Ruth-Anne Pai
I took one disease from idea to an investable program in a week and then turned that workflow into open AI agents for any disease.
Core trick
Reusable agent skills chain omics target mining, de novo binder design, and business and regulatory plans into one re-runnable pipeline for any disease.
Description
I took one disease from idea to an investable program in a week and then turned that workflow into open AI agents for any disease. It began with eosinophilic esophagitis (EoE), a chronic food-driven condition I live with. From public omics, I mined EoE datasets into a ranked, druggability-filtered target landscape (surfacing CCL26 and POSTN), designed de novo protein binders, and carried it through a business plan, scientific plan, and regulatory strategy. Knowing the burden of life-long symptom maintenance firsthand, I initiated Project Tolera, an antigen-specific program to reprogram the immune system: because EoE is a food peptide presented on MHC-II to a pathogenic Th2 T cell, targeting that triad could induce durable tolerance instead of lifelong suppression. My engine nominated 832 tolerizing epitopes and modeled lead pMHC-II complexes. Seeing the pipeline generalize, I packaged every step into reusable skills, a Therapeutic Program Architect, and a Manuscript Architect, then re-ran it on esophageal cancer as a test. I also built the Patient Organization Navigator: a specialist agent and three skills that help patient advocates and rare-disease nonprofits map where their disease stands, what's been done, where the gaps are, and where their funding and capacity sit.