Aqarios addresses this challenge with Luna, a unified platform for classical and quantum optimization. Luna enables users to seamlessly switch between algorithms and quantum backends to find the optimal solution for their specific decision problem. To manage highly complex problems, we have developed FlexQAOA, a hybrid quantum algorithm that dynamically encodes decision constraints directly into quantum subroutines. Unlike standard QAOA methods that are limited to pure unconstrained problem formulations, FlexQAOA's adaptive encoding achieves superior solution quality and faster convergence. With benchmarks that demonstrate a 100x speedup of FlexQAOA over conventional QAOA methods and support for massive-scale simulations, this session will illustrate why Luna is the practical entry point for applying quantum computing to your most critical business challenges. 

With the integration of FlexQAOA into Luna, users can leverage efficient end-to-end quantum optimization pipelines for any decision problem. The future of optimization starts here.