Modern Engineering in an AI-driven World

Live from Software Day at The Ion, this episode brings together founders, engineers, and investors for a dynamic conversation on how modern engineering is evolving in the era of AI.

Mercury Fund Co-Founder Dan Watkins moderates a panel featuring Matt Cohen of Zen Cohen and Colin Hendricks of Omniscience. Together, they explore how AI is reshaping engineering paradigms, team structures, and traditional talent strategies as it becomes an essential tool for building and scaling software companies.

This conversation goes beyond tools and automation — it highlights the enduring importance of mentorship, community, and human-centered product thinking in building durable companies.

🎧 Episode Highlights

• 06:19 – Introduction to the panel and modern engineering in an AI-driven world

• 11:33 – How AI is changing the day-to-day work of software engineers

• 20:22 – Why testing, clean code, and evaluation matter more than ever

• 35:11 – How AI reshapes product teams and scaling strategies

• 46:36 – Live audience Q&A on AI use cases, limitations, and real-world applications

🔑 Key Takeaways

• AI is transforming how software is built, but strong engineering fundamentals remain critical. Clean code, rigorous testing, and thoughtful data design are even more important in an AI-enabled workflow. AI should be treated as a collaborator — not a shortcut.

• AI expands who can build software and changes how teams are structured. Founders, product leaders, and designers can move faster, but scaling still requires experience, judgment, and knowing when to bring in deep technical expertise.