fswebcam --no-banner capture.jpg \
  && classify.sh tf_files classifier capture.jpg \
    | head --lines 1 | grep --quiet '^slouching\b' \
  && aplay buzzer.wav

Polish to taste.

IDK if it's the same, but https://github.com/pyskell/slouchy is an implementation.