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Field Notes

Notes from an AI-native studio.

Plain-language writing on AI systems, automation, and the parts of running an AI-native studio nobody else seems willing to say out loud.

Featured Field Notes · July 07, 2026

Your AI brain has a folder problem.

A client runs everything — several businesses, including a SaaS build — inside one AI “brain” vault. The AI kept ignoring the project's own rules, and everyone assumed the AI was the problem. It wasn't. The rules were never in the room. Here's what's actually happening, and what to do about it this week.

Read the piece 8 min · Ted Darling
Field Notes·August 26, 2026

AI is a fire. Put it in the furnace, not the attic.

Two hypothetical plumbing businesses use the same AI tools. One puts repetitive work inside clear boundaries. The other lets a system make promises it cannot keep. The difference is where human judgment stays in charge.

Ted Darling6 min
Field Notes·June 02, 2026

When AI can spend your money, you need a gateway — not a promise.

The instinct, when an AI tool quietly burns through money it wasn't meant to, is to tell it to stop. That instinct is the trap. A brake the engine can disengage isn't a brake — it's a request. Here's what an actual control looks like, and how we build it.

Ted Darling7 min
Field Notes·May 26, 2026

Your AI agent doesn't know when to stop.

A client recently got a $2,500 surprise bill from a single tool his AI was using. Half a million calls in a month, most of them asking the same questions over and over. Here's what actually went wrong, and the four guardrails that turn an expensive habit into a predictable line item.

Ted Darling9 min
Field Notes·May 18, 2026

Context is the bottleneck, not the model.

Almost every business I audit has the same problem. It isn't capability. It isn't tooling. It's that the AI doesn't know how the business actually thinks.

Ted Darling7 min
Studio·May 11, 2026

I charge less than agencies — on purpose.

Pricing in this industry is mostly a function of labor cost. I removed most of the labor, so I removed most of the cost. Here's why I pass the savings on.

Ted Darling5 min
Field Notes·May 04, 2026

What “AI image and video at scale” actually means.

There's a gap between the demo and the production-grade workflow. Here's how I close it, and what I tell clients to expect.

Ted Darling6 min
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Field notes, occasionally. No spam, ever.

The occasional plain-language note on what's actually working with AI for small businesses. Want on the list? Reach out and I'll add you.