
A score without a timestamp is a guess
A 1–10 interview rating cannot survive a debrief. Binary checks, cited to the tape, can — and the human still decides.
Read the essayEssays on cited scoring, the room, and what we will not let a model decide.

A 1–10 interview rating cannot survive a debrief. Binary checks, cited to the tape, can — and the human still decides.
Read the essay