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American Focus > Blog > Tech and Science > Quantum computers need classical computing to be truly useful
Tech and Science

Quantum computers need classical computing to be truly useful

Last updated: November 21, 2025 6:55 am
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Quantum computers need classical computing to be truly useful
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The recent AQC25 conference shed light on the crucial role that classical computers play in the advancement of quantum computing. Quantum computers, which rely on qubits for processing, require careful calibration and control due to the fragility of these quantum objects. This is where classical computing technologies come into play, as discussed by researchers at the conference held in Boston, Massachusetts on 14 November.

Organized by Quantum Machines, a company specializing in qubit controllers, the AQC25 conference brought together over 150 researchers from various fields, emphasizing the symbiotic relationship between classical and quantum computing. According to Shane Caldwell from Nvidia, a fault-tolerant quantum computer capable of solving real-world problems will require a classical computing infrastructure operating at the petascale level.

Even when running efficiently, quantum computers output data in quantum properties that need to be decoded into traditional formats for practical use, underscoring the importance of classical computing devices. Pooya Ronagh from 1Qbit highlighted how the speed of fault-tolerant quantum computers is contingent on the performance of their classical components.

Presentations by Benjamin Lienhard and Mark Saffman delved into the use of traditional machine learning algorithms to enhance the efficiency of decoding quantum states from different types of qubits. IBM’s Blake Johnson shared insights into the development of a classical computing decoder for their planned quantum supercomputer by 2029, emphasizing the critical role of efficient decoding in quantum computing.

Yonathan Cohen of Quantum Machines underscored the significance of integrating classical computing closer to quantum processing units (QPUs) to maximize system performance. Additionally, classical computers are pivotal in assessing and designing future quantum computers, as demonstrated by Izhar Medalsy’s AI-powered virtual quantum computers at Quantum Elements.

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The Quantum Scaling Alliance, led by Nobel Laureate John Martinis, exemplifies the collaboration between quantum and classical computing experts, uniting qubit builders, traditional computing companies, and materials simulation experts. The consensus from the conference was clear: classical computers are indispensable in advancing quantum computing, showcasing the synergy between these two realms.

In conclusion, the future of quantum computing hinges on the harmonious integration of classical and quantum technologies, with classical computers playing a pivotal role in controlling, decoding, and advancing quantum computing capabilities. The AQC25 conference served as a platform to underscore the interdependence of classical and quantum computing in shaping the future of computational technology.

Topics discussed at the conference included computing and quantum computing, highlighting the intersection of these two fields in driving innovation and progress in the realm of quantum technology. Title: The Benefits of Outdoor Exercise

In today’s fast-paced world, it can be easy to neglect our physical health in favor of convenience and comfort. However, incorporating outdoor exercise into your routine can provide numerous benefits for both your physical and mental well-being.

One of the main advantages of outdoor exercise is the opportunity to get fresh air and Vitamin D from the sun. Spending time outdoors can help boost your mood and energy levels, as well as improve your overall mental health. In fact, studies have shown that spending time in nature can reduce stress, anxiety, and depression, and improve cognitive function.

Additionally, outdoor exercise allows you to explore new environments and connect with nature. Whether you’re hiking through a forest, biking along a trail, or running in a park, being surrounded by greenery and natural beauty can be a refreshing change from the confines of a gym or indoor space. This can help increase your motivation and enjoyment of exercise, leading to a more consistent and sustainable fitness routine.

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Another benefit of outdoor exercise is the variety of workout options available. From swimming in a lake to practicing yoga on the beach to playing sports in a park, there are endless opportunities to get moving outdoors. This variety can help prevent boredom and keep your workouts exciting and engaging.

Furthermore, outdoor exercise can often be more challenging than indoor workouts, due to factors such as uneven terrain, wind resistance, and varying temperatures. This can help improve your balance, coordination, and overall physical fitness, as well as provide a greater sense of accomplishment when you overcome obstacles in your outdoor workouts.

In conclusion, incorporating outdoor exercise into your routine can provide a wide range of benefits for your physical and mental health. From boosting your mood and energy levels to providing a refreshing change of scenery and a challenging workout, there are countless reasons to take your fitness routine outside. So next time you’re feeling the urge to exercise, consider heading outdoors for a change of pace and reap the rewards of exercising in nature.

TAGGED:ClassicalcomputerscomputingQuantum
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