Fairness in the loop
When the Shortlist Is Fluent and Still Unfair
A hiring ranker that writes careful summaries can still erase people who never make the page. Fluency isn't fairness. Absence is the tell.
September 18, 2026·3 min read
From the Human Side
#Fairness
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Fairness in the loop
Fairness After the Spreadsheet
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