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
5 articles tagged
#code-review
Post 02
My Claude Code Refactoring Review Loop
How I used Claude Code to scan a codebase, produce a numbered quality report, and apply approved refactors one finding at a time.
AI19 min read
Post 03
From PRD to Production Code with Claude Code
A delivery workflow for turning product requirements into reviewed technical design, implementation slices, tests, and rollout decisions with Claude Code.
AI15 min read
Post 04
Reviewing AI-Generated Code Before Merge
A practical review checklist for validating AI-generated backend code: business logic, state transitions, data integrity, security, tests, and production impact.
AI18 min read
Post 05
An Operating Model for AI Coding Agents in Backend Teams
A team-level operating model for using AI coding agents in backend engineering: scope boundaries, approvals, risky tasks, security review, CI checks, and rollout ownership.
AI14 min read