Artificial Intelligence

Generative Biology, De Novo Antibody & Protein Design, Multi-Omics ML, and Bioprocess Digital Twins. Scientifically reviewed benchmark guides and analytical standard operating procedures (SOPs).

Generative AI in De Novo Antibody Design: Protein Language Models, Epitope Targeting & Wet-Lab Affinity Benchmarks

14 min read•2026-09-24

Generative AI in De Novo Antibody Design: Protein Language Models, Epitope Targeting & Wet-Lab Affinity Benchmarks

How biomedical world models, equivariant diffusion backbones, and active-learning SPR kinetic feedback loops are compressing therapeutic IgG and bispecific hit-to-lead timelines from 9 months to 8 weeks.

By Swatilina DasRead Guide

AI-Driven Digital Twins in Biomanufacturing: In-Line Raman Spectroscopy (PAT) & Fed-Batch Bioreactor Yield Optimization

Artificial Intelligence

13 min read•2026-09-23

AI-Driven Digital Twins in Biomanufacturing: In-Line Raman Spectroscopy (PAT) & Fed-Batch Bioreactor Yield Optimization

Deploying hybrid mechanistic–machine learning Digital Twins and immersion Raman PAT probes to automate closed-loop nutrient feeding, suppress lactate accumulation, and boost mAb titers by up to 27% in 2,000L GMP bioreactors.

By Dr. S PaulRead Guide

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