Post 01
My Practical AI-Assisted Engineering Workflow
The review loops, context boundaries, and verification habits I use to make AI useful without giving up engineering judgment.
AI10 min read
4 articles tagged
The review loops, context boundaries, and verification habits I use to make AI useful without giving up engineering judgment.
How I used Claude Code to scan a codebase, produce a numbered quality report, and apply approved refactors one finding at a time.
A delivery workflow for turning product requirements into reviewed technical design, implementation slices, tests, and rollout decisions with Claude Code.
A practical review checklist for validating AI-generated backend code: business logic, state transitions, data integrity, security, tests, and production impact.