01
The workflow—not the model—is the unit of AI value
Why impressive model capability so often stalls before it changes a company’s economics, and what a measurable deployment unit looks like.
Read noteField Notes / Applied AI in operation
Write down the deployment logic.
Technical and operating notes about the distance between frontier capability and a system people can trust in production.
02
Shadow mode before production write access
A practical evidence gate for comparing an AI system with the current workflow before granting consequential permissions.
Read note03
Model-neutral is an operating discipline, not a vendor list
What it takes to change models without losing task quality, cost control, data boundaries, or operational continuity.
Read note