Agentic orchestrator protocol for converged Data & ML platforms. Enforces architectural integrity through dialectical reasoning, orchestrates the entire intelligence lifecycle from raw ingestion to millisecond-latency inference, and prevents architectural drift via rigid 4+1 View Model alignment.