Hands On "AI Engineering"

Hands On "AI Engineering"

Day 21: Learning Path Generator - Intelligent Curriculum Sequencing

SystemDR's avatar
SystemDR
Aug 17, 2025
∙ Paid

The Problem We're Solving

Ever wondered why some students excel while others struggle, even when studying the same material? The answer often lies in learning sequence. Traditional education follows a one-size-fits-all approach - everyone learns Topic A, then B, then C, regardless of their background, learning speed, or mastery level.

Key Pain Points:

  • Students get stuck on prerequisites they haven't mastered

  • Difficulty jumps are too steep, causing frustration and dropouts

  • No personalization based on individual progress patterns

  • Inefficient paths waste time on topics already understood

  • No guidance on optimal next steps in learning journey

Our Solution: An AI-powered Learning Path Generator that creates personalized curriculum sequences, just like how Netflix recommends movies or Spotify curates playlists - but for education.

What We're Building Today

Today we're implementing a Learning Path Generator that creates personalized learning sequences for quiz platform users. This system analyzes user knowledge, topic dependencies, and difficulty progression to generate optimal learning paths.

Key Components:

  • Path generation algorithm service

  • User progress analysis engine

  • Difficulty progression calculator

  • REST API endpoints for path retrieval

  • Integration with topic relationship data from Day 20

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