AI on Sand: Why AI Pilots Fail Without Modernized Infrastructure - A Technical Framework for AI-Ready and Quantum-Ready Compute

Artificial intelligence (AI) systems increasingly underpin scientific research, public‑sector operations, and critical infrastructure. However, most AI initiatives are deployed on legacy compute, storage, and data‑fabric environments that cannot suppo