Opposite failure modes: why our ensemble is load-bearing, not marketing
Telephony conditioning breaks the two strongest detector architectures in opposite directions. The measurements that made a third family non-optional.
IN REVIEWMeasurements, null results, and what synthetic-voice detection actually looks like on the phone network. Written by the people who ran the evaluations.
First articles are being written now — the measurements exist; the write-ups are in review. No article ships before its numbers clear the same claims discipline as the rest of this site.
Telephony conditioning breaks the two strongest detector architectures in opposite directions. The measurements that made a third family non-optional.
IN REVIEWNeither synthetic codec conditioning nor real PSTN transmission reproduced our false positives. Spontaneous speech did. Domain gaps live in speech style, not codec math.
IN REVIEWWhy checkpoints selected on benchmark metrics produced telephony false positives, and what selecting on deployment audio looks like.
IN REVIEW