Fable 5.1 and Mythos 5.1 share model weights but use different safeguards. Measure capability, intervention, cost, and access together.
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。
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.
审计 OpenAI Jalapeño 首批基准：1.5 至 1.9 倍每瓦吞吐说明了什么，遗漏了什么，以及全栈推理为何才是真正的战略资产。
