Paper reactions, research notes, hardware lessons, and commentary on what seems important or overhyped in the current research landscape.
The strongest result was not a single winning denoiser: preserving the activity carrier and using spatial separation features for ranking proved more reliable.
EEG work gets more informative when temporal structure is part of the model instead of something the pipeline averages away.
Biosignal research gets cleaner when hardware, firmware, and modeling are treated as one system instead of three separate concerns.
Workshop design works better when theory and application are taught as one loop instead of two separate tracks.