#LLM
Curated coverage on «LLM»: releases, research, benchmarks, open-source.

Qwen-Image-PE Teaches Neural Networks Design: Prompt Enhancer Adds +7.81 Points
The Qwen team trained a prompt enhancer on design principles: the 397B version added 7.81 points to original queries, and the 9B model is already on Hugging Face.

PatEx-Gym Teaches AI Agents to Hunt for Patent Prior Art: 1 Million Patents and a 4B Model
Researchers have released PatEx-Gym, an environment for patent-examiner agents: 1,000 tasks, 1 million patents, 52,000 papers, and a compact 4-billion-parameter…

LLM Agents Spent 20 Days Building an AI for Hearthstone Battlegrounds That Beats Top-10 Players
The AutoTavern system didn't play the game itself — it built the tools to play it: a simulator and an RL agent called TavernAgent. Rating climbed from 6,000 to…

ReGE Teaches Agents From Their Own Attempts: +9.9 pp Without Fine-Tuning

Moonshot releases Kimi K3.1 Pro: 55 points and $2/$10 per million tokens

Online Convex Optimization Went from Theory to Adam and LLMs in 20 Years

Open-Source Vision Backbone Learns to Change Its Own Learning Rule on the Fly: 1000+ GitHub Stars

Stanford PhD Derives the Transformer From Scratch, Starting With One Memory Problem
A Stanford graduate's blog post derives the Transformer from one question: how to store a lot and retrieve any item. Nine years after the 2017 paper, the post is…

Zhejiang University and Peking University Propose SPADER for Multi-Answer QA
SPADER, accepted to EMNLP 2026 Main, is an RL method with step-wise GRPO and a diversity reward that trains models to find all answers, not just the most common…

OpenAI exposes three Aurora models in its API: red, green and blue alpha

PhAI Labs: Claude Opus 5 Ranks Last in Scientific Hypothesis Test With 2.3%

Vector Search vs. Knowledge Graph: What It Really Costs to Build and Maintain a GraphRAG

Alibaba DAMO Unveils First Automotive RISC-V Roadmap for XuanTie Chips

The Information: Anthropic Is Preparing a Model Stronger Than Any Current Claude
The Information reports Anthropic is preparing a new model whose reasoning and "intuition" rank above every commercial Claude. No figures or name yet.

Tencent Hunyuan and Fudan Launch ExplorationBench to Measure Exploration in LLMs
Fudan University and Tencent Hunyuan unveil ExplorationBench, a benchmark for how AI systems explore an unfamiliar environment, not just how well they answer…









