Must-read papers of the week ▪️ Harness-Model Collaboration for Long-Horizon Continual Learning ▪️ Rollback: Experience Backtracking in World Models for Policy Improvement ▪️ CausalWAM: Learning the Causes of Actions in World Action Models ▪️ MiRL: Error-Targeted Reinforcement Learning for Correcting Terminal Agent Misbehaviors ▪️ WebAnything: From the Wild Web to Scalable Agent Environments ▪️ DecoyCount: Evaluating Visual-Reasoning Misalignment in Counting ▪️ More Memory, Better Videos? A Controlled Study of Visual Memory in Long-Video Generation ▪️ Can LLMs Uncover Hidden Physical Laws through Free Exploration? ▪️ TAO: Tool-Aware Joint Scheduling for LLM-Based Agentic Serving ▪️ REA: A Routed Embodied Agent Runtime for Asynchronous Brain-Cerebellum Control ▪️ ThinkWorld: World Imagination Reinforces Chain-of-Dynamics Reasoning ▪️ Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMs Explore them to keep up with main AI trends. Here’s also the full list of stunning papers + links and our weekly AI news digest: