HANDBOOK.md shows why policy in context is not control. Build AI agent compliance with retrieval, preflight decisions, commit gates, and verification.
AI Agent 分数由模型、Harness、任务、测试和环境共同生成。本文给出五层评测框架,把公开榜单转成可复现的团队选型证据。
AI agent benchmark scores mix models, harnesses, tasks, tests, and environments. Use this framework to build a reproducible coding-agent eval.
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。
GEPA optimize_anything makes the evaluator the stable interface for prompts, code, agents, and configs. Here is how to design one safely.
用内容、发现、调用与运行时四层模型,判断 SKILL.md 在 Codex、Claude Code、Gemini CLI 和 GitHub Copilot 之间到底能移植什么。
A four-layer compatibility model for moving SKILL.md workflows across Codex, Claude Code, Gemini CLI, and GitHub Copilot without confusing shared synt
AI Coding Agent 可能在代码审查前执行依赖。本文给出验证包名、来源、版本、哈希和安装脚本的 fail-closed 准入方案。