The convergence of brain-computer interface AI represents one of the most consequential scientific developments of the twenty-first century. A brain-computer interface (BCI) is a system that creates a direct communication pathway between the human brain and an external computational device, bypassing the conventional neuromuscular output channels of muscles and speech. For decades, these systems relied on relatively simple signal processing pipelines: detect electrical activity from the scalp...