Modern autonomous societies encounter extraordinary challenges in navigating complex insight landscapes. The ability to recognize trustworthy knowledge from misinformation has become a cornerstone skill for engaged citizenship. The principle of collective intelligence stands as a fundamental principle in addressing complex societal obstacles that