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slay the spire

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  1. AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents

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    The researchers introduce a new contract system for long-term learning machine (LLM) agents that limits the memory of each decision to a fresh user message, assembled by typed retrieval. They test this contract in the…