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These approaches demonstrate the necessity and importance of active context management, but do not address the specific problem faced by a multi-turn retrieval agent: selectively retaining or discarding retrieved documents based on evolving relevance judgments, without compressing evidence into lossy summaries, relying on external memory infrastructure, or requiring inference-time scaffolding that may offset the efficiency gains of a smaller model.