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Load profile statistics and OpenAI subscription information concurrently through one on-demand admin endpoint. Keep subscription queries out of quota refreshes, preserve partial results and account identity checks, and show subscriptions in the approved personal-information dialog layout. Update the current API and architecture contracts while leaving README unchanged. Co-authored-by: Yanshan Chen <16632048+chenyanshan@users.noreply.github.com> Co-authored-by: Codex <noreply@openai.com>