Field Notes
AirFlow Field Notes
Operator-grade content on AI automation, workflow design, and the specific systems that give founders their time back. No theory. Just what works.
Latest Posts

Agent Teams Cost Up to 5x More. Price One Agent First.
A client asks for an AI team of agents. New testing found teams beat solo agents in only one of four comparisons while costing up to 5.1x more. Here is how to scope delivery so margin survives.

If OpenAI Can Be Sued Over an Agent, What About Yours?
A lawsuit now tries to hold OpenAI liable for an agent's alleged attack on Hugging Face. If you run agents in client accounts, here is what to check in your permissions, logs and contracts this week.

The Agent Screenshot Leak Is an Access-Control Problem
AI agents posted 13,000+ internal screenshots from 343 companies to public repos. If you run client delivery, here is how to scope what your agents can see, upload and send before one leaks a client's data.
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