Writing
The thinking behind the work
Essays, observations, and research on AI, small business, context, and the ideas behind what I build.
Trying to Define an AI Operating System
Everyone uses the phrase 'AI operating system,' but almost no one defines it. Here is my working definition - and the four layers I think actually matter.
What I Learned From Reading 100 Small Business Questions on Reddit
I read 100 real questions from small business owners. The surprises were not what they asked about - but what they didn't ask about at all.
A Tool Has a Function. A Teammate Owns a Domain.
AI tools complete tasks. An AI Team owns a domain. Here's why calling AI an agent or teammate doesn't make it a team, and what real ownership requires.
Before Memory, a Business Needs DNA
A business can have perfect AI memory and still get generic advice. Here's the layer that has to exist before memory becomes useful: Business DNA.
How to Define Your Business DNA
The 15 Questions Every Business Should Answer Before Using AI
The Best AI Answer Does Not Start With the Model
A stronger AI model isn't the fix for a generic answer. The real gap is relevance, does the system understand this business, not just its category?
Most Small Business Owners Don't Lack Potential. They Lack Access.
Talent is evenly distributed. Opportunity is not. The real bottleneck for small business owners isn't capability - it's access to the systems, capital, and advice that make growth possible.
The Thinking Gap: Why Small Businesses Need More Than Tools
AI tools help small businesses move faster. But speed is not the same as clarity. Here's why the real gap is deciding what to do next, not doing more.
Why AI Context Is Becoming the New Competitive Advantage
Access to AI is universal now. Context is not. Here's why that gap is where the next competitive advantage in small business actually lives.
Why Small Businesses Need AI Teams, Not AI Tools
Small business owners have more AI tools than ever and still don't know what to do next. Here's why the fix is an AI Team, not another tool.
Your Business Has a Brain. It Just Doesn't Know It Yet.
AI memory tells you what happened. A Business Brain tells you what it means. Here's the difference, and why it matters most for solo business owners.
The Vantage Point
A climber never sees the path while climbing it. What changes when something can finally hold the whole path for you, while you're still on your way up.
School DNA: The Layer Beneath AI
Before asking which AI tool to adopt, a school needs to answer a harder question: what is it trying to become? School DNA is the decision layer underneath every AI choice.
Teachers and Students Shouldn't Just Use AI. They Should Build With It.
The most meaningful shift in education isn't a new tool. It's teachers and students stopping being users, and becoming builders whose work actually accumulates.
What I Learned Researching AI in Schools Around the World
I went looking for a school built around AI that actually works. What I found was a function-by-function breakdown of what AI changes, and a lot of evidence that guardrails matter more than the model.
AI Through Freud's Unconscious
If every word you've ever said is saved, why don't you know yourself yet? AI proves what Freud suspected, the obstacle to self-knowledge was never information.
AI Through Winnicott's Transitional Space
Why can't the space that never disappoints you actually grow you? AI gives you every condition of play and none of the conditions of meeting.