为每条 AI 分析结论建立从业务问题到数据源、查询、结果、图表、刷新和批准动作的可验证合同。
A practical contract for tracing every AI analytics claim from business question to source, query, result, chart, refresh, and approved action.
迁移到 OpenAI 托管式 Codex Harness 前，逐项审计状态、权限、恢复、可观测性与真实成本。
Audit state, authority, recovery, observability, and cost before migrating production agents to OpenAI's managed Codex harness.
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.
持久 Agent 需要分别约束唤醒时机与行动权限。一次唤醒只允许观察，任何外部副作用都要重新校验授权。
Persistent AI agents need separate contracts for wake timing and action authority. This checklist makes long-running agents safer.
组织第二大脑需要把专家反馈转化为带来源、版本、验证结果和退役规则的知识变更，才能在扩散经验的同时控制错误。
Build an organizational second brain with provenance, versioned knowledge, expert review, replay tests, and safe retirement instead of static RAG.
