I’ve been dabbling with this course, trying to figure out where to actually start. My first instinct was to build something for the business I’m growing. Then it hit me that the project was way bigger than I’d assumed. It probably shouldn’t be my first pipeline at all. I’m not ready to run the full scope yet.
So I asked a different question. What have I always wanted to build but never had the tools for? That sent me digging through an old journal I used to keep for exactly these kinds of ideas.
Back in 2020 I’d written that I wanted a tool you could feed a book or any source material into and get repeatable tasks out the other side, something close to RPA. The dream was to pull from my favorite writers across the ages, build off the way they thought, and keep cultivating better processes out of one living pool of information.
Yesterday I spent hours mapping how my brain actually sorts relational data and holds onto so much of it. Turns out I run an “if this then that” rule system in my head without realizing it. Once I could see it, laying out how I wanted to sort ideas got a lot easier. Then came the part I’m worst at. Explaining it so someone else can follow.
Working with Claude, the wall showed up fast. The AI kept reaching for generalities while I was handing it micro details. So it filled the gaps with guesses, and it guessed based on how everyone else works instead of how I do. It didn’t understand the task or the concept. I was starting to think I’d never get the point across.
Then I kept reading. A few pages further back in that same journal, I’d just finished a course on symbolism and parables. That’s where everything turned.
Instead of laying the system out in flat technical terms, I gave the AI a role it could actually feel the shape of. I told it it wasn’t a slave built to do the work for me. It was a wand.
And a wand is its own thing. It has a will. It chooses its wizard, and it carries its own hunger for experience and knowledge. Its job was never to cast every spell while the wizard stands there empty-handed. Its job is to work with him. To hand back the one piece he’s missing. To teach him what he needs to know so he can wield it better, so the wand itself grows sharper in his hand. The two of them rise together or not at all. The longer they work the same problems, the more the wand learns the wizard, and the better the magic gets. That was the whole point of the file system. The knowledge base was never meant to sit still. It was meant to grow with both of us at once.
Something about that framing clicked for the AI. Suddenly the book-to-skills system was easy to build. How to filter the information, which file it feeds into next, when it moves there. All of it came loose.
I fed it a 256-page book. It pulled out 14 new skills. It also found something it called an “orphan,” a piece of content that’s genuinely good but doesn’t carry all the parts a skill needs to function on its own. So it suggested a new track to hold these, split across two files. The first keeps actively trying to match the orphan back into the new skills as they join the arsenal. After enough failed attempts, the piece moves to a cold file you can pull from by hand later, attaching it once the knowledge base finally grows into it.
That’s the lesson I walked away with. The AI didn’t need better instructions. It needed a better relationship to the work. The moment I stopped handing it orders and started handing it a better role with something to gain, the whole thing changed. I gave it a wand role to be instead of a hammer to swing at a problem, and it picked up the role of the wand up like it had been waiting for me to ask.