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This study explores the implementation of AI-driven Autonomous Mobile Robots (AMRs) in a mid-sized manufacturing warehouse in the Czech Republic, replacing traditional forklift operations to enhance occupational health and safety (OHS) and optimize internal logistics efficiency. The research integrates advanced indoor geospatial technologies - including LiDAR mapping, real-time positioning (Ultra-Wideband), and spatial data analytics - into warehouse workflows. Although full AMR deployment has not yet been realize...