ClawGym: A Scalable Framework for Building Effective Claw Agents
From Daily Paper Cast by Jingwen Liang, Gengyu Wang
May 1, 2026 · 26 min · Episode 1821
About this episode
This episode discusses ClawGym, a framework for developing effective Claw-style agents and synthesizing training data.
🤗 Upvotes: 38 | cs.CL, cs.AI, cs.LG Authors: Fei Bai, Huatong Song, Shuang Sun, Daixuan Cheng, Yike Yang, Chuan Hao, Renyuan Li, Feng Chang, Yuan Wei, Ran Tao, Bryan Dai, Jian Yang, Wayne Xin Zhao Title: ClawGym: A Scalable Framework for Building Effective Claw Agents Arxiv: http://arxiv.org/abs/2604.26904v1 Abstract: Claw-style environments support multi-step workflows over local files, tools, and persistent workspace states. However, scalable development around these environments remains constrained by the absence of a systematic framework, especially one for synthesizing verifiable training data and integrating it with agent training and diagnostic evaluation. To address this challenge, we present ClawGym, a scalable framework that supports the full lifecycle of Claw-style personal agent development. Concretely, we construct ClawGym-SynData, a diverse dataset of 13.5K filtered tasks synthesized from persona-driven intents and skill-grounded operations, paired with realistic mock workspaces and hybrid verification mechanisms. We then train a family of capable Claw-style models, termed ClawGym-Agents, through supervised fine-tuning on black-box rollout trajectories, and further…
People in this episode
Hosts: Jingwen Liang, Gengyu Wang
Topics covered
- Claw agents
- scalable frameworks
- machine learning
- reinforcement learning
- task synthesis
- evaluation benchmarks
Keywords
- ClawGym
- Claw agents
- machine learning
- reinforcement learning
- task synthesis
- evaluation benchmarks
- dataset
- agent training
Mentioned in this episode
Organizations: ClawGym, Arxiv
More episodes of Daily Paper Cast
- EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments · June 13, 2026 · 24 min
- MiniMax Sparse Attention · June 13, 2026 · 26 min
- SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning · June 13, 2026 · 23 min
- InterleaveThinker: Reinforcing Agentic Interleaved Generation · June 13, 2026 · 21 min
- FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents · June 13, 2026 · 23 min
- Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding? · June 13, 2026 · 20 min
Explore listener stats, chart rankings, contacts and more on the Daily Paper Cast podcast page.