
Status / SCARF under AI
The Person Who Stopped Being Asked
After a fluent agent joins the room, relatedness is spent on the system. The person who used to be the check-in goes quiet. Leaders call that alignment.
September 21, 2026·4 min read
From the Human Side
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Status / SCARF under AI
After a fluent agent joins the room, relatedness is spent on the system. The person who used to be the check-in goes quiet. Leaders call that alignment.
September 21, 2026·4 min read

Fairness in the loop
Once the confusion matrix looks clean, fairness work isn't over. It has moved into voice, opportunity and who still gets to be seen as original.
August 9, 2026·4 min read