Kangaroo Court: Quantum Computing Thinking on the Future – JD Supra
The promise of quantum computers is that certain computational tasks might be executed exponentially faster on a quantum processor than on a classical processor.
Quantum computing is a beautiful fusion of quantum physics with computer science. It incorporates some of the most stunning ideas of physics from the twentieth century into an entirely new way of thinking about computation. Quantum computers have the potential to resolve problems of a high complexity and magnitude across many different industries and application, including finance, transportation, chemicals, and cybersecurity. Solving the impossible in a few hours of computing time.
Quantum computing is often in the news: China teleported a qubit from earth to a satellite; Shors algorithm has put our current encryption methods at risk; quantum key distribution will make encryption safe again; Grovers algorithm will speed up data searches. But what does all this really mean? How does it all work?
Todays computers operate in a very straightforward fashion: they manipulate a limited set of data with an algorithm and give you an answer. Quantum computers are more complicated. After multiple units of data are input into qubits, the qubits are manipulated to interact with other qubits, allowing for several calculations to be done simultaneously. Thats where quantum computers are a lot faster than todays machines.
Quantum computers have four fundamental capabilities that differentiate them from todays classical computers:
All computations involve inputting data, manipulating it according to certain rules, and then outputting the final answer. For classical computations, the bit is the basic unit of data. For quantum computation, this unit is the quantum bit usually shortened to qubit.
The basic unit of quantum computing is a qubit. A classical bit is either 0 or 1. If its 0 and we measure it, we get 0. If its 1 and we measure 1, we get 1. In both cases the bit remains unchanged. The standard example is an electrical switch that can be either on or off. The situation is totally different for qubits. Qubits are volatile. A qubit can be in one of an infinite number of states a superposition of both 0 and 1 but when we measure it, as in the classical case, we just get one of two values, either 0 or 1. Qubits can also become entangled. In fact, the act of measurement changes the qubit. When we make a measurement of one of them, it affects the state of the other. Whats more, they interact with other qubits. In fact, these interactions are what make it possible to conduct multiple calculations at once.
Nobody really knows quite how or why entanglement works. It even baffled Einstein, who famously described it as spooky action at a distance. But its key to the power of quantum computers. In a conventional computer, doubling the number of bits doubles its processing power. But thanks to entanglement, adding extra qubits to a quantum machine produces an exponential increase in its number-crunching ability.
These three things superposition, measurement, and entanglement are the key quantum mechanical ideas. Controlling these interactions, however, is very complicated. The volatility of qubits can cause inputs to be lost or altered, which can throw off the accuracy of results. And creating a computer of meaningful scale would require hundreds of thousands of millions of qubits to be connected coherently. The few quantum computers that exist today can handle nowhere near that number. But the good news is were getting very, very close.
Quantum computing and classical computer are not two distinct disciplines. Quantum computing is the more fundamental form of computing anything that can be computed classically can be computed on a quantum computer. The qubit is the basic unit of computation, not the bit. Computation, in its essence, really means quantum computing. A qubit can be represented by the spin of an electron or the polarization of a photon.
In 2019 Google achieved a level of quantum supremacy when they reported the use of a processor with programmable superconducting qubits to create quantum states on 54 qubits, corresponding to a computational state-space of dimension 253(about 1016). This incredible achievement was slightly short of their mission goal for creating quantum states of 72 qubits. What is so special about this number? Classical computers can simulate quantum computers if the quantum computer doesnt have too many qubits, but as the number of qubits increases we reach the point where that is no longer possible.
There are 8 possible three-bit combinations: 000,001, 010, 011, 100, 101, 110, 111. The number 8 comes from 23. There are two choices for the first bit, two for the second and two for the third, and we might multiple these three 2s together. If instead of bits we switch to qubits, each of these 8 three-bit strings is associated with a basis vector, so the vector space is 8-dimensional. If we have 72 qubits, the number of basis elements is 2. This is about 4,000,000,000,000,000,000,000. It is a large number and is considered to be the point at which classical computers cannot simulate quantum computers. Once quantum computers have more than 72 or so qubits we truly enter the age of quantum supremacy when quantum computers can do computations that are beyond the ability of any classical computer.
To provide a little more perspective, lets consider a machine with 300 qubits. This doesnt seem an unreasonable number of the not too distant future. But 2300 is an enormous number. Its more than the number of elementary particles in the known universe. A computation using 300 qubits would be working with 2300 basis elements.
Some calculations required for the effective simulation of real-life scenarios are simply beyond the capability of classical computers whats known as intractable problems. Quantum computers, with their huge computational power, are ideally suited to solving these problems. Indeed, some problems, like factoring, are hard on a classical computer, but are easy on a quantum computer. This creates a world of opportunities, across almost every aspect of modern life.
Healthcare: classical computers are limited in terms of size and complexity of molecules they can simulate and compare (an essential process of early drug development). Quantum computers will allow much larger molecules to be simulated. At the same time, researchers will be able to model and simulate interactions between drugs and all 20,000+ proteins encoded in the human genome, leading to greater advancements in pharmacology.
Finance: one potential application is algorithmic trading using complex algorithms to automatically trigger share dealings based on a wide variety of market variables. The advantages, especially for high-volume transactions, are significant. Another application is fraud detection. Like diagnostics in healthcare, fraud detection is reliant upon pattern recognition. Quantum computers could deliver a significant improvement in machine learning capabilities; dramatically reducing the time taken to train a neural network and improving the detection rate.
Logistics: Improved data analysis and modelling will enable a wide range of industries to optimize workflows associated with transport, logistics and supply-chain management. The calculation and recalculation of optimal routes could impact on applications as diverse as traffic management, fleet operations, air traffic control, freight and distribution.
It is, of course, impossible to predict the long-term impact of quantum computing with any accuracy. Quantum computing is now in its infancy, and the comparison to the first computers seems apt. The machines that have been constructed so far tend to be large and not very powerful, and they often involve superconductors that need cooled to extremely low temperatures. To minimize the interaction of quantum computers with the environment, they are always protected from light and heat. They are shieled against electromagnetic radiation, and they are cooled. One thing that can happen in cold places is that certain materials become superconductors they lose all electrical resistance and superconductors have quantum properties that can be exploited.
Many countries are experimenting with small quantum networks using optic fiber. There is the potential of connecting these via satellite and being able to form a worldwide quantum network. This work is of great interest to financial institutions. One early impressive result involves a Chinese satellite that is devoted to quantum experiments. Its named Micius after a Chinese philosopher who did work in optics. A team in China connected to a team in Austria the first time that intercontinental quantum key distribution (QKD) had been achieved. Once the connection was secured, the teams sent pictures to one another. The Chinese team sent the Austrians a picture of Micius, and the Austrians sent a picture of Schrodinger to the Chinese.
To actually make practical quantum computers you need to solve a number of problems, the most serious being decoherence the problem of your qubit interacting with something from the environment that is not part of the computation. You need to set a qubit to an initial state and keep it in that state until you need to use it. Their quantum state is extremely fragile. The slightest vibration or change in temperature disturbances known as noise in quantum-speak can cause them to tumble out of superposition before their job has been properly done. Thats why researchers are doing the best to protect qubits from the outside world in supercooled fridges and vacuum chambers.
Alan Turing is one of the fathers of the theory of computation. In his landmark paper of 1936 he carefully thought about computation. He considered what humans did as they performed computations and broke it down to its most elemental level. He showed that a simple theoretical machine, which we now call a Turing machine, could carry out any algorithm. But remember, Turing was analyzing computation based on what humans do. With quantum computation the focus changes from how humans compute to how the universe computes. Therefore, we should think of quantum computation as not a new type of computation but as the discovery of the true nature of computation.
Go here to see the original:
Kangaroo Court: Quantum Computing Thinking on the Future - JD Supra
- Want to Invest in Quantum Computing? These 3 Stocks Are Great Buys Right Now. - The Motley Fool - January 11th, 2026 [January 11th, 2026]
- A $550 Million Reason to Buy This Quantum Computing Stock Now - Barchart.com - January 11th, 2026 [January 11th, 2026]
- D-Wave Just Got a Formidable Quantum Computing Ally. Should You Buy QBTS Stock Here? - Barchart.com - January 11th, 2026 [January 11th, 2026]
- Want to invest in quantum computing? These 3 stocks are great buys right now. - MSN - January 11th, 2026 [January 11th, 2026]
- Assessing Rigetti Computing (RGTI) Valuation As Quantum Hype Builds Around Conferences And Hardware Updates - Yahoo Finance - January 11th, 2026 [January 11th, 2026]
- QuEra Computing Highlights Investor Perspective on Quantum Metrics and Architectures - TipRanks - January 11th, 2026 [January 11th, 2026]
- Beyond the Hype: 5 Reasons Quantum Computing Stocks IonQ, Rigetti Computing, and D-Wave Quantum Can Crash in 2026 - The Motley Fool - January 9th, 2026 [January 9th, 2026]
- Coinbase Exec Warns Quantum Computing Threatens 33% of Bitcoin Supply Heres Why - Yahoo Finance - January 9th, 2026 [January 9th, 2026]
- Senators Introduce Bipartisan National Quantum Initiative Reauthorization Act of 2026 - Quantum Computing Report - January 9th, 2026 [January 9th, 2026]
- 3 Quantum Computing Stocks with Potential to Beat the Market 1/9/2026 - TipRanks - January 9th, 2026 [January 9th, 2026]
- Quantum Computing Market Is Projected To Grow USD 14.19 Billion by 2035, Reaching at a CAGR of 27.04% - openPR.com - January 9th, 2026 [January 9th, 2026]
- CEO reveals two main problems with scaling quantum computing to commercial use - Fox Business - January 9th, 2026 [January 9th, 2026]
- Quantum Computing Stocks Off To Good Start In 2026. But Fasten Your Seat Belts. - Investor's Business Daily - January 8th, 2026 [January 8th, 2026]
- Prediction: These 4 Quantum Computing Stocks Will Skyrocket in 2026 - The Motley Fool - January 8th, 2026 [January 8th, 2026]
- The Best Quantum Computing Stock to Buy Hand Over Fist in 2026 - Yahoo Finance - January 8th, 2026 [January 8th, 2026]
- Quantum Computing Stocks: D-Wave To Acquire Quantum Circuits In $550M Deal - Investor's Business Daily - January 8th, 2026 [January 8th, 2026]
- Error-correction technology to turn quantum computing into real-world power - Phys.org - January 8th, 2026 [January 8th, 2026]
- 3 Top Quantum Computing Stocks to Buy in 2026 - Yahoo Finance - January 8th, 2026 [January 8th, 2026]
- The Best Quantum Computing Stock to Buy Hand Over Fist in 2026 - Nasdaq - January 8th, 2026 [January 8th, 2026]
- Quantum computing momentum grows: D-Wave announces first major breakthrough of 2026 - Fast Company - January 8th, 2026 [January 8th, 2026]
- Quantum Computing News: D-Wave Moves Into Gate-Based Systems as Funding and Global Expansion Pick Up - TipRanks - January 8th, 2026 [January 8th, 2026]
- Quantum Computing: What Investors Need to Know - Morningstar - January 8th, 2026 [January 8th, 2026]
- Breakthrough in Quantum Computing: First Secure Method to Back Up Quantum Information - Sci.News - January 8th, 2026 [January 8th, 2026]
- The Smartest Quantum Computing Stock to Buy for 2026 - The Motley Fool - January 8th, 2026 [January 8th, 2026]
- The Bloch Quantum Advances to Final Stage of Department of Defense Tech Hubs Competition - Quantum Computing Report - January 8th, 2026 [January 8th, 2026]
- Are Quantum Computing ETFs the Safest Bet for 10-Year Growth? - The Motley Fool - January 8th, 2026 [January 8th, 2026]
- Better Quantum Stock: D-Wave Quantum vs. Quantum Computing Inc. - The Motley Fool - January 8th, 2026 [January 8th, 2026]
- RIKEN Leads Hybrid Computing Effort Connecting Quantum Computers and Supercomputers - HPCwire - January 8th, 2026 [January 8th, 2026]
- D-Wave to acquire Quantum Circuits in bid to become worlds leading quantum computing firm - SiliconANGLE - January 8th, 2026 [January 8th, 2026]
- D-Wave (QBTS) to Bring Commercial Quantum Computing to CES 2026 - Yahoo Finance - January 8th, 2026 [January 8th, 2026]
- 7 Quantum Computing Trends That Will Shape Every Industry In 2026 - Bernard Marr - January 8th, 2026 [January 8th, 2026]
- SQMS Center team from Fermilab and NYU Langone advance in NIH Quantum Computing Challenge - Fermilab (.gov) - January 8th, 2026 [January 8th, 2026]
- Quantum Computing: Nothing To Be Excited About (NASDAQ:QUBT) - Seeking Alpha - January 8th, 2026 [January 8th, 2026]
- Every Quantum Computing Stock Will Crash. Heres Why! - Nanalyze - January 8th, 2026 [January 8th, 2026]
- 3 top quantum computing stocks to buy in 2026 - MSN - January 8th, 2026 [January 8th, 2026]
- Prediction: Where Quantum Computing Inc. Will Be in 3 Years - The Motley Fool - January 4th, 2026 [January 4th, 2026]
- Advancing single-cell omics and cell-based therapeutics with quantum computing - Nature - January 2nd, 2026 [January 2nd, 2026]
- Meet the Cornerstone Quantum Computing Stock Billionaires Have Piled Into for 2026 (Hint: It's Not IonQ, Rigetti Computing, or D-Wave Quantum) - The... - January 2nd, 2026 [January 2nd, 2026]
- What flying cars, quantum computing and fusion have in common - The Economist - January 2nd, 2026 [January 2nd, 2026]
- Meet the Cornerstone Quantum Computing Stock Billionaires Have Piled Into for 2026 (Hint: It's Not IonQ, Rigetti Computing, or D-Wave Quantum) - Yahoo... - January 2nd, 2026 [January 2nd, 2026]
- Quantum Computing Boosts Single-Cell Omics and Therapies - Bioengineer.org - January 2nd, 2026 [January 2nd, 2026]
- IonQ vs. D-Wave: Which Quantum Computing Stock Will Outperform in 2026? - The Motley Fool - January 2nd, 2026 [January 2nd, 2026]
- Manifold Markets' 2026 Quantum Computing Predictions: Industry Heads Into 2026 With Hype Tempered by Reality - The Quantum Insider - January 2nd, 2026 [January 2nd, 2026]
- What Is One of the Best Quantum Computing Stocks to Own for the Next 10 Years? - The Motley Fool - January 2nd, 2026 [January 2nd, 2026]
- Quantum Computing And Other Bitcoin Themes To Follow In 2026 - Forbes - January 2nd, 2026 [January 2nd, 2026]
- Distributed Quantum Computing Achieves 90% Teleportation with Adaptive Resource Orchestration across 128 QPUs - Quantum Zeitgeist - January 2nd, 2026 [January 2nd, 2026]
- What is one of the best quantum computing stocks to own for the next 10 years? - MSN - January 2nd, 2026 [January 2nd, 2026]
- Quantum computing: Shaping humanitys future beyond limits - The Jerusalem Post - January 2nd, 2026 [January 2nd, 2026]
- Prediction: This Stock Will Be the Biggest Quantum Computing Winner of 2026 - The Motley Fool - December 27th, 2025 [December 27th, 2025]
- When will quantum computing deliver on its promise? - NPR - December 27th, 2025 [December 27th, 2025]
- This tiny chip could change the future of quantum computing - ScienceDaily - December 27th, 2025 [December 27th, 2025]
- QBTS or IONQ: Which Quantum Computing Stock Will Lead in 2026? - Zacks Investment Research - December 27th, 2025 [December 27th, 2025]
- Quantum Computing Stocks on Dec. 25, 2025: Latest News, Analyst Forecasts and 2026 Outlook for IonQ, D-Wave, Rigetti and QUBT - ts2.tech - December 27th, 2025 [December 27th, 2025]
- 3 Genius Quantum Computing Stocks to Buy for 2026 - The Motley Fool - December 27th, 2025 [December 27th, 2025]
- Quantum Computing Stocks To Keep An Eye On - December 27th - MarketBeat - December 27th, 2025 [December 27th, 2025]
- Quantum Computing Stocks Pull Back Into the Weekend: IonQ, D-Wave, Rigetti and QUBT Slide as Investors Size Up 2026 Catalysts - ts2.tech - December 27th, 2025 [December 27th, 2025]
- Opinion: Quantum computing is the stock markets next big tech play and these stocks are still cheap - MarketWatch - December 27th, 2025 [December 27th, 2025]
- Emerge's 2025 Tech Trend of The Year: Quantum Computing Stopped Being Background Noise - Yahoo! Tech - December 27th, 2025 [December 27th, 2025]
- What Is the Smartest Quantum Computing Stock to Buy in 2026? - The Motley Fool - December 27th, 2025 [December 27th, 2025]
- Prediction: This stock will be the biggest quantum computing winner of 2026 - MSN - December 27th, 2025 [December 27th, 2025]
- Forget Rigetti Computing: This Quantum Stock Offers a Far Better RiskReward Right Now - The Motley Fool - December 27th, 2025 [December 27th, 2025]
- What Is the Smartest Quantum Computing Stock to Buy in 2026? - Yahoo Finance - December 27th, 2025 [December 27th, 2025]
- Will Quantum Computing Inc. (QUBT) Stock Keep Its Losing Streak Going in 2026? - The Motley Fool - December 27th, 2025 [December 27th, 2025]
- Rigetti Computing (RGTI) Stock News: Year-End Volatility, Quantum Roadmap Catalysts, and What to Watch Before Mondays Open - ts2.tech - December 27th, 2025 [December 27th, 2025]
- Chinese team hits quantum computing error-correction milestone - Tech in Asia - December 27th, 2025 [December 27th, 2025]
- Rigetti Computing (RGTI) Stock Slides in Holiday Trading as Quantum Rally Cools Latest Price, News, Analyst Targets, and What to Watch - ts2.tech - December 27th, 2025 [December 27th, 2025]
- Tech Will Deliver In 2026: AI, Quantum Computing To Propel Stocks Higher - Seeking Alpha - December 25th, 2025 [December 25th, 2025]
- Quantum computing stocks soar, then fall, in holiday week trading. What's up with D-Wave, Rigetti, and IonQ? - Fast Company - December 25th, 2025 [December 25th, 2025]
- Scalable Quantum Computing Advances With 2,400 Ytterbium Atoms And 83.5% Loading - Quantum Zeitgeist - December 25th, 2025 [December 25th, 2025]
- $7.7 Billion of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in 2 Quantum Computing Stocks - Yahoo Finance - December 25th, 2025 [December 25th, 2025]
- CESGA to Deploy 54-Qubit IQM Radiance in Spains First Quantum-HPC Integration - Quantum Computing Report - December 25th, 2025 [December 25th, 2025]
- Quantum Computing Enables Cyber Threat Detection With Enhanced 4-Qubit Performance - Quantum Zeitgeist - December 25th, 2025 [December 25th, 2025]
- Quantum Computing Inc (QUBT) Stock: Latest News, Forecasts, and Analysis (Dec 24, 2025) - ts2.tech - December 25th, 2025 [December 25th, 2025]
- Dan Ives Thinks Trump Will Invest in This Quantum Computing Stock in 2026. Should You Buy It First? - Yahoo Finance - December 25th, 2025 [December 25th, 2025]
- Deepquantum Achieves Closed-Loop Integration Of Three Quantum Computing Paradigms - Quantum Zeitgeist - December 25th, 2025 [December 25th, 2025]
- IQM and Telefnica picked for quantum computing job in Spain - Telecoms - December 25th, 2025 [December 25th, 2025]
- Wall Street Discovered Quantum Computing Stocks In 2025. Will The Love Last? - Investor's Business Daily - December 22nd, 2025 [December 22nd, 2025]
- Scientists build 'most accurate' quantum computing chip ever thanks to new silicon-based computing architecture - Live Science - December 22nd, 2025 [December 22nd, 2025]
- Why D-Wave Quantum Computing Stock Popped Today - Nasdaq - December 22nd, 2025 [December 22nd, 2025]
- VC Firm Offers Insight Into How Investors Are Reassessing Quantum Computing - The Quantum Insider - December 22nd, 2025 [December 22nd, 2025]