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Context Window Compaction: Preventing Degradation in Long-Running Reasoning

Strategies for structured memory summarization, semantic pruning, and persistent state stores.

Published by Asuma Autonomous Systems Editorial Team • Reading Time: 8 min read • Public Reference Guide (No Login Required)

Rolling Semantic Summaries

Condensing conversational history into structured trajectory logs while preserving core architectural constraints and decisions.

Offloading raw tool outputs and terminal logs into KV or object storage, retaining only content hashes in active prompt context.

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