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
Drone-Bench 与 AI 控制 F-16 展示了能力进步，也暴露了自主飞行获得信任前必须补齐的证据链。
Drone-Bench and AI-controlled F-16 tests show rapid capability progress. They also reveal the evidence required before autonomous flight can be truste
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。
GEPA optimize_anything makes the evaluator the stable interface for prompts, code, agents, and configs. Here is how to design one safely.
