Insights
Notes on the human
side of AI.
Clear thinking about evaluation, verification, monitoring, quality systems, and the operating work that makes human judgment repeatable.
01Where human judgment belongs in the AI lifecycle
A practical map of the decision points where people add context, accountability, and control.
02Model evaluation: from rubric to exception log
Why reliable evaluation is an operating system, not a spreadsheet of scores.
03Why controlled pilots come before scale
The fastest path to dependable production is usually a smaller, better-defined first step.
From insight to workflow
Apply the thinking
to a real operating problem.
A controlled pilot is the fastest way to learn what the human layer should look like.
Discuss your workflow