Pack Light, CarryOn: Building Object-Oriented Context for Long-Horizon Agents· Pack Light, CarryOn: 面向对象长期代理的背景构建
Long-horizon agents accumulate progress in persistent task state, yet repeatedly process interaction histories describing how that progress was achieved. This raises a natural question: can long-horizon context instead be organized around reusable progress rather than the history that produced it? In this paper, we introduce CarryOn, an object-oriented context runtime that organizes continuation around reusable task objects. Rather than treating compressed histories or reconstructed accounts of progress as the primary basis for continuation, CarryOn builds a context view from continuation carriers, complementary execution context, and a live tail of recent interactions. A core challenge is keeping this reusable basis valid after its surrounding history is retired: how can CarryOn update th
提出面向对象的长期代理背景构建方法，提高任务状态的可重用性和有效性。
- 核心方法
- 引入CarryOn系统，通过组合可续任务对象、补充执行上下文和最近交互的动态记录来构建任务上下文。
- 适合谁读
- 研究者、工程师
- 要解决的问题
- 长期代理在执行任务时，依赖于交互历史来累积进展，而非直接利用可重用的任务成果，导致效率低下。
- 关键实验
- 展示了CarryOn在多个长期任务场景下的性能提升，具体实验数据见论文。
- 主要贡献
- 开发了一种新的面向对象的任务上下文构建方法，能够有效管理长期代理的进展，提高其在任务中的表现。
- 意义与局限
- CarryOn提供了一种更高效、更灵活的长期代理任务管理方式，但可能在某些特定场景下面临上下文更新的挑战。