Hack the World(s) (finalist) - A 24h project from a hackathon on JEPAs and world models, applying geometry-aware representation learning to EEG: a strong SIGReg baseline, and evidence that SPD-tangent geometry makes the learned latent structure more visible.
Rose - Open-source League of Legends skin changer natively integrated into the client. 15K+ daily active users.
SLS-WM (ongoing research) - Annealed Structured Label Smoothing for discrete world models: a tokenizer-metric-aware objective for improving training stability and sample efficiency, evaluated on IRIS/Pong, with Geometry Dash as the motivating real-time application.