ai-first-engineering
面向AI智能体生成大部分实现产出的团队的工程运营模式。适用于为主要由智能体编写的代码库设定团队流程、评审关卡或归属规则时。
机器翻译查看英文原文
Engineering operating model for teams where AI agents generate a large share of implementation output. Use when setting team process, review gates, or ownership rules for a codebase largely written by agents.
适用对象：办公与团队协作。自动收录 · 待核查。
原作者说明节选
从固定版本的 SKILL.md 提取，保留原文语言。以下内容属于作者说明，本站尚未验证安装、兼容或运行结果。
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原文涵盖的主题
- AI-First Engineering
- Process Shifts
- Architecture Requirements
- Code Review in AI-First Teams
- Hiring and Evaluation Signals
- Testing Standard
Use this skill when designing process, reviews, and architecture for teams shipping with AI-assisted code generation. 1. Planning quality matters more than typing speed. 2. Eval coverage matters more than anecdotal confidence. 3. Review focus shifts from syntax to system behavior. Prefer architectures that are agent-friendly: explicit boundaries stable contracts typed interfaces deterministic tests Avoid implicit behavior spread across hidden conventions. Review for: behavior regressions security assumptions data integrity failure handling rollout safety Minimize time spent on style issues already covered by automation. Strong AI-first engineers: decompose ambiguous work cleanly define measurable acceptance criteria produce high-signal prompts and evals enforce risk controls under delivery pressure Raise testing bar for generated code: required regression coverage for touched domains explicit edge-case assertions integration checks for interface boundaries
- 来源仓库
- affaan-m/ECC
- 源文件
- pi/core/skills/ai-first-engineering/SKILL.md
- 固定版本
- d2ef2680594f9a17526a6e1a2e18b3d242c5d17b
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本条为自动发现的元数据，尚未完成人工文档核查；适用性与运行结果待核查。
原作者：affaan-m/ECC · 原作者仓库元数据。文档核查：未核查。最近来源检查：2026-11-09T15:01:42.816Z。
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