Scoring Engine
Built and own the central inference platform delivering every microbiome health score to Viome customers and clinicians, turning internal scientific packages into revenue-critical production infrastructure.
120Models integrated
Selected Projects
Systems biology work with production edges.
A timeline of platforms, models, simulations, and bench-to-computation projects from the plan. The through-line is scientific data work that turns into usable systems.
Overheard
Fully local macOS meeting recorder, scaffolded and architected by hand with AI writing the bulk of the implementation.
ODM Parquet sync
Rewrote O(n2) parsing logic to O(n), cutting ODM Parquet sync from 3 days to 8 hours and shrinking a core operational bottleneck.
3d to 8hsync timeO(n)rewritten complexityDASH
Built the internal developer platform that standardizes scoring release workflows behind compiled Python CLIs, reducing manual release effort and making deploy, rollback, notify, export, and ID translation repeatable.
1 cmdmake install onboarding4shipped CLI tools
Scoring packages and Score Detail Tool
Authored the internal Python packages for microbiome score development and built explainability tools that reduced multi-database score audits from 30+ minutes to self-service lookup.
30m+audit collapsed2core packages
Historeceptomic
Led AbbVie-facing drug-discovery platform work, advanced 5+ leads to CRO validation, and rebuilt HR-Algorithm as a 1000x faster Python package integrated into Molsoft ICM.
1000xalgorithm speedup5+leads to CRO validation