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Learn2Play Bench Tests Whether LLM Agents Truly Learn from Experience
A new benchmark of text-based games with novel or counterintuitive rules evaluates whether LLM agents can acquire knowledge throug...
AgentGarten Builds Real-Time Code Worlds Where Agents Learn in Four Rounds
Hugging Face researchers introduce AgentGarten, a framework pairing simulators and game engines with a shared neural renderer to c...
SuperNav Lets Pretrained MLLMs Navigate Any Scene Without Task-Specific Training
Researchers introduce SuperNav, an agentic navigation system that keeps a pretrained multimodal LLM focused on interpreting reques...
TokenRouter: A Serving System Built for Token-Level LLM Routing
Researchers introduce TokenRouter, a serving system that makes fine-grained token-level LLM routing practical by separating reques...
Hugging Face Paper Proposes Agentic Language World Models to Simulate Environments Without Rebuilding Them
A new paper introduces Trace2Env, a training-free framework that turns historical interaction traces into a reusable "worldbook" s...
Anthropic Updates Usage Policy for 2026, Tightens Rules on Deception and Autonomous Weapons
Anthropic has published its 2026 Usage Policy update, clarifying rules on deceptive campaigns, elections, weapons, surveillance, h...
Oracle Cuts Days of Work to Minutes Using ChatGPT and Codex, OpenAI Says
OpenAI highlights how Oracle applies ChatGPT Work and Codex across recruiting, engineering, and operations to convert specialist k...
Anthropic Commits $150M to Genesis Mission to Accelerate US Science
Anthropic is committing $150 million over three years to the federal Genesis Mission, expanding Claude access to more than 15 agen...
Pollo AI Uses OpenAI Models to Turn Ideas Into Cinematic Ad Campaigns
Pollo AI is leveraging OpenAI's GPT-5.6, GPT-6 Astra, and GPT-Image-2.5 to help creators transform rough concepts into detailed im...
Anthropic Launches Cyber Mission to Defend Critical Infrastructure and Open-Source Software
Anthropic unveils the Anthropic Cyber Mission, a long-term effort pairing frontier Claude models with engineers and threat researc...
Hugging Face Paper Explains Why Hybrid Attention LLMs Work — and How to Design Them Better
A new paper, "Mechanics of Long-Context Hybrid Models Part 1.1," analyzes how full attention, sliding-window attention, and linear...
RobotWorld Benchmark Tests How Well AI Agents Handle the Physical World
Hugging Face paper introduces RobotWorld, an 84-task simulation benchmark probing whether general-purpose multimodal agents can tr...