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Protein language models now follow predictable scaling laws, where increased compute and diverse metagenomic data directly yield emergent structure prediction and design capabilities.

Impact: Biotech firms can forecast model performance with greater accuracy, enabling precise capital allocation and reducing reliance on trial-and-error discovery.

— from Scaling Laws and Open Source in Programmable Biology · Latent Space: The AI Engineer Podcast· May 27, 2026