Smart Biotech Scientist | The CMC and Bioprocessing Podcast for Process Development and Manufacturing Leaders

186: How Generative AI Accelerates Protein Design for Biotech Discovery with Elise de Reus - Part 2

Sep 4, 2025
Join Elise de Reus, co-founder of Cradle, an innovative AI platform for protein design, as she unpacks the transformative power of generative AI in biotech. She delves into how her platform demystifies protein engineering, offering transparency and actionable insights. Elise shares real-world applications, from pandemic response to sustainable materials, highlighting the urgent need for scientists to embrace AI. With stories from her journey, she emphasizes the importance of tackling ambitious challenges and creating a sustainable future in biotech.
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INSIGHT

Cross-Industry Data Improves Models

  • Running diverse projects improves model performance and reveals interpretable behaviors.
  • Cradle uses cross-industry feedback to open the ML black box for scientists.
INSIGHT

Multi-Property Optimization Is Core

  • Multi-property optimization is the central challenge in protein engineering today.
  • Generative ML excels where rational design struggles to balance competing properties.
ADVICE

Improve Data Practices For ML

  • Collect high-quality, consistent data including negative examples and controls to help ML learn.
  • Reassess and tweak lab workflows to improve model training efficiency.
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