Evaluate AI agent context compression with task outcomes, decision equivalence, constraint retention, and cost per successful task.
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.
Failure Map 展示了如何把边界 Bug 转成可执行任务，同时避免把公开 checks 误当作隐藏评测。
Failure Map shows how to turn boundary-case bugs into executable coding-agent tasks without confusing public checks with hidden evaluation.
Claude Code 普通 CLI 会话默认保留 30 天，Desktop 与 Cowork 存在版本化例外。可靠方案需要把留存、归档、索引与恢复演练分成四层。
