Practical hybrid classical-quantum solutions targeted at high-value commercial bottlenecks where classical supercomputers reach computational scaling limits.
Modern portfolio theory requires balancing hundreds of interdependent assets under complex non-linear transaction constraints. We map Markowitz mean-variance optimization to QAOA circuits executed on quantum hardware backends.
Multi-depot vehicle routing (MDVRP) and dynamic container berth allocation are NP-hard challenges that overwhelm classical solvers as fleet size grows. Qube8 formulates QUBO matrices to find near-optimal dispatch configurations.
Simulating the quantum behavior of electrons in complex molecules requires exponential classical memory. We utilize Variational Quantum Eigensolvers (VQE) to calculate ground state electronic energies for drug discovery and battery cathode chemistry.
The arrival of cryptographically relevant quantum computers threatens legacy RSA and ECC encryption. Qube8 audits enterprise cryptographic posture and implements NIST-standardized quantum-resistant algorithms (ML-KEM, ML-DSA).