01RESEARCH

From the lab.

Measurements, null results, and what synthetic-voice detection actually looks like on the phone network. Written by the people who ran the evaluations.

STATUS

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.

TECHNICAL

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 REVIEW
RESEARCH

Two null results that found the real domain gap

Neither synthetic codec conditioning nor real PSTN transmission reproduced our false positives. Spontaneous speech did. Domain gaps live in speech style, not codec math.

IN REVIEW
TECHNICAL

Your lab-perfect detector is wrong on the phone network

Why checkpoints selected on benchmark metrics produced telephony false positives, and what selecting on deployment audio looks like.

IN REVIEW