QAIS
— Quantum AI Solver Suite🔒 GRAD+T3 · Grad / Gov / Corp — Quantum and AI-powered solvers for research-scale optimization and discovery.
Quadratic Unconstrained Binary Optimization. Maps NP-hard combinatorial problems to quantum annealing or QAOA circuits. Supports D-Wave, IBM Q, and simulated annealing backends.
Stochastic sampling at scale. Upstream access available in Educational tier. Full QAIS Monte Carlo with variance reduction, importance sampling, and GPU acceleration in Grad+ tier.
High-dimensional knowledge navigation. Embeds scientific concepts into latent manifolds for analogical reasoning, cross-domain discovery, and semantic clustering at research scale.
Multi-objective optimization landscape visualization. Identify Pareto frontiers in experimental parameter spaces. Gradient-free and quantum-assisted modes.
QAIS connects to ARS as the optimization and validation layer. Monte Carlo upstream access is available in Educational tier. Full suite — including QUBO, SLAM, and LOPE — requires Grad+ membership. Quantum hardware integrations (D-Wave, IBM Q) available in Professional tier.