EvoUndo shows why capability gains are insufficient for self-modifying Agent Harnesses. Require witnessed, counterfactual recovery before merge.
Fable 5.1 与 Mythos 5.1 使用相同权重、不同护栏。模型选型应联合评测能力、干预、可用结果成本与访问资格。
Fable 5.1 and Mythos 5.1 share model weights but use different safeguards. Measure capability, intervention, cost, and access together.
A sponsored label identifies the ad but cannot prove that advertising leaves ChatGPT answers unchanged. Here is a repeatable audit contract.
WikiProfile 把被归为未编码的事实，与表现出行为编码证据却难以提取的事实分开，形成更准确的事实错误诊断。
WikiProfile separates facts classified as not encoded from facts with behavioral encoding evidence that remain hard to recall.
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。
