DynAMO:Dynamic Asset Management Orchestration via Topological Multi-Agent Scheduling

DynAMO (Dynamic Asset Management Orchestration) introduces a Plan-then-Execute architecture designed for automating industrial asset lifecycles, addressing challenges such as latency and concurrency instability. It supports both SequentialWorkflow and ParallelWorkflow, achieving a median end-to-end latency reduction of 1.6x compared to sequential orchestration, with up to 1.8x improvements for highly parallelizable tasks. The system's structured context pruning technique decreases inference latency by approximately 30% while ensuring reliable execution, making DynAMO a significant advancement for scalable and efficient deployment of LLM-powered agents in Industry 4.0 environments.