Research questionHow can lightweight EEG analysis pipelines remain computationally feasible and neurophysiologically plausible?Foundation-scale EEG models can be too costly to deploy, while unconstrained automated pipeline search may produce predictive solutions that conflict with neurophysiological knowledge.