Hindsight Bias and Calibration Necessity

Memory reconstructs rather than faithfully stores prior beliefs, systematically shifting them toward alignment with known outcomes (hindsight bias), making genuine learning from unrecorded predictions impossible and requiring external calibration systems to align subjective confidence with objective accuracy.