The Age of Abundant Cognition
Why intelligence getting cheap moves the bottleneck to judgment, authority, context, and what you can actually cause.
Read the manifestoThe Age of Abundant Cognition
AI can already write, code, research, reason, design and operate at a scale that would have looked absurd a few years ago.
That doesn't automatically make you more powerful.
The real question is whether all that cognition expands what you can actually see, choose, build, cause and prove.
That's the frontier I'm working on.
I build and study systems that help people and companies turn machine cognition into:
Welcome to the Age of Abundant Cognition.
Every morning: one field-tested idea, tool or case to help you make better decisions, build faster, delegate more safely, compound your work, and make real things with AI.
That might mean:
No generic AI-news summaries. No daily parade of tools you don't need. One useful edge every day.
AI should expand your map, not merely answer the question you happened to ask.
Doing more is not the goal. Finding the few actions that actually change the outcome is.
Turn one good decision into work that agents and systems can execute repeatedly.
Your nervous system is an expensive place to store company state.
A draft isn't an outcome. A tool call isn't proof. Build systems that read reality back.
Today's solution should become tomorrow's tool, method, test, skill, agent, case or law.
The goal isn't to automate yourself out of your own life. It's to increase what you can responsibly cause while spending more of your attention where being human matters.
I came up through two worlds that look unrelated until AI shows up: direct-response marketing and software engineering.
One asks: What makes a human act?
The other asks: What makes a machine act?
Eventually I became obsessed with the layer underneath both:
How do you turn intention into reliable consequence?
That question has taken me through AI agents, companies, economic data, public research, formal systems, education, context infrastructure, direct response, and a suspicious number of graphs.
I've spent years finding ways to use software and machine cognition to expand the amount of reality one human can responsibly steer.
This site is where I publish what survives contact with the world.
More about meMore machine output is useless if it doesn't expand the set of valuable outcomes you can actually reach.
Dashboards, plans and agent summaries are models. When consequences matter, read the owning source.
Action without observation is guessing. Verify the resulting state.
Your accumulated intelligence shouldn't disappear when you change models, tools or vendors.
Let machines absorb repetitive cognition and vigilance. Preserve humans for judgment, taste, relationships, responsibility and novelty.
A solved problem should leave an artifact that makes future problems easier.
If abundant cognition only creates more digital work for the human, we've missed the point.
They want AI to make them more capable, not more dependent. They build, test, own, understand, make judgments, leave receipts, take responsibility, change their minds, create real consequences, and live real lives.
What we believe
Not for people who want
The company question took me past agents and into authority, evidence, markets, institutional memory and the public data an agent can actually cite.
The research section opens the argument as essays, an explorable anatomy, working papers, specifications and Lean source.
Five layers of a company that can use elastic intelligence without losing judgment, memory or accountability.
Explore the anatomy ↗02 / researchWhat must be true before a company can accept a fact, make a commitment or let an agent act?
Read the research ↗03 / researchOne bounded act, coordination across acts, and exchange across companies. The K-12, G-9 and M-7 line.
Read the research ↗04 / researchHow a solved problem becomes a method another worker can run, test and improve.
Read the research ↗You don't need to understand the entire graph.
Start where you are.
Why intelligence getting cheap moves the bottleneck to judgment, authority, context, and what you can actually cause.
Read the manifestoA visual explanation of why more answers do not automatically make more of the world reachable. Take a move away with you.
Explore agencyTen operators and five prompts on one printable card. For the moment you know you're stuck but can't name where.
Take the cardStart with the operating anatomy, then open the preprints, specifications and formal source behind it.
Enter the researchOne useful idea every day for converting abundant cognition into greater agency.