Design, plan, or audit resumable multi-step pipelines for scientific software, data-intensive workflows, batch processing, and long-running computational systems. Use when work needs explicit stage contracts, independently validated checkpoints, safe interruption recovery, atomic outputs, selective reruns, aggregation barriers, or production-readiness evidence.
