
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
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Fairness in the loop
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