Start Here: teaching notes

"This is a quick tour in three parts: the idea behind how I build, real systems already running, then how you'd find yours. Don't try to remember it all. The point today is to see that it's real and that it's within your reach."

"Three parts. First the idea, in four quick pictures. Then the proof, four real systems that I or my clients run every day. Then your turn, how you find the one that's yours. If you lose the thread, this screen is the map back."

"Two different things here. Normal software does exactly what you tell it, the same way every time. AI doesn't follow rules, it produces what's likely to be useful. Claude Code is the marriage of the two: you talk to it in plain English, and it writes the code that does the work, the same way every time. Think of it as an Excel formula that now lives in your folder." (tutor/framings.md, Excel formula; Claude as translator.)

"Everything I build looks the same underneath. A folder on your machine. The rules written in plain English, the know-how packaged up, a script that does the repeating, and your own files. You don't put your files into an app, you put Claude into your files. The folder is the project, and the folder is the memory. There's no website to go down and no portal to break." (patterns.md, folder = memory; no web portal to break.)

"Here's the move that changes everything. If you ask the AI for an answer, you get a good one, but a different one each time. If you ask it to build the thing that produces the answer, now you own something that runs the same way for the next thousand. We stop asking it for a fish and ask it for the rod."

"The strongest proof I can give you isn't a slide, it's that I run my own business on this. My accounting, my events, my outreach, all built this way, and the subscriptions they replaced are switched off. The asset is mine, on my machine, with no monthly fee. Let me show you three: two of mine, one we built for a client, and all three get better the more they're used."

"This is my own company's books. A job or an event becomes a quote, the quote becomes an invoice, and it goes out through our own email service, with the records kept up to date. I cancelled the accounting package. There's no portal to log into, no monthly fee, and the data sits with me. Built once, it runs every month."

"This one is outreach with a brain. It's a sequence-based emailing and intelligence system with its own dashboard. The knowledge of how to talk to people in different countries lives inside it as rules, so every message lands the way it should. It tracks the whole pipeline, and it generates the reports and quotes I send straight to customers."

"A client gets a spec from an e-commerce platform, 78 different asset formats. We turned that spec PDF into a reusable set of rules, like one big spreadsheet formula, and now it produces all 78. They're not all perfect first time, so each comes back editable and a person finishes the last ten percent. The slow, brittle part, reading the spec and making every size by hand, became a formula they run."

"This is the part people miss. Not all 78 are perfect the first time, but the user shows the system what it got wrong, and the rules get better. Ten percent to fix becomes five, becomes one. A tool you buy is as good as it will ever be on day one. A system you teach keeps getting better, and the time you save grows every month." (patterns.md, the system improves through use.)

"Two things to take with you. Build it once for a single case and you've built it for every case that looks the same, ten of them or a hundred. And when the data is sensitive, the whole thing can run on your own machine, where nothing leaves your network. Confidentiality stops being a promise and becomes a fact about where the data sits."

"You don't need a strategy, you need one task with three marks: it touches several systems, it comes out the same shape every time, and it's costly when it's wrong. Score on all three and that's where you start, and you can find one this afternoon. The honest economics: about twenty dollars a month, you'll get ninety percent of the way and finish the last ten by hand, and the only scarce thing is someone who has done it before, not the software." (tutor/framings.md, the 80/20; cost line verbatim.)

"If you remember one thing: talk to it like a colleague, give it your context, and build the thing that does the repeating. That's how every system you just saw was made, and it's how you'll make yours. The rest of the library goes one level deeper, one course at a time. You can start anywhere."