MCP 已把 Agent 身份列为协议重点。本文区分现行授权、企业扩展、工作负载身份、委托与 DPoP 的真实成熟度。
Thomson Reuters spent about $40M on Thomson 1.0. Its reusable data, experts, evaluation, training, and deployment system matters most.
MCP agent identity is becoming a protocol priority. This guide separates stable authorization from draft workload identity, delegation, and DPoP work.
Claude 能自动改进十类对齐失败。真正值得复用的成果，是一套能发现过拟合、能力退化、作弊和外推失效的评测合同。
Automated alignment researchers need more than strong scores. Anthropic's experiment shows the evaluation contract that makes gains testable.
加州 AB 1651 提醒我们：日常生产需要结果核验账，高风险认证还需要独立的来源披露账。
California AB 1651 shows why AI governance needs one ledger for verified work and another for disclosure at certification gates.
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
一套可复用的 Qwen3.8-27B 实战评测合同：比较 tok/s 之前，先控制量化、引擎、缓存、上下文、推理强度、质量与并发。
