Active Context Curation

An approach in which an agent, instead of loading an ever-larger context window, actively selects, summarizes, hides, and restores information, reducing the entropy of working memory while preserving rare "reasoning anchors." A lightweight ContextCurator model, trained via RL, manages the memory of a frozen TaskExecutor with a several-fold reduction in tokens.