Skill2Env organizes agent capability demands into five dimensions: environment understanding, planning, skill usage, long-horizon consistency and error recovery.
Skill-guided environment synthesis improves post-training for tool-using agents
Skill2Env converts reusable skills into executable tasks, then hardens them using evidence from agent attempts.
Independent
Weiyi Xu · Xiaowen Yang · Wen Da · Hang Xu · Canwei Li · Hongjie You · +4 more
Research Digest··2 min read
Thread:RL for Tool Agents
The authors introduce Skill2Env, a pipeline that jointly generates task instructions, tools, workspaces and evaluators from source skills.
Why this paper
Independent · Part of RL for Tool Agents, now 9 papers
In one line
Capability-guided synthesis turns reusable skills into executable agent-training environments, and 1.5K selected trajectories from them improve performance across multiple agent benchmarks.
What we could check
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