The execution toolkit for complex AI projects that span weeks, survive dozens of sessions, and actually make money.
The basics get you started. But real projects aren't one-session builds. They span weeks, break in ways you didn't expect, and die the moment AI loses context between conversations. This is the execution toolkit — advanced lessons, planning frameworks, session handoff templates, and the launch playbook I wish existed when I started building.
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You know how to prompt. You've built something small and it worked. Then you tried to build something real — something that needs multiple features, spans dozens of conversations, and has to work reliably enough for other people to use it. And that's where it fell apart.
Business planning courses charge $500 to $2,000 and hand you a binder full of theory. Worksheets. Frameworks you'll never use. Webinars with Q&A sessions that never get to your question. None of them were written by someone who actually built and launched a product using AI.
This toolkit was built from 1,000+ real AI chat sessions. Not theory. Not hypotheticals. The actual templates, checklists, and frameworks I use every day to manage a production codebase that serves paying users.
These aren't beginner walkthroughs. Each video tackles a specific execution problem that kills complex projects — and shows you exactly how I solved it.
The advanced evaluation framework I use before committing to any project. Not just "is this a good idea" — but what's the build sequence, what's the minimum viable version, and what kills this project at scale. This is the difference between building something that ships and building something that dies on your laptop.
The number one reason complex AI projects fail isn't bad prompting — it's losing context between sessions. I show you the session handoff system, the continuation prompt method, and how to structure documentation so AI picks up exactly where you left off — even weeks later. This is the video that changes everything.
Domain setup. Hosting. Payment processing. Your first user. The gap between "it works on my screen" and "people are paying for it" is where most projects die. I walk through exactly how I went from a working prototype to a live product accepting real money. No theory. The actual steps, in order.
This is the honest version of what happens when a project gets real. AI starts contradicting itself. Features conflict. Edits in one place break something in another. I show you the specific failures I hit at scale, why they happened, and the systems I built to prevent them from happening again. If the $17 course taught you how to avoid beginner mistakes, this teaches you how to survive the advanced ones.
Pricing strategy. Positioning. Getting your first paying user. I walk through how I structured pricing for a real product, tested it, and adjusted based on what the market actually did — not what I thought it would do. This isn't marketing theory. It's what I learned from launching a product and watching real money come in.
These aren't generic templates. They're the exact documents I use to manage a production codebase. Adapted so you can use them for any project.
Those courses give you worksheets and webinars. This gives you the exact toolkit behind a live product — session handoffs, guardrail checklists, planning frameworks, prompt templates, and five advanced lessons built from over a thousand real AI sessions. I spent months making every mistake. This toolkit compresses that into days.
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It's recommended but not required. If you already understand how to communicate with AI, set context, and use guardrails, you can jump straight into this. If you've never built anything with AI, start with From Prompt to Product ($17) — it teaches the foundation this course builds on.
Five documents: a Session Handoff Template for maintaining context between AI sessions, a Guardrail Checklist to prevent AI from destroying your work, a Project Planning Framework for mapping complex builds, an Evaluation Scorecard for deciding what to build, and a Prompt Template Library with 15+ battle-tested builder prompts. All of them come from managing a live production codebase.
The $17 course teaches you the system — how to talk to AI, how to protect your work, how to plan. This course is about execution at scale — managing projects that span weeks, launching what you build, monetizing it, and surviving the complexity that kills most projects. Think of the $17 as the foundation and this as the next floor.
I use Claude by Anthropic. The frameworks, templates, and session handoff system work with any AI tool — ChatGPT, Gemini, whatever comes next. The specific screen recordings use Claude because that's what I build with daily.
AI doesn't have memory between sessions. The handoff template is a structured document you paste at the start of each new conversation that tells AI exactly where you left off — what's been built, what's in progress, what the rules are, and what to do next. It's the single most important tool for complex projects. Without it, every session starts from zero.
That's exactly the gap Video 3 addresses. "From Built to Launched" walks through the specific steps between having a working product and getting it live in front of paying users — domains, hosting, payments, first user. That's where most AI-built projects die, and it's the part nobody else teaches.
Each video runs 5 to 8 minutes. Longer than the starter course because the topics are more complex, but still focused and no filler. You could work through everything in under an hour.
Yes. They were built for managing a proptech platform, but they're structured to work for any complex AI project — SaaS tools, client portals, dashboards, membership sites, business applications. The session handoff template and guardrail checklist in particular apply to anything you build with AI.
If you haven't taken the $17 course yet, the $97 bundle is the best value — you get both courses, the full toolkit, and a 15-minute strategy call for less than buying them separately. If you already own the $17 course, you can grab this standalone and upgrade later without paying twice.
Yes. One-time purchase. Every video, template, and toolkit document stays in your dashboard permanently. No subscription. No expiration. As the toolkit evolves, you get the updates.
There are people chatting with AI and people building with it. The gap isn't skill — it's a system. Mondays I share mine. Fridays I break down what's happening in the world and why it matters to entrepreneurs, builders, and people who are one decision away from starting with AI.
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