In this episode of the Engineering with AI podcast, John Jarosz joins host Kyle Hodgson for an in-depth conversation about how AI is fundamentally transforming product development practices, team composition, and innovation delivery.

John shares insights from Sightglass’s recent work helping an educational technology nonprofit transition to a for-profit model—taking them from market opportunity to revenue-generating pilot in just eight months with a team of two and a half people. The conversation explores the strategic implications of AI-accelerated development, from managing the “paradox of abundance” to the reemergence of subject matter experts.

Key Topics Discussed

• The New Bottleneck: Why product strategy and judgment have become more critical than execution speed
• The Paradox of Abundance: How the ability to test everything requires more discipline, not less
• Subject Matter Experts Reemerge: Why domain expertise is more valuable in the AI era
• Team Composition Shifts: Building smaller, more diverse teams with complementary capabilities
• The Apprenticeship Challenge: Preserving foundational understanding while leveraging AI tools
• Real-World AI Application: Tools and methodologies Sightglass uses in client engagements
• Succession Planning: Why institutional knowledge preservation is an existential concern

Watch the Full Episode