Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments· 终端宇宙:将代理轨迹转换为可扩展的终端环境
As terminal-based code agents become prevalent, agent trajectories have accumulated at scale, while realistic, executable environments remain scarce. However, environments are what agent post-training actually requires: each can be re-queried into many verifiable tasks and provides execution feedback, whereas a trajectory is a single frozen demonstration. Rather than generating environments from scratch, we observe that the tool-execution history in existing trajectories exposes the structure and contents of the environments in which they ran, making it possible to reconstruct those environments from the trajectories themselves. Thus, we introduce Terminal-Universe, a framework which turns each trajectory into a reusable environment and explores it for synthesizing new tasks and continued
将代理的终端操作轨迹转换为可重用的执行环境和新任务。
- 核心方法
- 利用代理轨迹中的工具执行历史,重建代理运行时的环境结构和内容,通过框架Terminal-Universe将轨迹转换为可扩展的终端环境。
- 适合谁读
- 研究者 / 工程师
- 要解决的问题
- 终端环境中的代理轨迹丰富,但现实可执行的环境稀缺,限制了代理的后训练和任务验证。
- 关键实验
- 通过多个代理的轨迹生成环境并测试其有效性和可扩展性,验证了框架的能力。
- 主要贡献
- 提出了Terminal-Universe框架,能够从代理轨迹中自动生成可重用的终端环境,支持后续训练和新任务合成。
- 意义与局限
- 为代理的后训练提供了丰富多样的环境资源,提高了任务的可验证性和代理的适应能力,但也存在依赖现有轨迹质量的局限。