PARSER: Parallel Document Reading and Iterative Reasoning for Agents
September 5, 2026
PARSER decouples document reading from reasoning by using parallel subagents to ingest text chunks. A lead agent then performs iterative scatter-gather rounds to aggregate evidence, preventing inference latency from scaling linearly with document length.
HOW THIS AFFECTS YOU
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builderYou can improve long-context agent performance and reduce latency by moving away from sequential chunk processing.
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researcherThis architecture offers a new way to study the coupling between memory traversal and reasoning depth.