Quantum Malware Hunter (QMH): A Hybrid AI + Quantum Early Ransomware Detection System A cybersecurity solution that fuses behavioral AI, quantum-enhanced ML, and real-time network telemetry to detect ransomware and unknown malware at least one execution stage before deployment, reducing incident impact while strengthening national cyber resilience.