“Researchers developed an interpretable deep reinforcement learning system to manage bridge lifecycle maintenance under new regulatory standards emphasizing granular element-level condition assessment. This work demonstrates how AI can tackle real-world infrastructure challenges by translating complex condition data into actionable maintenance decisions while maintaining model transparency.”