---
title: "Automation at the speed of Swamp (Changelog & Friends #130)"
url: https://daily.dev/posts/automation-at-the-speed-of-swamp-changelog-friends-130--drgz0cacp
source_url: https://changelog.com/friends/130
type: article
source: "Changelog"
published: 2026-05-14T18:37:40.991Z
updated: 2026-05-14T18:38:05.440Z
tags: ["architecture", "ai-agents", "domain-driven-design"]
reading_time: 2
upvotes: 5
comments: 1
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
> Use this file to discover all available pages before exploring further.

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

**[Changelog](https://daily.dev/sources/changelog)** · 2 min read · 5 upvotes · 1 comments

## Summary

Adam Jacob, founder of System Initiative and creator of Swamp, discusses how AI agents are reshaping software development. He shares how his team shrank from 18 to 5 people while shipping Swamp 900 times in four weeks, why User Acceptance Testing (UAT) has made a comeback, how software architecture and domain-driven design matter more than ever in an AI-assisted world, and why he refuses to accept pull requests to Swamp. The episode includes a live demo of Swamp writing its own automation against a Proxmox server.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://changelog.com/friends/130>

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- [Swamp tutorial: make AI agent work repeatable](https://daily.dev/posts/swamp-tutorial-make-ai-agent-work-repeatable-va3nkfhad) · Flavio Copes · 1 upvotes · 0 comments

---

Tags: [#architecture](https://daily.dev/tags/architecture), [#ai-agents](https://daily.dev/tags/ai-agents), [#domain-driven-design](https://daily.dev/tags/domain-driven-design)

[View this post on daily.dev](https://daily.dev/posts/automation-at-the-speed-of-swamp-changelog-friends-130--drgz0cacp)
