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会被冻结，直接拿去执行正式任务。\n在 OSWorld 2.0 上，加入这套 RSI 后，平均部分得分从 71.97% 提升到 78.98%；Agents’ Last Exam 从 83.75% 提升到 84.82%。不过这不是整套测试的严格 A\u002FB 对比。OSWorld 只有一半任务实际用了 RSI 后的新结果，其余任务继续沿用原成绩。\n它和 Prime Agent 这类 Harness 自我改进思路属于同一个大方向：模型权重不变，持续更新模型外面的东西。 RSIAgent 的特点是把改进重点放在 Memory，再用自主出题和独立验证，让这份外部经验库不断积累。",1789470180000,"Blockbeats",null,"Tue Sep 15 2026 11:03:00 GMT+0000 (Coordinated Universal Time)",{"id":22,"title":23,"content":24,"publishTime":25,"important":9,"sourceName":26,"language":19,"dateString":27},197943,"慢雾：MemoryOS及OpenClaw插件遭投毒","PANews 9月24日消息，据慢雾安全预警，MemTensor 旗下 AI 记忆工具链遭到入侵。面向 LLM 与 AI Agent 的开源长期记忆库 MemoryOS（PyPI）以及连接 OpenClaw 运行时的官方插件 memtensor\u002Fmemos-cloud-openclaw-plugin（npm）被植入跨平台 Go 二进制，该恶意程序会在包被加载或导入时触发执行。 受影响版本包括：PyPI 上的 MemoryOS==2.0.34，以及 npm 插件 0.1.21、0.1.23、0.1.25。其中，受影响的 npm 插件还可能造成用户 prompt 内容泄露。",1790245440000,"PANews","Thu Sep 24 2026 10:24:00 GMT+0000 (Coordinated Universal Time)",{"id":29,"title":30,"content":31,"publishTime":32,"important":9,"sourceName":18,"language":19,"dateString":33},196483,"Instinct长期记忆被逆向：Git+Markdown，和Supermemory几乎同一路线","动察 Beating AI 快讯，Supermemory 的创始人 Dhravya Shah 逆向分析了个人 Agent 助手 Instinct 的长期记忆系统。他发现，Instinct 没有把全部聊天原样塞回上下文，而是把长期信息整理成一套 Git 管理的 Markdown 文件，再持续维护用户当前的状态。\nSupermemory 本身就是专门给 Agent 做长期记忆的基础设施。它会从聊天、文件和网页里提取事实，维护人物关系、时间变化和用户画像，再通过 API、MCP 等方式把相关记忆交给 Agent。Shah 称，拆完 Instinct 后发现，两者对「Agent 应该怎么记东西」的思路非常接近。\n按他的黑盒测试，Instinct 每次对话都会先拿到一份约 4250 Token 的用户状态摘要，包括生活背景、操作偏好和沟通习惯。更细的人物、偏好、决定和任务则留在 Markdown 文件中，需要时再用类似 grep 的关键词搜索。Shah 没有发现向量索引或 BM25 检索。\n这些记忆还会被后台持续整理。系统会把临时信息归进具体任务，把经历概括成长期偏好，用新事实修正旧事实，再用 Git 留下版本历史。主 Agent 主要负责读取，真正的整理和合并则由后台流程完成。Shah 推测这轮整理大约每天运行一次。\nShah 认为这套设计已经可以用 Supermemory 基本复刻。他给出的示例只用了约 60 行代码，把用户画像、记忆搜索、历史版本和持续更新重新接进 Agent。\n此前 Reflexion 共同作者 Ashwin Gopinath 猜测，Instinct 的优势可能是持续维护一份「当前状态」，知道什么仍然有效、什么已经过期、什么事情还没做完。现在看来，这份状态背后可能没有什么神秘数据库，而是一套被持续整理的文件系统。",1789959780000,"Mon Sep 21 2026 03:03:00 GMT+0000 (Coordinated Universal Time)",{"id":35,"title":36,"content":37,"publishTime":38,"important":39,"sourceName":40,"language":19,"dateString":41},217290,"Vitalik 为其 AI Agent 推出「偏执模式」隐私封装，结合 zkAPI、Tor 与本地模型","Foresight News 消息，以太坊联合创始人 Vitalik Buterin 发推表示，其将 zkAPI、Tor、额外掩护流量及本地 LLM 提示词改写整合进一个兼容 OpenAI 接口的守护进程，并为其 AI Agent 框架制作了「偏执模式」封装。在该模式下，每段对话分配独立的 Tor 线路，请求由随机掩护流量遮蔽，zkAPI 确保用户不会通过支付泄露身份，所有提示词均由用户自备的本地模型改写后再发送，Vitalik Buterin 使用的是 qwen3.8-flash-next。\nVitalik Buterin 表示，该方案目前已相当可用，但会带来较高延迟，尤其是新建对话时。他同时指出，Tor 在隐私方面远非最优：掩护流量机制可以应对被动攻击者，但若 LLM 服务商与 Tor 入口节点合谋并主动操纵时序，防护效果会明显减弱，这类场景需要更专门的混合网络。此外，他表示 zkAPI 存取款 Gas 费用将大幅降低，相关更新即将上线主网。",1792147920000,true,"Foresight News","Fri Oct 16 2026 10:52:00 GMT+0000 (Coordinated Universal Time)",{"id":43,"title":44,"content":45,"publishTime":46,"important":39,"sourceName":10,"language":19,"dateString":47},217236,"Agent 操作系统 NeoSoul 上线币安 Alpha，DNA 较开盘涨超 230%","火星财经消息，据币安 Alpha 数据，致力于为 Agent Economy 构建操作系统的 NeoSoul 代币 DNA 开盘价约 0.04 美元。截至 10 月 16 日 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