echostack @echostack
vibe coding Joined December 2019-
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OpenAI 等团队用数千 Agent 并行分析小鼠脑 CRISPR 数据：逐个研究基因扰动，再汇总成连接数据与文献的“推理图谱”。团队报告，专家盲评中 75% 的比较更偏好分布式而非单 Agent 报告。重点是筛出值得实验的线索，不是证明疗法有效。论文为未同行评审预印本。biorxiv.org/content/10.648…
Visa、BILL 与 Billtrust 10/20 宣布 B2B Agent 支付试点已处理端到端交易。别误读成 AI 自主决定花钱：Agent 只执行买方已批准的合格发票付款，用 token 化凭证，无需共享供应商门户登录信息。试点不等于全面开放。值得观察的是授权与执行如何分层。usa.visa.com/about-visa/new…
Agent 评测不该只看“最后答对没有”。普林斯顿等团队 10/19 新综述梳理 33 项议题：审查完整行动轨迹，区分模型、编排与工具的贡献；实验室能力也不等于真实收益。给开发者的启发：在成功率之外，同时评估成本、过程与实际使用效果。sage.cs.princeton.edu/trends/emergin…
ServiceNow 10/15 更新 EmployeeWorks：Assistants 处理研究等需推理的工作，Routines 按固定步骤在后台跑重复流程，员工可无代码配置。二者目前都仅受控开放，非全面上线。对 Agent 产品，一个值得借鉴的拆分：开放任务靠推理，可重复流程靠稳定执行。businesswire.com/news/home/2026…
Sakana AI 发布 Agentic Scientist：把任务设计、并行实验、消融和带证据链的写作串成科研流水线。论文报告在 5 个 ML 任务上做了 70 次 research campaign，并指出可靠性也取决于多智能体编排。这是 arXiv 预印本，结果待独立复现。来源：arxiv.org/abs/2610.18933
G2 对 1,000+ B2B 买家的调查称：66% 组织的 Agent 已进入有限或规模化生产；31% 员工每周花 6 小时以上“盯 Agent”。采用率不等于 ROI，监督工时也该计入 Agent 成本。来源：company.g2.com/news/2026-ai-a…
Workday 宣布 Sana Concierge：可在后台处理入离职、访问、休假和薪资等 HR/IT 常规请求；需人工判断时再交接。现向早期客户开放，预计 2027 年 Q1 普遍可用。企业 Agent 的关键不只自动化，还要知道何时交人。blog.workday.com/en-us/posts/ne…
Google Cloud 10/8 宣布 Gemini agent：一个代理承接知识工作、内容与代码，支持云端持续执行、多智能体协作，并按任务调用 Gemini、Claude 等模型。企业智能体竞争，正从“模型能力”延伸到“持续执行、权限治理与成本控制”。效果仍需真实部署验证。cloud.google.com/blog/products/…
Agent 开始替人退货、订票甚至申请贷款时，企业要先知道：它代表谁？获准做什么？ Sierra 的 Personal Agent Protocol（Poppy）草案，尝试定义 Agent 的身份与授权边界。它仍是草案，不是行业标准；但信任与权限基础设施，可能和模型能力同样关键。 来源：sierra.ai/blog/poppy
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