AI
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.
10 min read
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#code-review
5 articles
AI
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.
19 min read
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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.
15 min read
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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.
18 min read
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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.
14 min read
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