A platform that infers personality from a person's archive and renders it as a 3D memory galaxy, with ownership handled on chain.
- Client
- Personality inference platform
- Year
- 2025
- Status
- Full stack build
- Services
- AI features, Blockchain & Web3, Web applications
- Stack
- React, FastAPI, Qdrant, Solidity, Three.js

01The problem
The founders wanted a product that felt like nothing else: a person's archive turned into something you could walk through, with real ownership of the result. That meant AI, 3D and chain work in one coherent product.
02What we built
We split it into a React front end, a FastAPI inference service and a set of audited contracts. The galaxy renders thousands of memory nodes at 60fps on a laptop, and the whole pipeline from upload to minted token runs without a human in the loop.
- Python AI microservice producing OCEAN personality vectors
- Vector search over memories in Qdrant
- Custom ERC721 contract for minting and peer to peer sales
- Immersive Three.js visualisation with role based access
03What changed
A working platform from data ingestion to on chain ownership, and a codebase the founders' own team now extends.