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paperarXivTrust 82 · PrimaryPublished yesterdayLive · 4h ago

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

Memory for a long-horizon LLM agent is a contract about what each future decision is allowed to see. The simplest contract appends past observations, tool calls, and reflections to every prompt, which makes prior context easy to access but also turns it into a jumbled mixture in which the effect of any single memory component is hard to isolate. We introduce and instrument an alternative bounded contract: every decision is made from a fresh user message assembled by typed retrieval, with no raw cross-decision transcript appended. The prompt thus stays bounded across runs of any length, and any

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  • Linked via arxiv authorXiangchen Cheng

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

  • Linked via arxiv authorYunwei Jiang

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

  • Linked via arxiv authorJianwen Sun

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

  • Linked via arxiv authorZizhen Li

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

  • Linked via arxiv authorChuanhao Li

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

  • Linked via arxiv authorXiangcheng Cao

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

  • Linked via arxiv authorYihao Liu

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

  • Linked via arxiv authorFanrui Zhang

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

  • Linked via arxiv authorLi Jin

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

  • Linked via arxiv authorKaipeng Zhang

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

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