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Building ResuMatch AI with TDD and AI-Assisted Development (Claude)

DEV Community·Mohamed Afiq·18 days ago
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🎯 Why I Started Experimenting with This While building ResuMatch AI, I ran into a problem I didn’t expect: AI could generate code extremely fast… but it could also confidently generate the wrong implementation. At first, I was treating AI like an autopilot.. blindly accepting all the changes .. Eventually I realized something important: If I couldn’t clearly define the expected behavior first, I couldn’t properly review the AI’s output either. That pushed me into learning Test-Driven Development (TDD) more seriously while building actual features in my project. This article isn’t a guide on “the best way” to build AI systems. It’s mostly a reflection on what I learned while combining TDD, ASP.NET Core, and AI-assisted development in a real application. 🧠 The Mental Model That Changed Everything One idea from my mentorship sessions really stuck with me: You are the architect of intent. The AI is the implementation engine. That completely changed how I worked with AI.…

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