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I spent $20,000 on Devin in a month. Here’s what I learned | Ryan Carson (solo founder)

Ryan Carson, solo founder of Untangle, a B2B SaaS platform for family law firms, said he spent $20,000 on Devin, Cognition's AI coding agent, in one month, managing 15 concurrent agents with a folder system and paper list instead of a dashboard. He detailed his workflow on the Latent Space podcast, including building a 'Watchdog' playbook to replace a customer success team and using a 'LAN PR skill' to close 40 daily pull requests without a QA team, while noting he moved off local agents except for Codex in specific situations.

read2 min views1 publishedAug 24, 2026
I spent $20,000 on Devin in a month. Here’s what I learned | Ryan Carson (solo founder)
Image: Lennysnewsletter (auto-discovered)

Ryan Carson is a five-time founder and the current solo founder of Untangle, a B2B SaaS platform for family law firms. Before Untangle, he co-founded Treehouse, an online coding education platform, and has spent the better part of two decades building and leading tech companies. He’s active on X, where he shares his solo founder journey in real time, including what he actually spends on AI tools each month.

Listen or watch on YouTube, Spotify, or Apple Podcasts

What you’ll learn:

Why Ryan manages 15 concurrent Devin agents with a folder system and a piece of paper, not a dashboard

The Watchdog playbook: what he built to replace a customer success team across every law firm account

How his LAN PR skill closes the loop on 40 daily PRs without a QA team reviewing a single one

Why he moved off local agents almost entirely, and the one situation where he still reaches for Codex

The design workflow we’re both using: Claude Design into a Markdown spec, then Codex to build the real thing

What he found when he got away from his computer and met a real customer, and why it changed his entire product direction

How he’s hiring his first engineer without a single phone screen or interview

Why we both think more AI output is actually the wrong goal, and what to optimize for instead

Brought to you by:

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In this episode, we cover:

([00:00](https://www.youtube.com/watch?v=zPfxlcVpFgs)) Introduction to Ryan Carson

([02:55](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=175s)) Ryan’s update: Untangle, the divorce PMF pivot, and B2B growth

([07:35](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=455s)) Ryan’s current Devin stack: folders, P0 threads, and the paper list

([16:29](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=989s)) Watchdog playbook: account monitoring across every firm

([18:09](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1089s)) Managing agent decision fatigue: Ryan’s method vs. Claire’s

([20:32](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1232s)) Producing more output does not make a better product

([22:47](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1367s)) Using cloud agents for ops beyond just code

([25:14](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1514s)) When to use Codex vs. Devin vs. Claude Code

([27:15](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1635s)) Merge Mommy recap

([28:15](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1695s)) LAN PR skill: review loops, video walkthrough, and auto-merge

([30:20](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=1820s)) Slack vs. Devin threads for async team communication

([35:58](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=2158s)) Claude Design plus Codex for building a technical design system

([39:00](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=2340s)) EA tools: Polly the OpenClaw vs. Claude Code on a Mac Mini

([42:09](https://www.youtube.com/watch?v=zPfxlcVpFgs&t=2529s)) Quick recap and final thoughts

Tools referenced:

• Devin (Cognition): [https://www.cognition.ai/](https://www.cognition.ai/)

• Codex (OpenAI): [https://openai.com/codex](https://openai.com/codex)

• Claude Code/Claude Design (Anthropic): [https://www.anthropic.com/claude](https://www.anthropic.com/claude)

• OpenClaw (Claude-based desktop client): [https://openclaw.ai](https://openclaw.ai)

• Cursor: [https://www.cursor.com/](https://www.cursor.com/)

• BugBot (Devin’s built-in PR review): [https://cursor.com/bugbot](https://cursor.com/bugbot)

• Sentry (error monitoring referenced in Watchdog): [https://sentry.io/](https://sentry.io/)

• Ugmonk (analog to-do system): [https://ugmonk.com/](https://ugmonk.com/)

Other references:

• Devin playbooks/skills documentation: [https://docs.cognition.ai/](https://docs.cognition.ai/)

• Jack Dorsey/Buzz (async-first communication referenced): [https://buzz.new/](https://buzz.new/)

• Merge Mommy (Claire’s Eve agent for PR risk scoring, deployed on Vercel): https://www.lennysnewsletter.com/p/build-an-ai-code-review-bot-in-30

Where to find Ryan Carson:

Untangle: https://untangle.us

Where to find Claire Vo:

ChatPRD: [https://www.chatprd.ai/](https://www.chatprd.ai/)

Website: [https://clairevo.com/](https://clairevo.com/)

LinkedIn: [https://www.linkedin.com/in/clairevo/](https://www.linkedin.com/in/clairevo/)

Production and marketing by [https://penname.co/](https://penname.co/). For inquiries about sponsoring the podcast, email [[email protected]](/cdn-cgi/l/email-protection).
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