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Podcast

Modern Engineering in an AI-driven World

Dan Watkins moderates a panel on how AI is changing the way we view engineering paradigms, build team structures, and challenge traditional talent strategies.

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Live from Software Day at The Ion, this episode brings together founders, engineers, and investors for an exciting conversation on how modern engineering is evolving in the era of AI. Mercury Fund co-founder Dan Watkins moderates the panel, joined by Matt Cohen of Zen Cohen and Colin Hendricks of OmniScience, to discuss how AI is changing the way we view engineering paradigms, build team structures, and challenge traditional talent strategies as it becomes an essential tool for building and scaling software companies. It’s not just about the tools: it’s about mentorship, community, and human-centered product thinking that ultimately sets companies apart.

Key Takeaways

  • AI is changing how software is built, but strong engineering fundamentals still matter. Clean code, rigorous testing, and clear data design are even more critical as AI becomes an essential tool in development. AI should be seen as a collaborator rather than a shortcut to create software.
  • AI expands who can build software, changing the way we structure teams and roles. Founders, product leaders, and designers can move further faster, but scaling successfully still requires experience, judgment, and knowing when to bring in deeper technical expertise.
  • The companies that endure today’s AI-driven landscape are the ones that still put human perspective at the forefront. Mentorship, community, and human-centered product thinking remain essential for building durable products and teams in an AI-first world.

AUTHOR

Dan Watkins
February 11, 2026