实验室 Agent 的能力上限由测量信号、通过条件与异常升级机制共同决定。MIT 六量子比特校准案例给出了一份可迁移的测量合同。
Quantum calibration AI agents need every action tied to a measurable signal, a pass condition, and an escalation path. MIT's case shows the contract.
OpenAI Admin Plugin 把工作区管理变成权限感知的 Agent 闭环。真正的架构由身份、动作控制、审批、结果证据与审计组成。
OpenAI's Admin Plugin turns workspace administration into a permission-aware agent loop. The real design is identity, action control, approval, eviden
从参考实现、参数容差、模拟真值、数值诊断到真实数据,建立科学 Agent 的五层验证栈。
A five-layer verification stack for scientific AI agents, from reference parity and parameter tolerances to simulation truth and stewardship.
一套可落地的数学 Agent 工作流:用持久状态、敌意审计、盲重构和证据晋升,把开放探索转化为可信知识。
A practical workflow for AI agents in mathematical proofs: durable state, hostile audits, blind reconstruction, and evidence-gated knowledge.
从 Singular Bank 的客户案例看金融 AI:速度只是第一层价值,批准数据源、结构化工作流、输出留痕与人类判断共同构成可验证闭环。
How Singular Bank reports saving bankers 60–90 minutes daily with ChatGPT and Codex, and why verifiable workflows matter in finance.