Blog posts

I write about machine learning and biology, with a focus on practical applications in drug discovery, AI strategy for biotech, biotech culture and talent, and career guidance for computational scientists. Read the full posts on Substack.


AI Drug Discovery & Strategy

The Impact of AI/ML in Drug Discovery Isn’t Where You Think It is

Legacy vs AI-Native Companies Isn’t a Fair Fight


Foundation Models & Interpretability

Building the brain of a biological foundation model


Protein Design & Generation

Peering into the Unseen Protein Universe

Hit the Vintage Store and Get Yourself Some CHEAP PLAID

The Nuances of Antibody Structure Prediction


Molecular Generation & Biomarkers

FastFlows: Flow-Based Models for Molecular Graph Generation

Reading Between the Isoforms: Interpretable Machine Learning Meets Long-Read RNA-Seq for Biomarker Discovery


Open Science & Publishing

Open-Source Science in Machine Learning for Biology

Publishing and communicating research in AI/ML is fundamentally broken


Careers & Culture

Getting started in BioML Research & Engineering

Ask not why more talented people don’t work in biotech, but rather, what can we do about it?