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The Coding Mentor That Knows Your Weaknesses Better Than You Do
How-ToProgramming Languages

The Coding Mentor That Knows Your Weaknesses Better Than You Do

via Dev.to PythonBonamukkala Charan2h ago

The Coding Mentor That Knows Your Weaknesses Better Than You Do The moment that changed this project for me: a student submitted bad code, got feedback, then submitted the same bad code again two minutes later. Without memory, the agent said the exact same thing. With Hindsight, it said — "We've been here before." That single moment made me realize every coding platform I'd ever used was broken in the same way. The Problem Nobody Talks About LeetCode, HackerRank, CodeChef — I've used them all. They're great for practice. But they all share one fatal flaw: they forget you the moment you close the tab. You can make the same mistake 50 times and they'll give you the exact same generic feedback every single time. No pattern recognition. No memory. No personalization. The platform has no idea you've been struggling with edge cases for three weeks straight. This isn't a small problem. It's the core reason most self-taught developers plateau. They're getting feedback from a system that has no

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