1:N
One person. Infinite leverage.
Justin Johnson
Lead, Data & AI Platforms
This isn't a portfolio. It's proof of what's possible when one person treats AI as a multiplier, not just a tool.
The Thesis
Over 18 months, I've built enterprise AI platforms serving hundreds of users, trained domain-specific foundation models, deployed autonomous trading systems, and created content reaching thousands—all while working as a solo practitioner leveraging agentic AI.
The "1:N" in the name captures this multiplier effect: one person producing the output that would traditionally require N people. Not by working longer hours, but by treating AI systems as capable collaborators.
The Multiplier Proof
Concrete examples of what AI leverage enables:
The Multiplier Effect
Drag the slider to see AI leverage in action
Enterprise Platform MVP
Without AI Leverage
9 months
With AI Leverage
2 weeks
Five Ways to See the Work
Bridge Builder
An enterprise leader who actually builds—not just manages. Strategy that ships code.
The Multiplier
Agentic AI leverage amplifying one human. What one person can do with the right tools.
The Lab
A personal R&D operation rivaling dedicated research teams. Foundation model training on DGX infrastructure.
The Stack
Full vertical integration from hardware (DGX) to production systems to published content.
Pioneer
First-mover on novel AI approaches—text diffusion, domain VLMs, autonomous agents.
About the Graph
The network visualization you see isn't just a pretty interface. It's a map of how ideas connect. Each node is a project. Each line is a relationship—what builds on what, what enables what, what's related to what.
Use the framing filters to see the same body of work through different lenses. Press ⌘K to search. Click any node to dive deeper.
The Meta-Story
This site itself is part of the proof. Built with Claude as a collaborator—from PRD to deployment in days, not weeks. The recursion is the point.
Run Data Run
View all →Twenty-five years and half a mile
The morning before my first day I went for a run through Chicago, and a couple of miles in I recognised the route.
Aug 9, 2026Take the Cast Off
Anthropic deleted more than 80% of Claude Code's system prompt and lost nothing they could measure. I ran the same test on my own instructions. I now know the answer for one file out of ninety-three.
Aug 4, 2026I moved my whole AI coding setup to a model that costs 40 cents. Nobody noticed the difference.
A two-year-old harness, ported in an afternoon, for under forty cents. Then the model that did it wrote this post.