Abstract

An integrated verification and validation framework combining continuous observability, behavioral analytics, ML pipeline orchestration, digital twin environments, and formal cryptographic proofs. Telemetry across 100+ AI providers feeds an OLAP backend, workflows orchestrate LLM evaluation, and a network simulation environment with 38 virtual machines enables mission rehearsal and system qualification with statistical decision support.