An autonomous dual-tier MCP data optimization server utilizing ML-DSA-65 post-quantum signatures and a fast PennyLane 0.45.1 C++ simulator extra. This infrastructure secures machine-to-machine data exchanges with post-quantum cryptography while providing rapid, high-performance hybrid quantum data analytics for autonomous AI wallets.