simulatexp/SIMXP-26052026-METASYN001
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SIMXP-26052026-METASYN001 是一个多组学代理记忆模拟数据集,专注于代谢综合征TCA循环生物标志物研究。该数据集支持一篇题为你的研究代理记得吗?六个月的多组学团队知识对比无知识——控制比较的文章,并演示了用于自主AI研究代理的etchmem记忆系统。它包含了一个模拟的六个月血浆代谢组学研究(METASYN-001:代谢综合征与健康对照中的TCA循环紊乱)的完整事件日志、合成知识导出和微调对。数据集用于训练团队记忆AI代理,并在前瞻性研究问题上与通用领域专家代理进行比较,以测试AI代理基于团队累积经验进行推理的假设。
SIMXP-26052026-METASYN001: Multi-Omics Agent Memory Simulation — Metabolic Syndrome TCA Cycle Biomarker Study. This dataset supports the experiment described in the article Does Your Research Agent Remember? Six Months of Multi-Omics Team Knowledge vs. None — A Controlled Comparison and demonstrates the etchmem memory system for autonomous AI research agents. It contains the full event log, synthesized knowledge export, and fine-tuning pairs from a simulated six-month plasma metabolomics study (METASYN-001: TCA cycle disruption in metabolic syndrome vs. healthy controls). The dataset was used to train a team-memory AI agent and compare its responses against a generic domain-expert agent on forward-looking research questions.




