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This paper builds a streaming-recall benchmark that separates an agent's query-independent retention decision from its query-aware selection decision, showing that much of a prior evaluation's reported memory advantage was actually an access-regime artifact and that recall under bounded memory is upper-bounded by retention rate.
AgenticSTS introduces a bounded-memory testbed for long-horizon LLM agents using typed retrieval, with results on Slay the Spire 2 showing improved performance.