adaptive-context

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Learning Agent-Compatible Context Management for Long-Horizon Tasks

arXiv cs.AI · 2026-06-01 Cached

Introduces AdaCoM, an external LLM-based context manager for frozen agents, using reinforcement learning to improve long-horizon task performance by preserving task constraints and pruning stale content, with experiments on web search and deep research benchmarks.

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