
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
Field notes filed under this tag. Click another hashtag to recut the journal.

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

Trust as capital
Signing a scored shortlist you can't translate is a trust withdrawal, dated the moment you put your name under a number you couldn't say aloud.
September 16, 2026·3 min read