With the help of machine learning, NoVa’s QCI wants to change how we think about quantum – Technical.ly
Leesburg, Virginia quantum software company Quantum Computing Inc (QCI) has made plenty of advancements since its establishment in 2018. But to truly understand where the company can go, COO and CTO William McGann told Technical.ly that you need to bring it back to what he calls the quantum nature of things the idea that were all a little bit quantum.
Youre nothing more than a collection of electromagnetic fields that are interacting and creating protons and electrons, McGann said. So if you believe that, then there are many things I can determine about you, uniquely, with a quantum measurement.
Theres still plenty to cover to truly understand that aspect, McGann noted, but QCI is at work building quantum capabilities for the everyday. This month, the company released its QAmplify suite: an agnostic software platform that works to boost quantum hardware and enhance its capabilities.
Current quantum processing unit hardware has two main approaches: the gate model, used by players like College Park, Marylands IonQ and IBM;and annealing, used by D-Wave. Both, according to QCI, have limits in the number of variables and complexity of the problems they can solve with quantum. With the gate model, which McGann said uses neutral atoms, ions and superconductors for problem-solving, the QAmplify software uses machine learning for optimized problem-solving. Machine learning helps create a more accurate starting point for expressing the problem and produces a better answer quicker, McGann said.
Using this method in the gate model and its additional capability in annealing QCI says it can increase the size of the problems it processes. With the gate model, it says it can increase capabilities by 500%, along with up to 2,000% in annealing. In practice, this means that a computer using the gate model software could solve a problem that has 600 variables (it is currently limited to 127). An annealing computer could boost up to 4,000 variables.
People are very heads-down with their own technology, right now, in the industry, McGann said. And sometimes in the nascent industries, it takes a while before people pick their heads up. But Id like to think, in a small way, were helping the industry do that.
For QCI, the last few years have seen strong promise in the quantum market. IonQ reached an IPO in 2021. At home, QCI made its mark last year by moving from trading on the OTCQB to the Nasdaq Capital Market. And last week, the company completed its merger deal to acquire QPhoton.
Bill McGann. (Courtesy photo)
Now, its working with external partners like IonQ to validate the technology in a third-party setting. McGann hopes to create systems that can host thousands of qubits, the tiny particles that help make the calculation, in the coming months. Once thats finished, the technology can be used to help solve problems in the supply chain, logistics and even some finance applications.
We understand where the limitations of a system are, and we have a very comfortable road map that we can extend its capacity [with], McGann said.
Even with the new technologies, McGann noted that quantum, as a whole, is still in its first generation. In McGanns opinion, its still in the early stages of moving out of academia and into a more commercial market. QCI, he said, is staying where it was born in the quantum computing industry for the moment. But, if you include hardware as well, theres space to move into sensing and imaging and take full advantage of the quantum nature of things.
We want to be a part of shifting the industry from debating the physics though were happy to do that, but along the way, lets measure the machine in a meaningful way, McGann said. So, we think we can make a contribution and Im looking forward to doing so.
Knowing that humans, at the end of the day, are a collection of protons and electrons, McGann thinks there are near-endless possibilities to explore by using technology in the quantum nature of things. Whereas visual scans can be limited to measuring the visual parts of a person or object, quantum measurements can create a personalized stream of internal and external information. McGann described it as a movie made for me to take away important info about a subject.
Considering its potential to predict future issues, he noted tons of applications for quantum in healthcare, tech industries and beyond.
Quantum computing really is scratching the surface of the quantum nature of things, McGann said.
See the original post:
With the help of machine learning, NoVa's QCI wants to change how we think about quantum - Technical.ly
- Development of a novel machine learning-based adaptive resampling algorithm for nuclear data processing - Nature - September 19th, 2025 [September 19th, 2025]
- Autobot platform uses machine learning to rapidly find best ways to make advanced materials - Tech Xplore - September 19th, 2025 [September 19th, 2025]
- 5 Key Takeaways | The Law of the Machine (Learning): Solving Complex AI Challenges - JD Supra - September 17th, 2025 [September 17th, 2025]
- Spectral and Machine Learning Approach Enhances Efficiency of Grape Embryo Rescue | Newswise - Newswise - September 17th, 2025 [September 17th, 2025]
- Helpful Reminders for Patent Eligibility of AI, Machine Learning, and Other Software-Related Inventions - JD Supra - September 17th, 2025 [September 17th, 2025]
- Opening the black box of machine learning-controlled plasma treatments - AIP.ORG - September 17th, 2025 [September 17th, 2025]
- Post-compilation Circuit Scaling for Quantum Machine Learning Models Reveals Resource Trends and Topology Impacts - Quantum Zeitgeist - September 17th, 2025 [September 17th, 2025]
- Machine-learning tool gives doctors a more detailed 3D picture of fetal health - Medical Xpress - September 17th, 2025 [September 17th, 2025]
- Portable Electronic Nose with Machine Learning Enhances VOC Detection in Forensic Science - Chromatography Online - September 15th, 2025 [September 15th, 2025]
- Developing a predictive model for breast cancer detection using radiomics-based mammography and machine learning - SpringerOpen - September 13th, 2025 [September 13th, 2025]
- and correlation of drug solubility via hybrid machine learning and gradient based optimization - Nature - September 11th, 2025 [September 11th, 2025]
- Rice-Houston Methodist partnership uses machine learning to reveal hidden patient groups in common heart valve disease - Rice University - September 11th, 2025 [September 11th, 2025]
- Amazon Uses Machine Learning to Tell Sellers if FBA Is a Good Fit - EcommerceBytes - September 11th, 2025 [September 11th, 2025]
- Eli Lilly Launches AI, Machine Learning Platform Called TuneLab For Biotech Companies - Stocktwits - September 11th, 2025 [September 11th, 2025]
- How AI and Machine Learning are Shaping the Future of Mobile Apps - indiatechnologynews.in - September 11th, 2025 [September 11th, 2025]
- Hybrid AI and semiconductor approaches for power quality improvement - Machine Learning Week 2025 - September 9th, 2025 [September 9th, 2025]
- The Predictive Turn | Preparing to Outthink Adversaries Through Predictive Analytics - Machine Learning Week 2025 - September 9th, 2025 [September 9th, 2025]
- NFL player props, odds and bets: Week 1, 2025 NFL picks, SportsLine Machine Learning Model AI predictions, SGP - CBS Sports - September 9th, 2025 [September 9th, 2025]
- Can machine learning forecast Lobo EV Technologies Ltd. recovery - Bear Alert & Daily Price Action Insights - Newser - September 6th, 2025 [September 6th, 2025]
- Generalised Machine Learning Models Outperform Personalised Models For Cognitive Load Classification In Real-Life Settings - Frontiers - September 6th, 2025 [September 6th, 2025]
- Machine learning for the prediction of blood transfusion risk during or after mitral valve surgery: a multicenter retrospective cohort study - Nature - September 6th, 2025 [September 6th, 2025]
- Machine Learning-Driven Exploration of Composition- and Temperature-Dependent Transport and Thermodynamic Properties in LiF-NaF-KF Molten Salts for... - September 6th, 2025 [September 6th, 2025]
- Machine learning analysis reveals tumor heterogeneity and stromal-immune niches in breast cancer - Nature - September 6th, 2025 [September 6th, 2025]
- Identification of Postoperative Weight Loss Trajectories and Development of a Machine Learning-Based Tool for Predicting Malnutrition in Gastric... - September 6th, 2025 [September 6th, 2025]
- The Relationship Between Number of Pregnancies and Serum 25-Hydroxyvitamin D Levels in Women with a Prior Pregnancy: A Cross - Sectional Analysis,... - September 6th, 2025 [September 6th, 2025]
- Tohoku University Researchers Use Machine Learning to Identify Factors Improving Nickel-Based Catalysts for CO Methanation - geneonline.com - September 6th, 2025 [September 6th, 2025]
- Combining machine learning predictions for Galaxy Payroll Group Limited - Quarterly Growth Report & AI Forecast Swing Trade Picks - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast CLSKW recovery - 2025 Breakouts & Breakdowns & Daily Profit Maximizing Trade Tips - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast Granite Real Estate Investment Trust recovery - July 2025 Spike Watch & Growth Focused Stock Reports - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast VERU recovery - July 2025 Intraday Action & AI Forecasted Entry/Exit Points - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast VCI Global Limited recovery - Market Rally & Expert-Curated Trade Recommendations - Newser - September 5th, 2025 [September 5th, 2025]
- Combining machine learning predictions for AutoNation Inc. - Weekly Trend Summary & Weekly Breakout Watchlists - Newser - September 5th, 2025 [September 5th, 2025]
- Combining machine learning predictions for PLXS - Options Play & Fast Gain Stock Trading Tips - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast Valens Semiconductor Ltd. recovery - July 2025 Action & Free Growth Oriented Trading Recommendations - Newser - September 5th, 2025 [September 5th, 2025]
- Improve cost visibility of Machine Learning workloads on Amazon EKS with AWS Split Cost Allocation Data - Amazon Web Services - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast LFT.PRA recovery - Weekly Trade Recap & Daily Profit Maximizing Trade Tips - Newser - September 5th, 2025 [September 5th, 2025]
- Can machine learning forecast TEAM recovery - 2025 Pullback Review & Free Weekly Chart Analysis and Trade Guides - Newser - September 5th, 2025 [September 5th, 2025]
- Combining machine learning predictions for MSBIP - Weekly Profit Analysis & AI Powered Market Entry Strategies - Newser - September 5th, 2025 [September 5th, 2025]
- Revolutionizing Antibody Discovery with Machine Learning - BIOENGINEER.ORG - September 5th, 2025 [September 5th, 2025]
- The good and bad of machine learning | Letters - The Guardian - September 3rd, 2025 [September 3rd, 2025]
- I'm a machine learning engineer at Amazon who anticipated the ML boom. Here's my advice for staying ahead. - AOL.com - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for Dogwood Therapeutics Inc. - July 2025 Breakouts & Weekly Setup with High ROI Potential - Newser - September 3rd, 2025 [September 3rd, 2025]
- Phenotyping valvular heart diseases using the lens of unsupervised machine learning: a scoping review - Nature - September 3rd, 2025 [September 3rd, 2025]
- Students use machine learning to track and protect whale populations - Technology Org - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for Triller Group Inc. Equity Warrant - Gap Up & Weekly High Conviction Ideas - Newser - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for DallasNews Corporation - Quarterly Trade Report & Technical Entry and Exit Tips - Newser - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for System1 Inc. - Weekly Gains Summary & Risk Adjusted Swing Trade Ideas - Newser - September 3rd, 2025 [September 3rd, 2025]
- Unlocking the impossible without compromising on creative control: iZotope Ozone 12 adds new machine learning modules and a more musician-friendly AI... - September 3rd, 2025 [September 3rd, 2025]
- What machine learning models say about SLND.WS - Quarterly Trade Report & Technical Entry and Exit Tips - Newser - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for Chemed Corporation - Weekly Stock Recap & Growth Focused Entry Reports - Newser - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for TAP.A - Earnings Growth Report & Entry Point Confirmation Alerts - Newser - September 3rd, 2025 [September 3rd, 2025]
- Bridging known and unknown dynamics by transformer-based machine-learning inference from sparse observations - Nature - September 3rd, 2025 [September 3rd, 2025]
- Combining machine learning predictions for Inseego Corp. - July 2025 Retail & Technical Confirmation Trade Alerts - Newser - September 3rd, 2025 [September 3rd, 2025]
- Can machine learning forecast Aditxt Inc. recovery - July 2025 Update & Expert Curated Trade Ideas - Newser - September 3rd, 2025 [September 3rd, 2025]
- I'm a machine learning engineer at Amazon who anticipated the ML boom. Here's my advice for staying ahead. - Business Insider - September 1st, 2025 [September 1st, 2025]
- Machine learning climbs the Jacobs Ladder of optoelectronic properties - Nature - September 1st, 2025 [September 1st, 2025]
- Predicting factors associated with anxiety by patients undergoing treatment for infectious diseases using a random-forest machine learning approach -... - September 1st, 2025 [September 1st, 2025]
- Hideo Kojima used "an AI machine learning rig" to painstakingly download his celebrity friends to Death Stranding 2, but he wasn't happy... - September 1st, 2025 [September 1st, 2025]
- Fibro predict a machine learning risk score for advanced liver fibrosis in the general population using Israeli electronic health records - Nature - September 1st, 2025 [September 1st, 2025]
- Machine learning for preventing stillbirths: is it possible to transform data into life-saving insights? - BMC Pregnancy and Childbirth - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Kura Sushi USA Inc. recovery - 2025 Fundamental Recap & AI Based Buy and Sell Signals - Newser - September 1st, 2025 [September 1st, 2025]
- Combining machine learning predictions for China Liberal Education Holdings Limited - Weekly Profit Recap & Weekly Breakout Watchlists - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Tyson Foods Inc. recovery - 2025 Trade Ideas & Smart Swing Trading Techniques - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast GLBZ recovery - July 2025 Movers & AI Based Buy and Sell Signals - Newser - September 1st, 2025 [September 1st, 2025]
- What machine learning models say about Sypris Solutions Inc. - Market Performance Recap & Real-Time Volume Trigger Notifications - Newser - September 1st, 2025 [September 1st, 2025]
- What machine learning models say about Astria Therapeutics Inc. - July 2025 News Drivers & Real-Time Buy Signal Alerts - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast CRTO recovery - July 2025 Analyst Calls & Growth Focused Investment Plans - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Exelon Corporation recovery - Exit Point & Pattern Based Trade Signal System - Newser - September 1st, 2025 [September 1st, 2025]
- What machine learning models say about OFIX - Bond Market & Long-Term Safe Investment Plans - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Beneficient recovery - Weekly Trade Recap & Breakout Confirmation Alerts - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast BTBDW recovery - 2025 Geopolitical Influence & Weekly High Momentum Picks - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Tri Pointe Homes Inc. recovery - July 2025 WrapUp & Free Long-Term Investment Growth Plans - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast TeraWulf Inc. recovery - Market Movement Recap & Community Supported Trade Ideas - Newser - September 1st, 2025 [September 1st, 2025]
- Combining machine learning predictions for Alset Inc. - 2025 Technical Patterns & Precise Buy Zone Identification - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Exelon Corporation recovery - 2025 Bull vs Bear & Smart Allocation Stock Reports - Newser - September 1st, 2025 [September 1st, 2025]
- Can machine learning forecast Token Cat Limited Depositary Receipt recovery - 2025 Price Action Summary & Breakout Confirmation Alerts - Newser - September 1st, 2025 [September 1st, 2025]
- Combining machine learning predictions for BT Brands Inc. - Market Performance Recap & Verified Technical Trade Signals - Newser - September 1st, 2025 [September 1st, 2025]
- 7 Beginner Machine Learning Projects To Complete This Weekend - KDnuggets - August 29th, 2025 [August 29th, 2025]
- Machine learning approaches for predicting the construction time of drill-and-blast tunnels - Nature - August 29th, 2025 [August 29th, 2025]
- Combining machine learning predictions for KKR.PRD - July 2025 Closing Moves & Technical Pattern Recognition Alerts - Newser - August 29th, 2025 [August 29th, 2025]