OptOps is a read-only, confidence-gated AI agent that continuously analyzes Kubernetes, GPU and HPC infrastructure, identifies real waste and rightsizing opportunities, and safely executes optimizations only within customer-approved guardrails. It ramps from read-only analysis into shadow mode and then autonomous…