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The labeling UI was falling back to "user N" for any assigned cluster whose user wasn't the video owner — e.g. an admin re-labels a video they don't own. With the resolver now resolving usernames for every confirmed cluster, the FE can render real names regardless of who's viewing. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>