3D Interactive Mind Graph Based on Chat History

Introspect (link to demo coming soon!)

Your AI conversations, beautifully visualized in 3D space

What It Does

Introspect transforms your ChatGPT and Claude conversation history into an interactive 3D experience.
Like Spotify Wrapped, but for your AI chats.
Every message becomes a glowing point in space, clustered by meaning using UMAP and AI-powered topic detection.

The Magic

3D Semantic Clustering

Conversations with similar themes naturally group together using UMAP dimensionality reduction.

AI-Powered Labels

Claude auto-generates topic names like "Python & Data Analysis" or "Philosophy & Ethics".

Multi-User Support

Color-coded by user, with separate clusters and statistics per person.

Interactive Exploration

Smooth camera controls, zoom, search, filtering, and hover-to-view details.

Real-Time Processing

Live API backend, continuously refreshed as new data comes in.

Tech Stack

Frontend: React + Three.js + WebGL shaders for high-performance 3D rendering
Backend: Flask + UMAP + Claude API + Voyage AI for embeddings + Groq for summarization and Chat
Database: Supabase + pgvector for semantic search and storage
ML Pipeline:
- SpaCy NLP
- → Voyage embeddings
- → UMAP 3D
- → KMeans Clustering + Claude

Key Features

Smart Parsing: Handles both Claude and ChatGPT exports, no manual cleanup needed
Semantic Analysis: 512-dimensional embeddings mapped to 3D space
Dynamic Clustering: Uses Claude Sonnet 4 to determine optimal cluster counts
Performance Optimized: Embedding batches + GPU shader rendering
Resilient: Generates mock data when APIs are down, so you can always demo

The Experience

Upload your conversations → Watch them bloom in 3D → See patterns you never noticed → Reflect, share, and explore your AI journey
Built for AI power users, researchers, and curious minds.