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Replace custom useApi/useAgents hooks with @tanstack/react-query. Add LiveUpdatesProvider for WebSocket-driven cache invalidation. Add queryKeys module for centralized cache key management. Rework all pages and dialogs to use React Query mutations and queries. Improve CompanyContext with query-based data fetching. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>