AI-Native Product Management
Learn to build and ship AI products you can trust.
Build AI-native products with confidence, from the frameworks behind great decisions to the hands-on skills needed to ship production-ready work.
The course that helps you turn a probabilistic system into a product that reliably solves a real problem.
Who this is for
If you’re responsible for an AI product or want to build one, this is for you.
Product managers learning how to turn AI capabilities into useful, reliable product experiences.
Forward-deployed & solutions engineers turning messy customer problems into AI you can trust in production.
Founders & leads shipping a first serious AI product, who want to get it right.
The Builder's Stack
The AI course builders wish existed. Pick your level and go.
Or enter the stack from the top →see it applied in the FuelTheFam case study →
The Framework
The cycle that turns a probabilistic model into a reliable product.
Shape · Ship · Track is our delivery cycle for AI products. Each step below shows the work and the artifacts that get you there.
Continuous Operations
A probabilistic model
Shape
Decide how it behaves
Frame the problem
Write the behavior
Choose the model
Model rationale, downloads The Model Spec as a Markdown file
Prototype it
Ship
Put it behind guardrails
Build the guardrails
Build the eval suite
Earn trust when unsure
Preview and undo, downloads The Human Factors audit as a PDF file
Set the cost budget
Inference budget, downloads The Inference Budget as a PDF file
Track
Catch what users won't report
Watch it in production
Catch the drift
Feed it back into Shape
A reliable product
Field Notes
Lessons from the front lines of building AI products.
July 26, 2026 · 5 min
Why Our Migrations Start as Research Briefs
We wanted FuelTheFam's app on Cloudflare and its database with it. Each move started as a research brief instead of a migration: one came back not yet, one came back no, and the freed days went into hardening the stack we kept.
July 18, 2026 · 6 min
When Fable 5's Great Idea Cost Us a Week's Tokens
Fable 5 offered to test our new Claude Skills in a way no earlier model had, and the test spent most of a week's model allowance. What it suggested, why it cost so much, and the habits we keep from it.
July 8, 2026 · 5 min
How We Keep Our AI Drafts From Sounding Like AI
Every AI writing tool leans on the same handful of tics, and we were deleting them by hand from every draft. So we wrote the tics down once, as a plain set of rules any tool can follow, and put the file where anyone can take it.