I'm not claiming there's something "extra" happening in brains. Merely that we just don't know how they work well enough to use that knowledge to do engineering. Neural nets are quite unlike brains, despite the unfortunate shared vocabulary.
OTOH we do know how neural nets work, and they definitely don't do "thinking" or "reasoning".