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1. Frontend: replace hardcoded antigravityDefaultMappings with async fetch from GET /admin/accounts/antigravity/default-model-mapping, eliminating the duplicate data source that caused frontend/backend mapping inconsistency. 2. Backend: convert handleSmartRetry and antigravityRetryLoop from standalone functions to AntigravityGatewayService methods, enabling Redis cache sync (updateAccountModelRateLimitInCache) after both rate-limit write paths — long-delay branch and retry-exhausted branch.