On April 22, Caltech hosted a Quantum Benchmarking Symposium, gathering experts to explore the performance assessment of quantum systems. With funding from the Agile Science of Test and Evaluation program within the Air Force Office of Scientific Research (AFOSR), Caltech professors, including Austin Minnich and Andrei Faraon, shared insights on the challenges of verifying quantum device outputs. Quantum computers, while powerful, create a dilemma as standard computers may lack the capability to validate their results. The symposium emphasized the need for resource-aware benchmarking techniques applicable across various quantum technologies, including those using rare-earth ions and superconducting qubits. Representatives from the quantum industry, such as Google Quantum AI and Anyon Computing, participated, highlighting the importance of translating academic findings into practical applications. This collaborative effort aims to address the complexities of quantum systems and enhance their reliability in future innovations.