Nova-Learn
Adaptive Educational Syllabus Platform with Diagnostic Mastery
NovaLearn is an AI-powered platform that creates personalized learning paths with interactive content and quizzes. Designed with a futuristic 3D UI, it makes learning immersive, efficient, and goal-driven.

What Jayant Potdar Built & Owned
Designed the responsive web interface, built the interactive syllabus node graph view, managed client-side mastery state with React Context, and implemented diagnostic quiz checkpoint evaluations.
Key Technical Decisions:
- Dynamic mastery calculation adjusting recommended next modules based on student quiz scores.
- Interactive SVG curriculum tree displaying locked, in-progress, and mastered learning modules.
- Fast, responsive layout optimized for mobile study sessions.
Core System Features & Capabilities:
- ✓Personalized learning path generation from diagnostic quizzes.
- ✓Interactive 3D user interface designed with Spline.
- ✓Dynamic quiz generation with real-time mastery tracking.
- ✓Progress tracking and learning analytics dashboard.
- ✓Futuristic design system and responsive mobile learning experience.
- ✓Backend built with Node.js, Flask, and SQLite3.
Creating an intuitive visualization for branching learning paths that updates instantly as students pass diagnostic quizzes without confusing the learner.


We built dynamic skill trees where module completion unblocks dependent topic nodes. I focused on responsive state management, clear visual feedback for mastered competencies, and accessible assessment forms.

Detailed interface walkthrough, diagnostic panels, and feature screenshots for Nova-Learn.


Delivered an engaging educational prototype demonstrating how personalized branching paths help students master technical subjects at their own speed.
AstroPixel
AstroPixel is a FastAPI + React platform for exploring NASA gigapixel imagery with buttery-smooth deep zoom, annotations, and secure user/admin workflows. It ingests GeoTIFF/PSB files, generates tile pyramids with GDAL, and serves them through an optimized viewer.

Krypton
Krypton is an AI-powered research assistant that searches arXiv and OpenAlex, ranks papers by relevance, recency, and citations, and helps users understand literature faster with Gemini-generated summaries, structured insights, research-gap analysis, and personalized topic recommendations in a FastAPI + React app.
