The Argument

Five essays. One system. Each stands alone. Together they describe a single structural problem — and what to do about it.

01
The Economy
The Demand Paradox
If AI takes the jobs, it takes the wages. If it takes the wages, it takes the demand. Why optimizing production while liquidating the customer base is a death spiral the spreadsheet can't see.
02
The Organization
The Open Condition
Reality is open. It generates novelty without consulting our models. AI encodes yesterday. Humans sense today. The pipeline only runs one direction — and most organizations are breaking it.
03
The Individual
The Sharpening
Friction builds capability. Remove the friction, you remove the development. When your work feels easy, ask: am I sharp, or am I coasting on capability I built somewhere else?
04
The Practitioner
A Letter to the Red Dots
The smallest sliver of people are making design choices right now that determine capability or fragility for everyone else. Does the thing you're building make the people around it more capable?
05
The Practice
I Wonder If
An experimentation playbook for businesses that want to stay sharp. Not a guide to adopting AI. A guide to staying curious about your own operation in a world where AI exists.
Where to start

Read The Sharpening for the individual argument. Read The Open Condition for the organizational case. Read The Demand Paradox for the economics. They all arrive at the same place.

About
JJ

Twenty years in complex systems. First as a combat medic. Then leading network operations for Army Special Operations Command. Then building analytics systems in manufacturing that cut lead times in half and analysis cycles by sixty percent.

The people closest to ground truth are the ones who see what's changing first. Every system I've built starts from that principle.

MBA from Indiana University's Kelley School of Business. Built companies. Led distributed teams through crisis response. Designed knowledge management systems across classified networks. Now I write about what organizations destroy when they optimize away the humans who can tell them what the dashboard can't see.

Co-founder and Managing Director of 4thWAIV, where we help organizations implement AI without dismantling the human judgment that makes it worth having.

Fort Wayne, Indiana. Working globally.

4thWAIV — the work we do →LinkedIn →