Open-Source AI
Open models — Llama, Mistral, DeepSeek, Qwen and others — are catching up to closed labs and let you run AI on your own hardware, vendor-free. That shifts the balance of power, the safety debate and the economics of the field. Here is everything on open-source AI: open-weight releases, licenses, local deployment and the race against closed models.

Baidu, Tsinghua and Renmin Open-Source LoopVL, Teaching a Loop Transformer to See
Baidu, Tsinghua University and Renmin University's Gaoling School have open-sourced LoopVL, a vision-language model built on a Loop Transformer with shared weights.

Vercel Launches Python in General Availability: Six SDKs and FastAPI Support
Vercel launched Python in general availability, enabling developers to deploy Python applications alongside JavaScript frontends with automatic framework detection…

DeepSeek credits users with tokens as compensation after multi-hour outage
On the morning of October 15, DeepSeek's web chat and API, including V4 Pro and V4.1 Flash, were down for several hours. The company made a rare move for the…

Tsinghua's LoopWAM Tops RoboChallenge Table30 and Goes Open Source

Cohere to acquire AISLE, a startup that found 500+ CVE-assigned vulnerabilities in its first year

LEASH hands hard steps to a strong agent and cuts Opus 5 costs by 19.2%

ACT3D teaches a VLM to explore 3D scenes and beats Gemini 3.6 Flash: 53.2% across six benchmarks

Mistral releases Timestral: a 209M-parameter model that tops three benchmarks
Mistral's first time-series model family ranks first on GIFT-Eval, TIME and fev-bench with 209M parameters, and it runs on an ordinary server CPU.

DeepSeek open-sources its DeepInfer inference engine, and analysts calculate an 82% margin
DeepSeek has released its internal DeepInfer framework and the deepseek-recipe component under Apache 2.0. Third-party estimates put the gross margin of its AI…

MOSS-Image: Open 5B Model Renders Long Text with 96.3% Coverage

DeepSeek releases V4.1-Flash-1017 and opens its Search API at $0.75 per 1000 calls

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

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

Cognition releases agent plugin to fix PHP and Node.js holes, including a CVSS 9.2 flaw
After the critical PHP2Shell flaws and a Node.js release fixing 10 CVEs, Cognition open-sourced a plugin that has Devin and other coding agents find and patch…

Echo Teaches VLA Robots to Recognize Success and Failure Inside Their Own Actions
Researchers embedded stop and failure signals in every action chunk of a VLA model and denoise them faster than the motions. No per-frame progress labels are needed.









