# #92 - From System Initiative to SWAMP: Agent-Native Infra with Paul Stack

Page: https://stenobird.com/podcast/the-devsecops-talks-podcast-1222637/92-from-system-initiative-to-swamp-agent-native-infra-with-paul-stack
Text version: https://stenobird.com/podcast/the-devsecops-talks-podcast-1222637/92-from-system-initiative-to-swamp-agent-native-infra-with-paul-stack.md
Podcast: [The DevSecOps Talks Podcast](https://stenobird.com/podcast/the-devsecops-talks-podcast-1222637)
Published: 2026-02-20T21:06:17+00:00
Episode link: https://devsecops.podbean.com/e/92-from-system-initiative-to-swamp-agent-native-infra-with-paul-stack/
Audio file: https://mcdn.podbean.com/mf/web/ldzh2tsdodnr08nk/092-from-system-initiative-to-swamp-agent-native-infra-with-paul-stack.mp3
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JSON: https://stenobird.com/v1/public/podcasts/the-devsecops-talks-podcast-1222637/episodes/92-from-system-initiative-to-swamp-agent-native-infra-with-paul-stack
Duration seconds: 2875

## Resource

What can you automate with SWAMP today, from AWS to a Proxmox home lab? How do skills, scripts, and reusable workflows plug into your stack? Could this be your agent’s missing guardrails? We are always happy to answer any questions, hear suggestions for new episodes, or hear from you, our listeners.DevSecOps Talks podcast LinkedIn pageDevSecOps Talks podcast websiteDevSecOps Talks podcast YouTube channelSummary System Initiative has undergone a dramatic transformation: from a visual SaaS infrastructure platform with 17 employees to Swamp, a fully open-source CLI built for AI agents, maintained by a five-person team whose initials literally spell the product name. Paul Stack returns for his third appearance on the show to explain why the old model failed — and why handing an AI agent raw CLI access to your cloud is, as Andrey puts it, just "console-clicking in the terminal." The conversation gets sharp when the hosts push on what problem Swamp actually solves, whether ops teams are becoming the next bottleneck in AI-era delivery, and why Paul believes the right move is not replacing Terraform but giving AI a structured system it can reason about. Paul also drops a parting bombshell: he hasn't written a single line of code in four weeks. Key Topics System Initiative's pivot from visual editor to AI-first CLI Paul Stack explains that System Initiative spent over five years iterating on a visual infrastructure tool where users could drag, drop, and connect systems. Despite the ambition, the team eventually concluded that visual composition was too slow, too cumbersome, and too alien for practitioners accustomed to code, artifacts, and reviewable changes. The shift started in summer 2025 when Paul spiked a public OpenAPI-spec API. A customer then built an early MCP (Model C…

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