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AI Assisted Coding and Tools

Real-world experiences testing AI assisted coding and adopting AI tools into software development from Hacker News

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Experience Report3d ago

Effective AI-assisted coding workflows

The thread discusses practical workflows involving AI coding assistants like Codex and Claude Code for making significant codebase changes. The initial poster outlines a step-by-step strategy focused on defining data structures, writing skeletons for key components, drafting test signatures, and then leveraging AI to plan and execute code changes, followed by manual cleanup focusing on style and nitpicks. A respondent adds a complementary approach of first generating 'vibe code' iterations using AI to explore creative solutions before selectively adopting the best ideas into a refined, manually guided workflow. These insights offer actionable guidance on integrating AI tools efficiently into development processes to balance creativity, automation, and human oversight.