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该文章由ROLL团队分享了在终端环境中进行Agentic RL训练时的实践经验，包括环境管理器设计、异步训练管线以及多种模式切换，并对比了RLVR与Agentic RL的本质区别。
The article shares practical lessons learned from assisting a 300-person company in deploying AI agents, highlighting challenges and takeaways for enterprise agent implementation.
The article critiques 'thinkism' and the linear theory of innovation, arguing that practical experimentation and observation often precede understanding rather than the reverse.