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
First-In-Human Oncology Drug Development Research
Public-benefit methods research into AI-assisted approaches for Phase I/II oncology trial design and biomarker analysis. Outputs released as open benchmarks and peer-reviewed publications.
Program detail →
Pillar 2 · Teach & Learn · Active
Higher-Education Medical AI Collaboration
Research support and co-taught medical-AI curriculum in collaboration with Fei Tian College, advancing medical education.
Program detail →
Pillar 3 · Build · Active
Applied AI Literacy for Small Enterprises & Communities
Open-source curricula, recorded talks, and practical tooling that bring AI literacy to pre-medical students, practicing clinicians, solo and small practices, developers entering healthcare, and community learners who cannot justify commercial training costs.
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.