AI Coding Agent 备份需要版本化副本、独立权限域和真实恢复演练。本文给出恢复合同、状态清单、权限矩阵与可执行验收方法。
AI coding agent backups need versioned, isolated copies and tested restores. Build a recovery contract that proves the workspace can work again.
"OpenAI 发现，43.5% 的非通用岗位相关 ChatGPT 消息涉及其他职业的传统任务。更早出现的信号是任务重分配，而不是岗位消失。"
"OpenAI found that 43.5% of occupation-specific ChatGPT messages concern tasks associated with another occupation. The early signal is task redistribu
"PrismML 称 1-bit Bonsai 27B 只需 3.9GB、在 iPhone 上达到每秒 11 token，并保留 FP16 平均分的 89.5%。这几个数字分别意味着什么？"
"PrismML says its 1-bit Bonsai 27B occupies 3.9GB, runs at 11 tokens per second on an iPhone, and retains 89.5% of FP16 performance. Here is what each
Netflix 约 300 个片目使用过 GenAI 工作流。本文校准这一数字的证据边界，并把公开指南转成可执行、可审计的三段式生产门槛。
Netflix AI guidelines explained: which GenAI uses need written approval, what 300 titles reveal, and how production gates should work.
用单 Token 样本为 LLM API 建立低成本漂移传感器，并严格区分变化检测、模型身份和根因归因三层证据。
Build a cheap behavioral drift sensor for LLM APIs, then use an evidence ladder to keep detection separate from identity and root-cause claims.
