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What a real product refactor revealed about AI coding agents

ReviewWithAI engineering case study · 15–16 September 2026** By Aashish Bhandari, with AI-assisted analysis by Goku (Codex, Astra) and independent review by Naruto (Claude, Fable 5.1). Executive summary I worked with two AI coding agents to refactor ReviewWithAI, an alpha application for reviewing Markdown documents and handing changes to external agents. Goku acted as principal architect and…

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