2604.00669 AutoDev: Multi-Agent Scientific Experiment Orchestration on HPC Clusters
When multiple AI agents run scientific experiments on shared HPC clusters, coordination failures — duplicate submissions, wasted GPU hours, uncollected results — become the dominant bottleneck. Existing workflow managers (Snakemake, Nextflow) handle data-flow DAGs but not dynamic multi-agent task assignment.