I help teams adopt AI, meeting you where you are.

AI adoption is different for every business. I stay firmly rooted in value to your business.

My support scales to your needs, whether you're finding your feet, or pushing the limits of what's possible.

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Where is your biggest professional opportunity for using AI?

Choose the best answer

The model

Four stages of adoption.

Showing01· Pair · in non-technical language

Your sidekick.

You and an AI side-by-side. You're in the lead, and the AI helps you think, write, and decide faster.

The first stage. Most people landing here are using ChatGPT, Claude, or similar tools, asking questions, drafting things, getting unstuck.

It's the foundation for everything above. Without the habits at this stage, the higher stages don't pay off.

Stage 1 · Pair
What it looks like
  • 01Drafting an email, document, or slide.
  • 02Asking a question and getting a useful first answer.
  • 03AI as a faster, more patient colleague.
Common signals
  • 01You use AI when you think of it, not by default.
  • 02Output is useful but you double-check everything.
  • 03You haven't yet built it into your daily workflow.
  • 04Your colleagues' habits vary person to person.
Where it breaks
  • 01Forgetting it's there and reverting to manual work.
  • 02Confident-sounding answers that turn out wrong.
  • 03When you try to use it for bigger work without the basics in place.
On the bench

What I'm building.

Three projects, all rooted in a commitment to observable, self-healing solutions.

01 Agentic developmentShipping

webdevOS

An agentic-orchestration plugin that ships features end-to-end under a lead/worker topology — the website you're using is maintained by it today.

add debounce to homepage diagnostic
tighten ModelStrip mobile overflow
fix footer reachability on iPad
memory subdomain bootstrap
Explore /labs/webdevos
02 Business digital twinsoon

cofounderOS

An agentic system built on Claude that manages a twin-brain of your everyday business and tasks. Manages your calendar, and keeps you on task.

MTWTFTASKS.MD ← DERIVED FROM CALENDAR
Explore /labs/cofounderos
03 / Memory architecturessoon

memory

Hybrid memory for agents: short-term, long-term, and reasoning — I believe that domain-specific hybrid architectures are the future.

long-termshort-termreasoning
Explore /labs/memory