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HeirCommit Filters Out Up to 83% of Harmful Updates in Self-Evolving LLMs
EvoHeir checks an updated model on fresh questions before it is inherited, raising average math scores 5.3% over Agent0 across four base models.
ACT3D teaches a VLM to explore 3D scenes and beats Gemini 3.6 Flash: 53.2% across six benchmarks
ACT3D, a Qwen-based model, learns to move through a 3D scene and pick its own viewpoints via RL: 53.2% average across six benchmarks with 50–70% fewer frames.
Librarian Agents: LLMs Pre-Build the Workspace and Gain 33 Points on BrowseComp-Plus
A builder agent lays out a document corpus as a file system in advance, and a second agent answers questions. On BrowseComp-Plus the gain is 33 points; on BRIGHT it…
Anthropic lets six METR auditors into its office, with the right to publish reports without a veto
Claude Traced the Origin of the NIST ECDSA Curve Seeds in Half an Hour
OpenAI: GPT‑5.6 Sol model finds critical flaw in PHP, which runs 70% of websites
Claude Mythos 5 designs quantum circuits that beat published records
Wujie Dongli Open-Sources World Model MWA-Phoenix, Claims Top Spot on Six Benchmarks
China's Wujie Dongli has open-sourced MWA-Phoenix, a latent world model. The company claims first place on six benchmarks, from simulation to real robots.
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…
The Expectations Gap: 91% of Anthropic Employees and 39% of Americans Expect a Nobel-Level AI Breakthrough
Anthropic: AI Agents Now Outnumber Employees 6 to 1, and Junior Hiring Is Shrinking
LILIE teaches image generation through language, cutting gFD from 66.84 to 53.01
Competence Over Accuracy: Why GPT and Qwen Lose Logic When Problems Get Rephrased
"Wait" in Reasoning Models Turns Out to Be Inherited from Data, Not Discovered by RL
An analysis of OLMo-3 and MiMo training shows the word "wait" in model reasoning comes from data. RL lifts MATH-500 without it, and marker frequency proves nothing.
Vercel Shop Reaches GA: Shopify Storefronts Learn to Sell to AI Agents
Vercel and Shopify launched an open-source Next.js storefront template that gives agents machine-readable product pages and the UCP protocol. PAIGE case: +22%…