claude
62eef01c18
The first head woke 22 times per hour of continuous Russian speech. Two rounds of hard negative mining over 40000 unseen Common Voice clips took that to 3.4, and the second round recovered the recall the first had cost. The number is crossings per hour, not accuracy per window. A 1.7% false-accept rate on a gate that scores twelve times a second reads as small and is a wake every few seconds. Two things are stated rather than buried: Golos scores 2 wakes in 14 minutes at every threshold, so a handful of real utterances sit above 0.999 and no threshold moves them; and no negative in any table is a room recording. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN