Writing
- Ask not why more talented people don’t work in biotech Dec 2025
- Legacy vs AI-native companies isn’t a fair fight Oct 2025
- Publishing and communicating research in AI/ML is fundamentally broken Jul 2025
- Getting started in BioML research & engineering May 2025
- The impact of AI/ML in drug discovery isn’t where you think it is Aug 2024
Research
Full list on Google Scholar. Selected work:
- Lab-in-the-loop therapeutic antibody design with deep learning bioRxiv · 2025
- Generalists vs. Specialists: Evaluating LLMs on highly-constrained biophysical sequence optimization tasks ICML 2025
- Protein discovery with discrete walk-jump sampling ICLR 2024 · Outstanding Paper
- Protein design with guided discrete diffusion NeurIPS 2023
- Neural scaling of deep chemical models Nat Mach Intell · 2023
Elsewhere
Get in touch
hey@ncfrey.com — if you’re reaching out cold, please read Sriram Krishnan’s guide to cold email first.