GPT-6 Intelligent UI turns model output into a live interface. Production trust requires explicit state, capability, recovery, and outcome contracts.
NTS 能认证 NTP 时间包，但 Agent 审计还需要校时健康、时间语义和证据绑定。本文给出一套四层时间合同。
Network Time Security authenticates NTP, but an AI agent audit trail also needs synchronization health, explicit time semantics, and evidence binding.
DeepSeek 昇腾移植把兼容边界写进代码：上层 API 可以复用，数据布局、编译器、内核、通信和生产验证仍需单独预算。
DeepSeek's Ascend ports show where AI infrastructure compatibility ends: reuse APIs, budget for layouts, compilers, kernels, networks, and validation.
从 Modal 的 Kimi K2.6 案例提炼一套负载优先的推理调优流程：先测请求形态，再依次处理解码、缓存和路由瓶颈。
A workload-first playbook for Kimi K2.6 inference: measure request shape, find the current bottleneck, then tune decode, cache, and routing.
WhatWorkedBench 说明，找到最佳配置只能证明搜索成功，无法证明研究 Agent 理解了未观测配置、组件效应和交互关系。
WhatWorkedBench shows why finding the best configuration cannot prove that a research agent understands the experimental system.
自动化红队的长期价值来自把攻击转成可验证训练数据、隔离回归集和可度量的防御改进，而非单纯增加攻击数量。
