Programs
Three programs, organized around public benefit
Our charitable programs are designed to produce outputs that are open, reproducible, and free to the public. Two of the four strategic pillars are currently active; the rest are future directions.

Pillar 1 · Research · Active
Using AI to advance end-to-end drug development
Public-benefit methods research applying AI across the drug-development pipeline — Phase I/II oncology trial design, investigator and site selection, and biomarker analysis. Outputs released as open benchmarks and peer-reviewed publications.
Program detail →
Pillar 2 · Teach & Learn · Active
Using AI to advance medical education
Research support and co-taught medical-AI curriculum with an accredited higher-education partner — equipping the next generation of clinicians with responsible AI practice.
Program detail →
Pillar 3 · Build · Active
Using AI to advance small business operations
Open-source curricula, recorded talks, and practical tooling that help pre-medical students, practicing clinicians, solo and small practices, developers entering healthcare, and community learners put AI to work — delivered as public education, not paid consulting.
Program detail →Non-exclusive by design. Every partnership and case study is non-exclusive and reproducible. If your academic institution, small business, or community organization would like to collaborate on similar terms, please contact us.