流程转变
1. 规划质量比打字速度更重要。 2. 评估覆盖率比主观信心更重要。 3. 评审重点从语法转向系统行为。
affaan-m/ECC
Use it for engineering tasks; the detail page covers purpose, installation, and practical steps.
npx skills add https://github.com/affaan-m/ECC --skill "docs/zh-CN/skills/ai-first-engineering"Source checked Jul 28, 2026·Refresh due Oct 26, 2026
Limited to facts supported by the pinned source
在为由人工智能辅助代码生成的团队设计流程、评审和架构时,使用此技能。
npx skills add https://github.com/affaan-m/ECC --skill "docs/zh-CN/skills/ai-first-engineering"The pinned source contains about 3 English words and 5 usable sections. That evidence supports a source profile, not a complete guide.
3 source words · 5 usable sections
What the source actually contains
Sections are extracted automatically from the pinned SKILL.md and link back to the source.
1. 规划质量比打字速度更重要。 2. 评估覆盖率比主观信心更重要。 3. 评审重点从语法转向系统行为。
明确的边界 稳定的契约 类型化的接口 确定性的测试
行为回归 安全假设 数据完整性 故障处理 发布安全性
Choose a different workflow
Engineering operating model for teams where AI agents generate a large share of implementation output.
A separate implementation from affaan-m/ECC; compare its source, maintenance signals, and permission requirements.
Open source detailUse it for engineering tasks; the detail page covers purpose, installation, and practical steps.
A separate implementation from affaan-m/ECC; compare its source, maintenance signals, and permission requirements.
Open source detailWhen the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program
A separate implementation from coreyhaines31/marketingskills; compare its source, maintenance signals, and permission requirements.
Open source detailFAQ
The source record exposes this install command: npx skills add https://github.com/affaan-m/ECC --skill "docs/zh-CN/skills/ai-first-engineering". Inspect the command and pinned source before running it.
Quality breakdown
Based on traceable docs and repository signals; stars are not treated as quality.
Compare before choosing
These links are selected from shared tasks, functions, stacks, platforms, and same-name variants. Compare the source owner, documentation, permissions, and maintenance signals.
Engineering operating model for teams where AI agents generate a large share of implementation output.
Use it for engineering tasks; the detail page covers purpose, installation, and practical steps.
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program
Grounded design brief from the adopted corpus — style, WCAG-checked color tokens, typography, layout pattern, anti-patterns. Use on ui-design-brief or any which-style/palette/font/chart decision.
Use BEFORE writing or editing any non-trivial UI — inventories components, design tokens, shadcn primitives, and reusable patterns into state.ui_audit. Hard gate for the ui directive set.
在为由人工智能辅助代码生成的团队设计流程、评审和架构时,使用此技能。
优先选择对智能体友好的架构:
避免隐含的行为分散在隐藏的惯例中。
评审关注:
尽量减少花在已由自动化覆盖的风格问题上的时间。
强大的人工智能优先工程师:
提高生成代码的测试标准: