Work
Work
Systems for data that can't move — each one built inside somebody's boundary, with the numbers to show for it.
PRODUCTION · Safecast · 2025–present
Natural language over 200M radiation measurements
An MCP-based assistant embedded in the Safecast map, answering plain-language questions across three data services.
DEPLOYED · Enterprise client · 2026
Cutting inference cost 62% without data leaving the building
Quantized open-weight models on-prem, client-specific RAG over 400K+ documents, and governed MCP tools.
WON · c0mpiled-7 AI Hackathon (YC RFS), Tokyo · 2026
10-K research loops cut to 12 seconds
Multi-agent hedge-fund research platform; won “Most Impressive Engineering Lift.”