…Verified Inference-Time Agent Skill Synthesis (2026) MIND-Skill: Quality-Guaranteed Skill Generation via Multi-Agent Induction and Deduction (2026) SkillRevise: Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision (2026…
…Multi-Agent Data Generation for Accurate and Generalizable Function-Calling (2026) From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills (2026) Pioneer Agent: Continual Improvement of Small…
…converting in-the-wild guides into executable skills and continuously improving them from trajectories observable to the agent. To evaluate the capability of existing agents on this task, we introduce MMG2Skill-Bench…
…Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision (2026) Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents (2026) SkillX: Automatically Constructing Skill Knowledge Bases for Agents…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct System prompt optimization improves agent behavior without modifying the underlying model, yielding human-readable, model-agnostic instructions. Existing methods build a prompt agent that…
…Data-Centric Autonomous AI Research (2026) Pioneer Agent: Continual Improvement of Small Language Models in Production (2026) Agent^2 RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training? (2026) ProfiliTable: Profiling…
…AI-generated summary Distributed blackbox consensus optimization is a fundamental problem in multi-agent systems, where agents must improve a global objective using only local objective queries and limited neighbor communication. Existing…
…Increasing retrieval depth improves surfaced evidence recall by 25.3% over shallow retrieval. Overall, our answer is: Yes, a lexical retriever can suffice for agentic search when it is well configured and…
…Haoyuan Li , , , , Abstract Skill-3D framework enables agents to learn scene-aware skills through self-evolving memory and skill libraries, improving tool utilization in 3D spatial reasoning tasks. Generated by Qwen/Qwen2…
…Scaling Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks (2026) SWE-Next: Scalable Real-World Software Engineering Tasks for Agents (2026) A Subgoal-driven Framework for Improving Long-Horizon LLM Agents…