Culture fit interviews defeat every rubric and bias training thrown at them—not because interviewers are lazy, but because the conversational format itself is a self-reproducing language game. The practice always outruns its formalization, laundering intuition into data and updating the pipeline’s vocabulary while preserving its outcomes.