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
What it takes to put AI to work.
Practical notes on workflow design, evaluation, production control, and operating choices.
02
Shadow mode before production write access
A practical evidence-based comparison of an AI system and the current workflow before consequential permissions are granted.
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