SkillGraph AI: AI-powered adaptive learning
Prashant Kumar
SkillGraph AI: AI-powered adaptive learning platform.
I built an AI learning platform that doesn't stop at generating a roadmap.
A roadmap tells you what to learn.
But learning also requires knowing:
What comes first? Where should I learn it? Can I ask questions? And have I actually mastered it?
That's the problem I wanted to explore with SkillGraph AI.
I built it as an adaptive learning platform that brings several AI systems together into one learning workflow.
🧠 Learning Path Architect
Generates prerequisite-aware learning paths and represents them as an interactive knowledge graph, so learners can see how concepts connect instead of following a flat checklist.
🔎 Librarian Agent
Finds and curates relevant learning resources for the topics in the path, connecting the roadmap to actual material the learner can use.
💬 RAG Tutor
A retrieval-augmented tutor that can answer questions using contextual learning material rather than relying only on a general-purpose LLM response.
📝 Assessment Agent
Generates topic-specific quizzes and assessments so learners can test their understanding as they progress.
🕸️ Interactive Skill Graph
The learning path becomes an explorable visual graph where prerequisites and relationships between concepts are visible.
The architecture is built around multi-agent orchestration, with specialized components handling planning, retrieval, tutoring and assessment.
Tech
React · TypeScript · React Flow · FastAPI · LangChain · RAG · LLMs · PostgreSQL
The bigger idea is simple:
Don't just tell people what to learn. Help them learn it, find the right resources, answer their questions, and verify that they actually understand it.
🔗 Live demo: https://skillgraph-os.vercel.app/
I'm continuing to improve the product and explore how AI agents can make learning paths more adaptive and useful.
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Posted Sep 18, 2026
SkillGraph AI: AI-powered adaptive learning platform. I built an AI learning platform that doesn't stop at generating a roadmap. A roadmap tells you what to ...
