# vibefounders

- **Event:** [OpenEnv Hackathon SF](https://cerebralvalley.ai/e/openenv-hackathon-sf)
- **When:** Mar 7 at 9:00 AM – Mar 8 at 12:00 AM (PST)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Jacob Valdez](https://cerebralvalley.ai/u/jvboid)
- **GitHub:** https://github.com/JacobFV/general-unified-world-modeling
- **Website:** https://colab.research.google.com/github/JacobFV/general-unified-world-modeling/blob/develop/notebooks/worldenv_trl_training.ipynb
- **Demo video:** https://youtu.be/2y_AgsIfymQ
- **Hugging Face:** https://huggingface.co/spaces/jacob-valdez/worldenv
- **Gallery:** https://cerebralvalley.ai/e/openenv-hackathon-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/openenv-hackathon-sf/hackathon/gallery/14

WorldEnv is an OpenEnv environment factory powered by canvas-engineering and a General Unified World Model (GUWM). Canvas-engineering provides a type system for multimodal latent computation: typed regions on a 3D spatiotemporal grid define fields with their own frequency, loss weight, role, and semantic embedding, while a CanvasTopology defines the attention compute graph. This allows heterogeneous datasets to train a shared backbone using missing-field masking—loss is computed only where ground truth exists, enabling transfer across domains without imputation.

The GUWM defines an 857-field causal ontology spanning 19 layers (physics, markets, macroeconomy, firms, individuals, events, etc.). Any subset of fields can be projected onto a canvas to instantiate an RL environment. Corporate strategy, robotics, or macroeconomic environments are simply different projections of the same world model, enabling shared representations and cross-domain transfer.

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Markdown version of https://cerebralvalley.ai/e/openenv-hackathon-sf/hackathon/gallery/14. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt