"Absolute AI Maximalist" Adam Jacob on Building Software That Builds Software

About this episode

Adam Jacob discusses the implications of building software in the age of AI and the shift towards AI maximalism.

Stephen O'Grady sits down with Adam Jacob, CEO and Co-Founder of System Initiative, for a candid conversation about what it actually feels like to build software in the age of AI agents. Adam describes his team's decision to go "absolute AI maximalist," letting a five-person crew produce 150,000 lines of TypeScript that no human has fully read, and why that experience broke every assumption he had about estimation, trust, risk, and team dynamics. The two trace the emergence of three distinct camps in the developer world: skeptics, cautious adopters still treating AI as fancy autocomplete, and a growing third group who are no longer writing the software they ship but instead building the systems that build it. Adam argues the shift is less about cost reduction than raw velocity—an orders-of-magnitude increase in pressure that will burst every existing process, compliance framework, and social norm in software development. Along the way, they explore why the old practice of user acceptance testing is suddenly relevant again, why domain-driven design matters more than ever when you can't read every line of code, and why the magnitude of this transition may rival the transistor. Adam…

People in this episode

Host: Stephen O'Grady

Guest: Adam Jacob

Topics covered

• AI in software development
• team dynamics
• software architecture
• user acceptance testing
• domain-driven design

Keywords

• AI agents
• TypeScript
• software development
• estimation
• risk
• velocity
• user acceptance testing
• domain-driven design

Mentioned in this episode

Organizations: System Initiative

More episodes of The MonkCast

• Steren Giannini on Google Cloud Run: Past, Present & Future · June 11, 2026 · 1h 17m
• Juan Cruz Viotti on JSON Schema, the Invisible Infrastructure Powering APIs and LLMs · June 2, 2026 · 19 min
• Tanya Janca on AI Slop, Vibe Coding, & the Future of AppSec · May 21, 2026 · 57 min
• Seth Webster on How Expo and the React Foundation Are Shaping Modern Development · May 14, 2026 · 56 min
• VKS: One Platform for VMs and Containers with Audrey Bian · April 29, 2026 · 15 min
• From Data Center Crawler to DevRel with Chris Williams · April 21, 2026 · 42 min