FIELD NOTES

Field notes on AI systems, built for coaches and creators.

Practical writing on AI production systems, growth strategy, and building at scale as a solo operator. Read what actually works, from someone who runs it.

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AI SystemsLatest

The 3 Sources: Why You Don't Need a Content Library

Most coaches and consultants rule themselves out over a content library they think they do not have. There are 3 Sources. You already own all of them.

Aug 9, 20268 min
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AI Systems

AI Content Systems vs AI Agents: What Founders Actually Need in 2026

Agents decide. Systems hold a standard. Most coaches and consultants are being sold the first when the problem in front of them needs the second.

Aug 7, 20269 min
AI Systems

I Ran 50+ AI Skills in Production for 1 Year. Here's What Broke

Not the models. The models were the most reliable part. Here is what actually failed across a year of production, and what I changed each time.

Aug 5, 202610 min
AI Systems

Why Your Revision Notes Should Become Rules, Not Tickets

A ticket closes. A rule holds. If you are giving the same feedback twice, you do not have a quality problem. You have a memory problem.

Aug 3, 20268 min
AI Systems

What Is an AI Content System? (And Why a Tool Isn't One)

An AI content system is not ChatGPT plus a transcript tool. Here is the layer in between that makes an ai content system actually work.

Jul 24, 20266 min
AI Systems

I Built 6 Websites and 4 Apps Without Writing Code

No coding background. No dev team. Why no code AI automation rewards outcome thinking over implementation, and why coaches already have the edge.

May 14, 20268 min
AI Systems

AI Content Repurposing for Coaches: Stop Starting Fresh

You have years of coaching recordings collecting dust. Mining your existing content beats writing from scratch, and AI systems make it automatic.

Apr 6, 20269 min
AI Systems

Why Your AI Brand Voice Sounds Generic

Your AI content sounds generic because of missing context, not the model. A reference library is the fix for your AI brand voice.

Apr 5, 20268 min
AI Systems

Stop Specializing. Coordinating Is Your Upskilling Strategy.

Deep specialization is now a liability. The real AI upskilling strategy is coordination, knowing which tools to use where. Here's why.

Mar 29, 20268 min
AI Systems

Your MBA Won't Save You. Your Experiments Might.

The consultants winning the AI era aren't credentialed experts. They're relentless experimenters. Here's why proof of work beats proof of study.

Mar 29, 20269 min
AI Systems

Prompts vs AI Skills: Why Prompting Isn't a System

Prompts give you one output. AI skills give you a system. Here's what the difference actually looks like when you're building for real.

Mar 29, 20267 min
AI Systems

How I Built AI Production Systems That Serve 15 Clients Per Cycle

Most agencies scale by hiring. I scaled by building AI production systems: structured skill packages that let one operator deliver consistent, high-quality output for 15 clients per cycle without burning out.

Mar 10, 20269 min
Strategy

Menu Engineering with AI: Finding $2–4 of Hidden Revenue Per Guest

Most restaurants leave $2–4 per guest on the table because their menus are built on gut instinct. Here's how AI-driven menu engineering finds that hidden revenue systematically.

Feb 18, 202610 min
Growth Strategy

Building Automation-First Growth Systems That Actually Scale

Most growth strategies fail because they depend on adding more people instead of better systems. Here's how to build automation-first growth that scales without proportional headcount increases.

Dec 15, 20248 min
The Archive

Everything else.

AI Systems

Why AI Consultants Fail (And What Operators Do Differently)

Jan 2026
Growth

From Enterprise Sales to AI Operations: My 11-Year Career Arc

Jan 2026
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