77d404d613
Previous 15-tick majority window still flickered visibly in the live
UI ("переключается со скоростью света"). Bump to a two-stage filter:
Layer 1: ADAPTIVE_SMOOTH_WIN = 30 (was 15)
Majority vote over last 3 seconds @ 10 Hz tick rate. Doubles the
window — sustained signal dominates, brief glitches lose.
Layer 2: ADAPTIVE_CONFIRM_TICKS = 5 (new)
Even when Layer-1 mode flips, the committed displayed label only
updates after the new mode persists for 5 consecutive mode-results
(~500ms). Stops rapid bouncing between near-tied classes.
Effective dwell time: ≥3 seconds before any visible label change.
Live test (30s sample, user actively waving): label locked to
`waving` for 20 consecutive samples after a 10s warmup. No flicker.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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