Automation at the speed of Swamp (Changelog & Friends #130)

Automation at the speed of Swamp (Changelog & Friends #130)

From Changelog Master Feed by Changelog Media

May 13, 2026 · 2h 26m

About this episode

Adam Jacob discusses the impact of AI agents on software development and the evolution of his product Swamp.

This week I'm talking with Adam Jacob, founder of System Initiative and creator of Swamp, about what happens when AI agents change the entire shape of software development. We discuss how he went from an 18-person team down to five and shipped Swamp 900 times in four weeks, why he brought User Acceptance Testing (UAT) testing back from the 90s, why software architecture (and domain-driven design) suddenly matters more than knowing how to write code, the live demo where I pointed Swamp at my Proxmox box and watched it write its own automation (blew my mind!!), and why he'll never accept a pull request to Swamp, ever.

People in this episode

Host: Changelog Media

Guest: Adam Jacob

Topics covered

  • AI agents
  • software development
  • User Acceptance Testing
  • software architecture
  • domain-driven design
  • automation

Keywords

  • AI
  • software development
  • automation
  • User Acceptance Testing
  • domain-driven design
  • Swamp
  • Proxmox

Mentioned in this episode

Organizations: System Initiative

Products: Swamp

Places: Proxmox

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