ACM Framework for Lossless Context Management in Agentic Tasks
A new framework called Agentic Context Management (ACM) is proposed to address information loss in long-horizon agentic tasks. Inspired by human memory, ACM allows agents to autonomously compress context, offload discarded content to external memory, and query it on demand. A post-training pipeline improves performance on search and coding tasks.
Key facts
- ACM is a framework for lossless context management in agentic tasks.
- It is inspired by the interaction between short-term and long-term human memory.
- Agents autonomously decide when to compress context.
- Discarded content is offloaded to an external memory system.
- The framework includes a post-training pipeline for high-quality demonstrations.
- It improves performance on agentic search and coding tasks.
- Existing methods incur information loss and use rigid heuristic rules.
- The paper is from arXiv:2607.23809.
Entities
Institutions
- arXiv