Ai First Engineering

This captures the operating model shift when AI agents are writing most of your implementation code. It's honest about what changes: planning and evals matter more than typing speed, code review focuses on behavior over syntax, and you need architectures with explicit boundaries instead of implicit conventions. The hiring signals section is smart, emphasizing decomposition and acceptance criteria over raw coding ability. Use this when you're setting up processes for a team that's actually shipping with Claude or similar tools doing heavy lifting on implementation, not just autocomplete. The testing standards are appropriately higher since generated code needs more explicit coverage.

Install to Claude Code

npx -y skills add affaan-m/ecc --skill ai-first-engineering --agent claude-code