ai-first-engineering
Skill1 starsChanged 8 months agoMITView on GitHub
Engineering operating model for teams where AI agents generate a large share of implementation output.
19 other projects use a version of this, 13 of them edited.
Adopted by
Most recently taken up by
- Rojios/everything-claude-codeedited, first seen Nov 8, 2026
- pankaj-mahaur/Agent-Daemonedited, first seen Nov 6, 2026
- renepf/claude-skillsedited, first seen Oct 25, 2026
- davidanthonyn/claude-skillsedited, first seen Oct 20, 2026
- salmandev/everything-geminitheir own version, first seen Oct 17, 2026
- gongyijie85/dsh-ecctheir own version, first seen Oct 13, 2026
Other versions19 projects use a version of this.
Word for word · 0
None found.
Edited · 13
- loulanyue/awesome-claude-notes★ 27213% same
- Fmarzochi/EGC★ 6110% same
- ronmkr/PromptBook★ 210% same
- get-proofpilot/claude-skills-catalog★ 113% same
- Rojios/everything-claude-code★ 113% same
- SamuelNDCE/claude-super-skill-library★ 113% same
- TironFox/everything-claude-code★ 113% same
- davidanthonyn/claude-skills★ 013% same
- eugenezhangco-spec/athena★ 013% same
- MohamedEssam0-0/claude-skills★ 013% same
3 more not listed
Wrote their own version · 6
- gongyijie85/dsh-ecc★ 8same name
- salmandev/everything-gemini★ 2same name
- NISTALTALSON/essential-claude-skills★ 1same name
- Aytsuu/codemini★ 0same name
- gesh75/claude-skills★ 0same name
- thanvish21/hcc-bundle★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository189 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .codex/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- examples/CLAUDE.mdCLAUDE.md
- .cursor/rules/common-agents.mdCursor rule
- .cursor/rules/common-coding-style.mdCursor rule
- .cursor/rules/common-development-workflow.mdCursor rule
- .cursor/rules/common-git-workflow.mdCursor rule
- .cursor/rules/common-hooks.mdCursor rule
- .cursor/rules/common-patterns.mdCursor rule
- .cursor/rules/common-performance.mdCursor rule
- .cursor/rules/common-security.mdCursor rule
- .cursor/rules/common-testing.mdCursor rule
- .cursor/rules/golang-coding-style.mdCursor rule
- .cursor/rules/golang-hooks.mdCursor rule
- .cursor/rules/golang-patterns.mdCursor rule
- .cursor/rules/golang-security.mdCursor rule
- .cursor/rules/golang-testing.mdCursor rule
- .cursor/rules/kotlin-coding-style.mdCursor rule
- .cursor/rules/kotlin-hooks.mdCursor rule
- .cursor/rules/kotlin-patterns.mdCursor rule
- .cursor/rules/kotlin-security.mdCursor rule
- .cursor/rules/kotlin-testing.mdCursor rule
- .cursor/rules/php-coding-style.mdCursor rule
- .cursor/rules/php-hooks.mdCursor rule
- .cursor/rules/php-patterns.mdCursor rule
- .cursor/rules/php-security.mdCursor rule
- .cursor/rules/php-testing.mdCursor rule
- .cursor/rules/python-coding-style.mdCursor rule
- .cursor/rules/python-hooks.mdCursor rule
- .cursor/rules/python-patterns.mdCursor rule
- .cursor/rules/python-security.mdCursor rule
- .cursor/rules/python-testing.mdCursor rule
- .cursor/rules/swift-coding-style.mdCursor rule
- .cursor/rules/swift-hooks.mdCursor rule
- .cursor/rules/swift-patterns.mdCursor rule
- .cursor/rules/swift-security.mdCursor rule
- .cursor/rules/swift-testing.mdCursor rule
- .cursor/rules/typescript-coding-style.mdCursor rule
- .cursor/rules/typescript-hooks.mdCursor rule
- .cursor/rules/typescript-patterns.mdCursor rule
- .cursor/rules/typescript-security.mdCursor rule
- .cursor/rules/typescript-testing.mdCursor rule
- api-designSkill
- article-writingSkill
- backend-patternsSkill
- bun-runtimeSkill
- claude-apiSkill
- coding-standardsSkill
- content-engineSkill
- crosspostSkill
- deep-researchSkill
- dmux-workflowsSkill
- documentation-lookupSkill
- e2e-testingSkill
- eval-harnessSkill
- exa-searchSkill
- fal-ai-mediaSkill
- frontend-patternsSkill
- frontend-slidesSkill
- The first 60 shown.
The file
Files
AI-First Engineering
AI 지원 코드 생성으로 제품을 출하하는 팀의 프로세스, 리뷰, 아키텍처를 설계할 때 이 스킬을 사용하세요.
프로세스 변화
- 계획 품질이 타이핑 속도보다 더 중요합니다.
- Eval 커버리지가 일화적 확신보다 더 중요합니다.
- 리뷰 초점이 구문에서 시스템 동작으로 이동합니다.
아키텍처 요구사항
에이전트 친화적인 아키텍처를 선호하세요:
- 명시적 경계
- 안정적 계약
- 타입이 지정된 인터페이스
- 결정적 테스트
숨겨진 관례에 분산된 암시적 동작을 피하세요.
AI-First 팀의 코드 리뷰
리뷰 대상:
- 동작 회귀
- 보안 가정
- 데이터 무결성
- 실패 처리
- 롤아웃 안전성
자동화로 이미 처리된 스타일 이슈에 대한 시간을 최소화하세요.
채용 및 평가 신호
뛰어난 AI-first 엔지니어:
- 모호한 작업을 깔끔하게 분해합니다
- 측정 가능한 수용 기준을 정의합니다
- 높은 신호의 프롬프트와 eval을 생산합니다
- 배포 압박 속에서 리스크 통제를 시행합니다
테스팅 표준
생성된 코드에 대한 테스팅 기준을 높이세요:
- 변경된 도메인에 대한 필수 회귀 커버리지
- 명시적 에지 케이스 어서션
- 인터페이스 경계에 대한 통합 검사
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.