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.
Start here: AI basics, terms, learning paths, picking tools, trends worth knowing
The mistake is not picking the wrong assistant. It is reading comparisons for three months and installing none. Four questions, ninety seconds, one install, then four prompts that make ai for small business useful the same afternoon.
The five rounds of revision were never about the executor's skill. They were about a brief with no written definition of done. That gap is the real entry cost of business process automation, and Python is not part of it.
Claude and Claude Code are not the same thing, and neither are OpenAI and ChatGPT. The naming mess has a shape underneath it: six layers, of which a buyer of workflow automation software needs three.
A capability verdict has a shelf life, and nobody tells you when it expires. This five-stage map lets you re-date the conclusion you reached about workflow automation software two years ago, and see which limit falls next.
Three people asked the same question this quarter; the answer changed each time, because the numbers underneath kept moving. Stanford's 457-page index holds eight of them: inference 280x cheaper in 18 months, adoption at 78%, incidents up 56%. Read them before you budget for AI for business.
Most people track which model is strongest. MIT picked five trends for 2026 and not one is about model strength: Chinese open source, a regulatory patchwork, $263B in agentic commerce, original science, and a November trial. That is where AI for business gets decided now.
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.