Wrong AI advice boosting confidence, GPT-6 Astra spotting IKEA assembly errors and Eclatira launching conversational video agents suggest that convincing assistance can outpace a user's ability to judge it. The editorial argues that builders should make uncertainty, verification and correction visible in everyday use.