• 150: How to Leverage AI in Media Development Without Sacrificing Process Understanding with Tom Fletcher - Part 2

  • 2025/05/01
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150: How to Leverage AI in Media Development Without Sacrificing Process Understanding with Tom Fletcher - Part 2

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    As biotech labs rush to adopt AI tools for cell culture media development, a critical question emerges: Are we creating a generation of scientists who know which buttons to push but not why they're pushing them? The automation trap that once transformed laboratory workflows now threatens to fundamentally alter how we understand the complex dynamics of culture media composition and performance.

    In this second part of our conversation with Tom Fletcher, R&D Director at Fujifilm Irvine Scientific, host David Brühlmann explores the practical challenges of implementing AI in cell culture media development while preserving the scientific thinking that drives true innovation.

    Key Insights from Their Conversation:

    • The Knowledge Generation Imperative: "Don't just think of your job as picking winners out of random experiments," Tom warns. He emphasizes that scientists must prioritize understanding why a specific media formulation works, not just that it works—a distinction that becomes critical as AI makes high-throughput media screening increasingly accessible.
    • Bridging Disciplinary Divides: As teams become more diverse—incorporating data scientists, automation specialists, and traditional bioprocess experts—success depends on creating a collaborative culture where specialists learn to leverage each other's strengths without expecting everyone to have the same foundation in cell culture fundamentals.
    • The Future Bioprocessing Landscape: Tom predicts that while platform media will dominate for speed to clinic, human roles will evolve toward managing automated, digitalized processes with fewer but more technically specialized staff. The media developers who thrive will be those who can maintain scientific rigor while harnessing the power of automation.

    For biotech leaders navigating this technological transition, Tom's advice is clear: "Embrace AI because I think we all believe it's valuable, but don't allow lazy science to creep in... if you don't resist it, people are going to get lazy and just say 'I've got this supercomputer and I know which buttons to push.' That's not good enough."

    If you enjoyed this conversation, be sure to explore how it all began:

    • Episodes 1-2: Unlock the Power of Rational Media Design in Bioprocessing with Tom Fletcher

    Connect with Tom Fletcher:

    LinkedIn: www.linkedin.com/in/tomfletcher2

    FUJIFILM Irvine Scientific: www.irvinesci.com

    The views and opinions expressed by Tom Fletcher are his own and do not necessarily reflect those of Fujifilm Irvine Scientific or its affiliates.

    Next step:

    Transform your cell culture media development strategy with a complimentary consultation. Schedule your expert session: https://bruehlmann-consulting.com/call

    Ready to scale up? Join our exclusive 1:1 Strategy Call and learn proven methods to reduce development and manufacturing costs while maintaining product quality. Our bioprocess experts will help you navigate complex bioprocessing challenges and regulatory requirements. Limited spots available: https://stan.store/SmartBiotech

    Note: These are Tom’s personal opinions and not his company’s.

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As biotech labs rush to adopt AI tools for cell culture media development, a critical question emerges: Are we creating a generation of scientists who know which buttons to push but not why they're pushing them? The automation trap that once transformed laboratory workflows now threatens to fundamentally alter how we understand the complex dynamics of culture media composition and performance.

In this second part of our conversation with Tom Fletcher, R&D Director at Fujifilm Irvine Scientific, host David Brühlmann explores the practical challenges of implementing AI in cell culture media development while preserving the scientific thinking that drives true innovation.

Key Insights from Their Conversation:

  • The Knowledge Generation Imperative: "Don't just think of your job as picking winners out of random experiments," Tom warns. He emphasizes that scientists must prioritize understanding why a specific media formulation works, not just that it works—a distinction that becomes critical as AI makes high-throughput media screening increasingly accessible.
  • Bridging Disciplinary Divides: As teams become more diverse—incorporating data scientists, automation specialists, and traditional bioprocess experts—success depends on creating a collaborative culture where specialists learn to leverage each other's strengths without expecting everyone to have the same foundation in cell culture fundamentals.
  • The Future Bioprocessing Landscape: Tom predicts that while platform media will dominate for speed to clinic, human roles will evolve toward managing automated, digitalized processes with fewer but more technically specialized staff. The media developers who thrive will be those who can maintain scientific rigor while harnessing the power of automation.

For biotech leaders navigating this technological transition, Tom's advice is clear: "Embrace AI because I think we all believe it's valuable, but don't allow lazy science to creep in... if you don't resist it, people are going to get lazy and just say 'I've got this supercomputer and I know which buttons to push.' That's not good enough."

If you enjoyed this conversation, be sure to explore how it all began:

  • Episodes 1-2: Unlock the Power of Rational Media Design in Bioprocessing with Tom Fletcher

Connect with Tom Fletcher:

LinkedIn: www.linkedin.com/in/tomfletcher2

FUJIFILM Irvine Scientific: www.irvinesci.com

The views and opinions expressed by Tom Fletcher are his own and do not necessarily reflect those of Fujifilm Irvine Scientific or its affiliates.

Next step:

Transform your cell culture media development strategy with a complimentary consultation. Schedule your expert session: https://bruehlmann-consulting.com/call

Ready to scale up? Join our exclusive 1:1 Strategy Call and learn proven methods to reduce development and manufacturing costs while maintaining product quality. Our bioprocess experts will help you navigate complex bioprocessing challenges and regulatory requirements. Limited spots available: https://stan.store/SmartBiotech

Note: These are Tom’s personal opinions and not his company’s.

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