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Building an AI Tutor That Teaches You to Code Without Writing It For You
What if an AI could teach you programming the way a professor does — assign a project, let you struggle through it independently, then provide detailed, honest feedback? This episode unpacks the full architecture for such a system: intake diagnostics that reveal actual ability (not self-reported skill), competency graphs that track concept mastery over time, sandboxed execution environments for safe code review, and multi-stage review pipelines that distinguish between one-off bugs and genuine misconceptions. We explore how platforms like Replit and CodeSignal Learn are racing toward adaptive…
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