I Built a Full AI Course Platform This Week.
It Took One Day. Here’s the Actual Workflow.
Let me tell you what I built this week, and then I’ll tell you the part nobody wants to admit.
Wednesday morning I woke up, opened Cursor, and started building the TSV AI Academy LMS. By that afternoon I texted Adam Bird and said, “LMS is built.” He said, “Holy shit.” I said, “Dude, this is almost too easy. It’s just a lot of patience and prompting.”
That’s it. That’s the whole post. But let me show you what “this is almost too easy” actually looks like in practice.
What I Built
A full learning management system. From scratch. In one day.
We’re talking:
An authentication system with login, signup, protected routes, and admin enforcement. A five-module course structure with gated lessons, progress tracking, and a real database schema running on Supabase. Module capstone quizzes with a 70% pass threshold. A final exam. An admin panel where I can manually issue certifications. A “check ride” booking system (borrowed straight from FAA pilot testing, because that’s the standard I’m holding this to). And all of it deployed live to a real URL that real people can access and pay for.
I also built the entire Deploy UGC brand this week. Context briefs, masterclass structure, social media graphics, QR codes, Google Drive organized by project. All of it.
And I spun up the Nexus Stack, a self-hosted AI agent running on a Hetzner server in Finland, connected to OpenRouter, with its own personality file, its own toolset, and its own operating protocols.
One week. Three major projects. One guy.
The Workflow That Made It Possible
I’m not going to pretend there’s a magic button. There isn’t.
Here’s the actual loop I ran, over and over, for days:
Write a spec. Tell Claude Code to read it and start building. Watch what it builds. Read the terminal output. Go back to the prompt and explain what worked and what didn’t. Ask a better question. Copy the output. Paste it in. Execute it. Read what comes back.
Repeat.
That’s it. That loop, done with patience and precision, is how you build a production-ready platform with no engineering team, no agency, and no $50,000 budget. It’s not glamorous. It’s methodical. It’s essentially the same discipline you used in the military to execute a mission when the situation changed: observe, orient, decide, act.
The people who fail with AI are the ones who prompt once, get a mediocre output, and conclude that AI doesn’t work. The people who win are the ones who treat every output as a starting point, not a finished product.
The Real Lesson
The TSV AI Academy exists to teach this. Not just the tools, but the mental model underneath them.
Before you can use AI effectively, you have to stop thinking it’s magic and start treating it like a very fast, very capable collaborator who needs clear direction. You have to learn to ask better questions. You have to learn to read the output, catch the errors, and course-correct in real time.
That’s a learnable skill. It’s not a gift. It’s not reserved for engineers or tech people. It’s pattern recognition and clear communication. Sound familiar? Because if you spent any time in the military, you already have both.
The barrier isn’t your background. It’s your patience.
I built all of this not because I’m exceptional at coding. I’m not. I built it because I stayed in the loop long enough to get it right.
That’s what I’m teaching. That’s what the Academy is about. Real skills, built through real reps, with tools that are available to anyone willing to pay $20 a month and actually use them.
The founding member price is $150. Full price at launch is $300. If you’ve been watching me build this in public and you know what I’m about, now’s the time.
My name is Adam Peters, and I’m here to unfuck the transition.