Must-read papers of the week ▪️ Agent Lightning v1.0: Towards Harnessed Agentic RL ▪️ LEGO-RL: Harness-Native Reinforcement Learning for Coding Agents ▪️ EnvHarness: Awakening Static Worlds for Agent Learning ▪️ SPADE: Self-Play in Adaptive Synthetic Executable Environments ▪️ SkillGate: Training In-Policy Skill Selection in Long-Horizon Agents ▪️ Looped Language Models Improve Compositional Tool Calling ▪️ Graph Engineering in the Era of LLM Agents ▪️ Chain-of-Experience for Continual LLM Improvement ▪️ Cross-Model Memory Transfer via Target-Side Reader Adaptation ▪️ CLEAR: Continuous Latent Adapter Routing for Utility-Preserving LLM Safety Alignment ▪️ EXIMO: VLM Guided Exploration of VLA Policies ▪️ FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution ▪️ Llama-Mobile: Efficient 2.7-Bit Quantization of VLMs ▪️ Improving the Matrix Multiplication Exponent with Modern Optimization and AlphaEvolve Here is the full list of the most interesting papers + links: