The intelligent warehouse robot cluster management platform can coordinate up to 500 autonomous mobile robots (AMRs) in a single warehouse. SLAM navigation and multi-robot path planning algorithms are used to achieve 99.7% order picking accuracy and 3 times higher throughput than manual. The platform integrates with existing WMS and Enterprise Resource Planning through standard APIs to support real-time monitoring and automatic charge management.