Field notes from inside the machine.
Systems, workflows, founder lessons, and case studies from building AI-powered growth machines inside real product companies. Not generic AI commentary. The work behind it.
Product, Audience, Machine: Why founders should stop doing everything.
The founder trap, the three roads, and why AI should run the machine while the founder stays close to product and audience. The first essay in The Machine Room.
AI Cannot Save an Average Product
Why AI is leverage on top of a real product, not a substitute for one. What changes when the product is actually good.
The Founder Should Never Outsource Customer Understanding
Reviews, objections, and support tickets are not noise. They are the raw material for better products and better messaging.
How I Would Build a Product Launch Machine for a Creator-Inventor
A walk-through of the launch system: positioning, audience, Kickstarter, Shopify, content, email, and the AI workflows around them.
What I Learned from 13 Kickstarter Campaigns
Patterns from $3M+ in pre-orders and 30,000+ backers across 100+ countries. What worked, what broke, and what I would change.
Why Small Companies Can Use AI Faster Than Big Companies
The structural advantage small teams have when adopting AI, and how to use it before the larger players catch up.
Building an AI-Native E-Commerce Brand from Zero
What it means to design a company with AI workflows from day one, instead of bolting them onto an existing operation.
Want the systems behind the build?
Start with the manifesto.
The Product Launch Machine waitlist is the first commercial path. The Machine Room is where the thinking lives.
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