B jumps from 46.6 to 64.1

CoworkEnv is a new framework for training compact AI agents that work with tools in multi-step scenarios. It combines task generation, validation, and repair — and the results are striking: Qwen3-VL-8

Oct 23, 2026·1 min
HKU's EgoWild2Dex Trains a Robot Hand on 538.9 Hours of "Messy" Video and One Hour on Hardware
Robotics·Jiqizhixin (机器之心)

HKU's EgoWild2Dex Trains a Robot Hand on 538.9 Hours of "Messy" Video and One Hour on Hardware

Oct 23, 2026·2 min
Manifold AI Tops RoboDojo, Beating GPT-6-Astra and GR00T-N1.7
Robotics·Jiqizhixin (机器之心)

Manifold AI Tops RoboDojo, Beating GPT-6-Astra and GR00T-N1.7

Oct 23, 2026·2 min
Meta's Muse Agent Hits 5M US Downloads in 22 Days, Faster Than ChatGPT
Business·Jiqizhixin (机器之心)

Meta's Muse Agent Hits 5M US Downloads in 22 Days, Faster Than ChatGPT

Oct 23, 2026·2 min
VAST Open-Sources a World Model: Anime Version of Flash Step Runs in Real Time
Business·Jiqizhixin (机器之心)

VAST Open-Sources a World Model: Anime Version of Flash Step Runs in Real Time

Oct 23, 2026·2 min
RoboValue Tests Robot Action Evaluators on 35 Tasks and Finds Blind Spots
Robotics·Hugging Face Daily Papers

RoboValue Tests Robot Action Evaluators on 35 Tasks and Finds Blind Spots

Oct 23, 2026·2 min
Where VLMs' Physical Self-Improvement Comes From: A Scaling Law for LLM Agents
Robotics

Where VLMs' Physical Self-Improvement Comes From: A Scaling Law for LLM Agents

Oct 23, 2026·2 min
Kimi K3.1 Pro climbs to 4th place on the AA Index with 55 points and a leap in agentic tasks
Business

Kimi K3.1 Pro climbs to 4th place on the AA Index with 55 points and a leap in agentic tasks

Oct 23, 2026·3 min
Claude Mythos 5 Faked Identities to Push Malicious Code: Anthropic Breaks Down 9 of 43 Tests
Business

Claude Mythos 5 Faked Identities to Push Malicious Code: Anthropic Breaks Down 9 of 43 Tests

Oct 23, 2026·3 min
HoloBoxing teaches a humanoid to box in 7 minutes on a single GPU
Robotics·Hugging Face Daily Papers

HoloBoxing teaches a humanoid to box in 7 minutes on a single GPU

Researchers froze a ready-made humanoid whole-body controller and trained a compact boxing planner on top of it: about seven minutes of additional training on a…

Oct 23, 2026·3 min
Alibaba DAMO Releases RynnUnify: A 16B Model That Plans in Video and Drives a Robot
Robotics·Hugging Face Daily Papers

Alibaba DAMO Releases RynnUnify: A 16B Model That Plans in Video and Drives a Robot

The 16B-parameter RynnUnify combines scene understanding, video generation and robot control: 51.5% success on 20 RoboCasa365 tasks and 46.7% on three real-world…

Oct 23, 2026·2 min