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This paper identifies post-retrieval reuse as a bottleneck for long-horizon agent memory and proposes query-conditioned reuse (QCR), a simple target-bound note format, showing improved success and token efficiency across WebArena, WorkArena, and AppWorld.
Argus-Retriever is a new late-interaction visual document retriever that adapts document representation to the query, achieving SOTA performance on ViDoRe benchmarks with a smaller index.