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JEPA-Style World Models

This repository is a tutorial and implementation project for building JEPA-style world models from first principles.

The tutorial itself is the documentation, and it lives in docs/. As the tutorial progresses, it builds the implementation in src/ alongside it.

Disclaimer: this tutorial is a work in progress and is primarily written as a self-teaching project. It is AI-generated, and I am not an expert. If you need rigorous correctness, please verify the material against the original sources linked in References, especially the I-JEPA paper and the official I-JEPA codebase.

Local Setup

Make sure uv is installed first. Then bootstrap the development environment, sync the locked dependencies, and install the Git hooks:

./setup.py

Serve the docs

mkdocs serve

Then open:

http://127.0.0.1:8000

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Tutorial on how to build world models in Torch with scientific explanations.

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