npx skills add affaan-m/ecc --skill ai-first-engineering
devenkhatri/everything-claude-code · Archived
ai-first-engineering
Engineering operating model for teams where AI agents generate a large share of implementation output.
Installation
$
npx skills add devenkhatri/everything-claude-code --skill ai-first-engineering
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npx skills add devenkhatri/everything-claude-code
More details
Agent compatibility
Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.
Claude Code
Declared
Cursor
Not declared
Codex
Not declared
GitHub Copilot
Not declared
Windsurf
Not declared
Gemini CLI
Not declared
Cline
Not declared
OpenCode
Not declared
Also listed on
Alternate registries and mirrors of this skill.
Repository health
License
LICENSE
Default branch
main
Status
Archived
Skill metadata
Parsed from SKILL.md frontmatter.
Declared agents
claude-code
Package contents
Files included with this skill beyond the listing page.
-
skill md
SKILL.md1,336 B -
docs
SUMMARY.md130 B
History
- First seen on skills.sh
- First recorded snapshot · 1 installs
SKILL.md
AI-First Engineering
Use this skill when designing process, reviews, and architecture for teams shipping with AI-assisted code generation.
Process Shifts
- Planning quality matters more than typing speed.
- Eval coverage matters more than anecdotal confidence.
- Review focus shifts from syntax to system behavior.
Architecture Requirements
Prefer architectures that are agent-friendly:
- explicit boundaries
- stable contracts
- typed interfaces
- deterministic tests
Avoid implicit behavior spread across hidden conventions.
Code Review in AI-First Teams
Review for:
- behavior regressions
- security assumptions
- data integrity
- failure handling
- rollout safety
Minimize time spent on style issues already covered by automation.
Hiring and Evaluation Signals
Strong AI-first engineers:
- decompose ambiguous work cleanly
- define measurable acceptance criteria
- produce high-signal prompts and evals
- enforce risk controls under delivery pressure
Testing Standard
Raise testing bar for generated code:
- required regression coverage for touched domains
- explicit edge-case assertions
- integration checks for interface boundaries