A 30-minute video is too long for one conversation. This guide walks the 8-step Skill that locks the narration and one look, then gives each 3-minute segment to a fresh sub-agent, five at a time, and polishes the cut in an empty-context session.
The folder structure behind my AI agent team, the Herdr setup where Grok Build, Claude Code and Kimi Code work side by side, and the two live tasks from the video: an article published by voice and a three-model front-end test.
Eight folders of plain Markdown, a CLAUDE.md index in each, and seven prompts that make your agent interview you. Every prompt, template and command from the video, in order.
Everyone shows what AI did. I show how — every step, including what broke.
Everyone's posting what AI did for them. Almost nobody shows how.
I'm Leo. I figure out how AI actually gets real work done, then explain it all the way through — the setup, the steps, what broke, and what I still don't know — so you can do it yourself.
No hype. If I haven't run it, I won't tell you it works.
Tools change every few months. Understanding doesn't.
Anyone who wants AI to actually get something done — not just look impressive in a demo. You've seen plenty of "AI can do this." You tried it, and got stuck somewhere in the middle, in the steps nobody showed. That middle is what I cover.
No specific industry, no technical background required. If a term needs explaining, I explain it.
I've been chasing the same question for years: how do you make a thing run without sitting here clicking through it every time? Chasing that question took me through several generations of tools — SaaS low-code, self-hosted open source, AI coding, and now multi-agent setups. The tools keep churning. The question underneath them never does.
Every wave left me with something that looked impressive at the time and looks naive in hindsight. What's worth reading isn't the impressive parts. It's what I threw out, why I threw it out, and what's still standing.
Some videos and posts may be sponsored. When one is, I'll say so up front — and I only take it for tools I actually use. My take on a tool isn't for sale.
Browse the latest posts, watch the videos on YouTube, and subscribe for new write-ups. Whenever you've built enough of your own workflow, unsubscribe with no hard feelings.
Something wrong, or I missed a case? Email me at [email protected].
— Leo
When I figure out how to get something real done with AI, you get the write-up — every step, including the parts that didn't work.