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.
一套可回滚的 GPT-5.6 Prompt 删减实验方法：逐组删除指令，用同一套 Eval 守住质量、权限、证据和输出契约。
A controlled method for making GPT-5.6 prompts leaner without deleting the constraints that keep production agents reliable.
将 Claude Cookbook 示例升级为有版本、可重复、带权限断言、成本预算与发布门禁的生产 Agent 回归测试集。
Convert Claude Cookbook examples into versioned agent regression tests with deterministic assertions, repeated trials, cost budgets, and release gates
Cursor Agent swarm 在私有 SQL 逻辑测试中达到 100%。本文拆解它真正证明了什么，以及 AI 生成系统上线前仍需哪些验收。
Cursor's agent swarm reached 100% on held-out SQL logic tests. Learn what that proves, what it omits, and how to assess AI-generated systems for produ
GEPA optimize_anything 把评估器变成 prompt、代码、Agent 和配置的稳定接口。本文给出生产级设计与验证方法。
