Research, collaborations, product experiments, and technical explorations.
MMLU multiverse analysis reveals hidden structure
100 representations fused into a cosmic graph reveal 15 topological regions, near-pure semantic islands, and model-specific failure zones that single-number leaderboards miss.
From peer-reviewed research to open-source tool
Pulsar brings the Thema algorithm from our Nature Energy paper to everyone. High-performance Rust implementation with MCP integration for AI-assisted topological data analysis.
In collaboration with UCSB Environmental Studies & Bren School
Coal power is now economically unviable, outpriced by renewables and burdened by rising operational costs. Our Nature Energy paper reveals how strategic, context-specific phaseouts can accelerate this transition equitably.
Jeremy builds a DTI pipeline and wins the Novartis Challenge.
We implemented a GNN over molecular graphs, fused target encodings, and incorporated geometric features to improve binding prediction - with an interactive compound viewer and resources to reproduce.
