前OpenAI研究员贝丝·巴恩斯2022年离职后创办非营利组织METR，为OpenAI、Anthropic、谷歌、Meta等巨头独立评估AI模型能力与风险。机构合作广泛、不差钱，却陷入严重人才荒，开出最高50.3万美元（约340万元人民币）年薪仍难招人，目前团队仅35人，自嘲为“人类的最后防线”。
非营利机构FutureHouse在《自然》发表论文，推出全球首个全闭环自动化科学发现AI系统Robin。该系统整合三个分工明确的AI智能体，能在两小时内完成人类科学家需近四个月、约900小时的工作，实现从假设提出到验证的全流程自动化，堪称不知疲倦的科研梦之队。
英伟达CEO黄仁勋及其妻子通过家族基金会，从算力商CoreWeave购入价值1.083亿美元的计算资源，免费提供给大学和非营利机构，用于支持前沿科学实验和AI基础研究。此举结合了技术与资金的双重支持，英伟达公司也参与了相关承诺。
非营利机构FutureHouse推出AI科研系统Kosmos，12小时可完成1500篇论文阅读、生成4.2万行代码及引用报告，效率相当于人类团队6个月，准确率79.4%。该系统采用结构化世界模型，并行处理检索、分析与验证，已成功复现7项前沿发现。
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