[key points]

Key points

• •AI system optimizes robot flow in autonomous warehouses, reducing congestion and increasing throughput.
• •Hybrid approach uses deep reinforcement learning to prioritize robots and a fast planning algorithm for routing.
• •Simulations show about a 25 percent gain in throughput over traditional methods, with adaptability to new environments.