Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents Paper • 2605.10832 • Published 3 days ago • 15
Klear-AgentForge Collection Effective supervised fine-tuning (SFT) with synthetic data followed by multi-turn reinforcement learning (RL) for boosting agentic models. • 3 items • Updated Nov 13, 2025 • 4
ClawEnvKit: Automatic Environment Generation for Claw-Like Agents Paper • 2604.18543 • Published 24 days ago • 29
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Paper • 2604.18292 • Published 24 days ago • 84
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization Paper • 2604.02268 • Published Apr 2 • 101
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Paper • 2604.02029 • Published Apr 2 • 151
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild Paper • 2603.17187 • Published Mar 17 • 139
view article Article Create, Evaluate, and Connect AI Skills | SkillNet: A Large-Scale Agentic "Skill Graph" Knowledge Base xzwnlp • Feb 28 • 13
AgentEvolver: Towards Efficient Self-Evolving Agent System Paper • 2511.10395 • Published Nov 13, 2025 • 5
MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning Paper • 2603.03379 • Published Mar 3 • 32
SkillOrchestra: Learning to Route Agents via Skill Transfer Paper • 2602.19672 • Published Feb 23 • 58
Towards General Agentic Intelligence via Environment Scaling Paper • 2509.13311 • Published Sep 16, 2025 • 72
Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation Paper • 2602.12125 • Published Feb 12 • 66
LawThinker: A Deep Research Legal Agent in Dynamic Environments Paper • 2602.12056 • Published Feb 12 • 35
OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration Paper • 2602.05400 • Published Feb 5 • 353