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MicroAlgo Inc. Develops Hybrid Classical-Quantum Algorithms to Optimize Multi-Query Problems

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SHENZHEN, China, Jan. 2, 2025 /PRNewswire/ — MicroAlgo Inc. (the “Company” or “MicroAlgo”) (NASDAQ: MLGO), today announced the development of an innovative hybrid algorithm that combines the advantages of classical and quantum computing to optimize Multi-Query Optimization (MQO) problems.

Quantum computing is a technology that uses the principles of quantum mechanics to process information. Compared to traditional classical computers, quantum computers exhibit the potential to outperform classical computers in handling certain types of problems, such as search, optimization, and simulating quantum systems. However, the realization of quantum computers faces technical challenges, particularly in constructing quantum computers with a sufficient number of qubits and low error rates.

The Multi-Query Optimization (MQO) problem is a class of data-intensive problems that are NP-hard, and it has applications in many fields such as database query optimization, machine learning algorithms, and network routing. The core of the MQO problem lies in how to effectively handle multiple query requests to minimize the overall computational cost or time.

Although quantum computers theoretically have tremendous potential, current quantum computers are far from being fully practical. The limited number of qubits and high error rates restrict their ability to solve large-scale problems. To address these issues, MicroAlgo has proposed a hybrid algorithm that combines the stability of classical computers with the efficiency of quantum computers.

MicroAlgo’s hybrid algorithm design is based on the following key points:

Efficient Use of Qubits: Through carefully designed quantum circuits, the algorithm ensures efficient utilization of qubits, achieving a qubit efficiency close to 99%.

Reduction of Error Rates: By integrating error correction mechanisms from classical algorithms, the error rate during the quantum computation process is significantly reduced.

Scalability of the Algorithm: The algorithm design by MicroAlgo takes scalability into account, enabling it to adapt to problems of varying sizes.

Compatibility with Existing Technologies: MicroAlgo’s algorithm is compatible with existing gate-based quantum computers, meaning it can run on current hardware.

MicroAlgo’s hybrid algorithm first transforms the MQO problem into a form that can be handled by quantum computing. Quantum circuits are designed to perform the necessary quantum operations, including quantum state preparation, application of quantum gates, and quantum measurement. Then, during the quantum computation process, classical computers are used to assist the quantum computation, such as in qubit error correction and post-processing of the results. Through experiments and simulations, the algorithm’s performance is continuously optimized to ensure optimal performance with limited qubit resources.

MicroAlgo has conducted detailed experimental evaluations of the algorithm, including testing its performance on problems of various scales. The experimental results show that, despite the current limitations in qubit numbers, our algorithm is still able to handle smaller-scale problems and demonstrate a qubit efficiency close to 99%. Compared to quantum computers based on quantum annealing, MicroAlgo’s algorithm shows a significant improvement in efficiency.

In exploring the vast field of quantum computing, MicroAlgo’s hybrid algorithm represents an innovative solution that combines the stability of classical computing with the efficiency of quantum computing to address the challenges of Multi-Query Optimization (MQO). Through carefully designed quantum circuits and algorithmic optimizations, the algorithm not only improves qubit utilization efficiency but also significantly reduces error rates, enabling it to run on existing quantum hardware while maintaining scalability for large-scale problems. This achievement marks a significant step forward in the practical realization of quantum computing.

With the ongoing advancements in quantum technology, there is every reason to believe that MicroAlgo’s hybrid algorithm will play an even more important role in the future. As quantum computer hardware improves and the number of qubits increases, the algorithm will be able to tackle larger-scale problems, unlocking greater potential in fields such as chemistry, physics, and machine learning.

MicroAlgo’s hybrid algorithm is not only a major breakthrough in existing technology but also a powerful outlook on the future applications of quantum computing. We firmly believe that, through continuous research and innovation, quantum computing will gradually transition from theory to practice, becoming a powerful driver of technological progress and societal development. We look forward to a future where quantum computing will bring even more surprises and possibilities, opening a new era of computing.

About MicroAlgo Inc.

MicroAlgo Inc. (the “MicroAlgo”), a Cayman Islands exempted company, is dedicated to the development and application of bespoke central processing algorithms. MicroAlgo provides comprehensive solutions to customers by integrating central processing algorithms with software or hardware, or both, thereby helping them to increase the number of customers, improve end-user satisfaction, achieve direct cost savings, reduce power consumption, and achieve technical goals. The range of MicroAlgo’s services includes algorithm optimization, accelerating computing power without the need for hardware upgrades, lightweight data processing, and data intelligence services. MicroAlgo’s ability to efficiently deliver software and hardware optimization to customers through bespoke central processing algorithms serves as a driving force for MicroAlgo’s long-term development.

Forward-Looking Statements

This press release contains statements that may constitute “forward-looking statements.” Forward-looking statements are subject to numerous conditions, many of which are beyond the control of MicroAlgo, including those set forth in the Risk Factors section of MicroAlgo’s periodic reports on Forms 10-K and 8-K filed with the SEC. Copies are available on the SEC’s website, www.sec.gov. Words such as “expect,” “estimate,” “project,” “budget,” “forecast,” “anticipate,” “intend,” “plan,” “may,” “will,” “could,” “should,” “believes,” “predicts,” “potential,” “continue,” and similar expressions are intended to identify such forward-looking statements. These forward-looking statements include, without limitation, MicroAlgo’s expectations with respect to future performance and anticipated financial impacts of the business transaction.

MicroAlgo undertakes no obligation to update these statements for revisions or changes after the date of this release, except as may be required by law.

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SOURCE Microalgo.INC

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HR Path Strengthens its Australian Presence with Strategic Acquisition of Payroll Experts Australia

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PARIS, Oct. 21, 2026 /PRNewswire/ — HR Path, a global leader in HR consulting and HRIS solutions, today announces its strategic acquisition of Payroll Experts Australia, a Brisbane-based company specialising in payroll compliance, remediation, workforce management and HR systems consulting.

Founded in 2009, Payroll Experts Australia has delivered more than 530 projects for over 260 organisations across Australia and New Zealand. Independent of any software vendor, the company supports employers across the full payroll, workforce management and HR systems lifecycle, with expertise spanning payroll compliance and audit, remediation, award and agreement interpretation, payroll processing, advisory and end-to-end systems implementation.

The acquisition strengthens HR Path’s ability to provide end-to-end HR transformation services across the ANZ market. Payroll Experts Australia’s specialist capabilities complement HR Path’s existing HRIS technology and SAP SuccessFactors expertise, enabling the combined organisation to support clients with a broader range of locally grounded services, from strategic advisory and systems implementation to payroll compliance and operational support. 

Payroll Experts Australia will continue to operate under the brand “Payroll Experts Australia, an HR Path Company”. Its leadership team and employees will remain in their current roles, ensuring continuity of service for clients while giving the business access to HR Path’s international capabilities and resources. 

The transaction builds on HR Path’s expansion in the region. HR Path has been active in Australia since 2019, following the acquisition of DDG. It opened an Australian office in 2024 and acquired RKM Consulting in 2025, strengthening its HRIS technology and SAP SuccessFactors capabilities across Australia and New Zealand.  

“The acquisition of Payroll Experts Australia, a company renowned for its expertise in payroll compliance, is a strategic move that supports our ambition to be the global reference in HR transformation,” said François Boulet, Co-founding Partner at HR Path. “Their deep knowledge and strong client relationships in Australia complement our global capabilities, enabling us to deliver even more value to our clients. This partnership is about synergy, innovation, and shared commitment to excellence.”

“We are very happy about this new chapter!” said Steve Keenaghan, Chief Executive Officer at Payroll Experts Australia. “This step opens up exciting opportunities for our team and our clients and ensures our continued growth and success. We will maintain our commitment to delivering exceptional, independent payroll expertise while exploring new possibilities within HR Path.”

Contact:

Fabienne LATOUR  Fabienne.latour@hr-path.com

 

 

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Sungrow Powers Up for All Energy Australia 2026 With New Residential Innovation and Full Ecosystem Showcase

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MELBOURNE, Australia, Oct. 21, 2026 /PRNewswire/ — Sungrow, the global leader in PV inverter and energy storage solutions, is set to make a strong return to All Energy Australia 2026, the region’s largest and most influential renewable energy exhibition. It will introduce its next-generation all-in-one residential flagship PowerHarbour, alongside a comprehensive showcase of technologies for residential, C&I, and utility-scale applications.

As Australia accelerates toward a cleaner, more resilient energy future, Sungrow’s presence at All Energy will once again serve as a central meeting point for industry leaders, installers, innovators, and policymakers. The booth will offer visitors a rich blend of product demonstrations, technical insights, interactive experiences, and opportunities to connect with Sungrow’s local engineering and sales teams.

A New Addition to Residential Energy Storage

At the upcoming All-Energy 2026, Sungrow will officially unveil PowerHarbour in Australia for the first time. It is a residential all in one solution designed to simplify energy independence for homeowners. It combines sleek design, intelligent integration, advanced safety features and a modular design that can deliver up to 120kWh of capacity. The enhanced AFCI 3.0 protection makes it one of the most flexible and homeowner‑friendly systems on the market. The result is a clean, integrated solution that empowers households to take control of their energy with confidence and ease.

C&I Solutions for Diverse Applications

The exhibition will also showcase Sungrow’s C&I portfolio, including PowerKeeper, deployed across diverse Australian environments, and the ST255CS liquid-cooled BESS cabinet, designed for applications such as microgrid stability and FCAS. Together, these solutions demonstrate Sungrow’s capabilities in delivering flexible, reliable energy storage for a wide range of commercial and industrial needs.

Utility-Scale Innovation on Display

For utility developers and EPCs, Sungrow will present a full-size PowerTitan 3.0, giving visitors a rare opportunity to see the battery container up close. Together, PowerTitan 3.0 and 1+X modular inverter demonstrate advanced energy storage, grid-forming capabilities, and flexible deployment for complex project environment. Backed by dedicated local project management, comprehensive technical support, and a growing project pipeline across Australia and New Zealand.

Visit Sungrow at Booth KK123

Sungrow invites all attendees to visit Booth KK123 at All Energy Australia 2026 to experience its latest residential, commercial, and utility‑scale innovations firsthand. Attendees can expect a vibrant and engaging atmosphere throughout the day featuring lucky draws with exciting prizes, free premium coffee, photobooth and insightful presentations. The booth promises a full day of discovery, connection, and inspiration. Sungrow looks forward to welcoming partners, customers, and renewable energy enthusiasts as we continue powering Australia’s clean energy future together.

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SOURCE Sungrow

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AglaiaSense and Leopard Imaging to Demonstrate Privacy-First AI Traffic Sensing at Smart City Expo World Congress in Barcelona

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FREMONT, Calif. and BARCELONA, Spain, Oct. 21, 2026 /PRNewswire/ — AglaiaSense and Leopard Imaging will exhibit together at Smart City Expo World Congress, November 3–5, 2026, at Fira Barcelona Gran Vía.

The two companies proposed AI-VIVA (Vision Intelligence for València and Arterials) and is selected as a finalist in the fifth urban challenge of Barcelona Innova Lab Mobility (BILM), on the application of artificial intelligence to traffic-light regulation. AI-VIVA combines AglaiaSense’s edge-AI traffic solutions with Leopard Imaging’s patented privacy architecture. At the show, the team will give a live demonstration of AglaiaSense’s signature MS500 and GS500 cameras, with the AglaiaSense AI Box, powered by NVIDIA, which adds local processing to coordinate groups of neighboring intersections.

The cameras analyze images inside the device, using the Sony IMX500 and IMX501 intelligent vision sensors. They count and classify vehicles, buses, cyclists and pedestrians in real time. Raw video is discarded on the device within 400–800 milliseconds, and only anonymous metadata is transmitted. Cities can feed that data into signal-control software to adapt traffic lights to real demand.

MS500: about 2 W average power, 1080p, powered from a standard NEMA or ZHAGA street-light socket.

GS500: about 6.5 W average, dual 4K cameras, with Ethernet, LTE Cat 4 and GPS; powered by PoE, 12–24 V DC or a NEMA adapter.

Both cameras: IP66-rated, −20 °C to +65 °C, mounted on existing poles, so no trenching or new masts are needed.

Bandwidth: more than 95% lower than CCTV-based monitoring.

“Cities want safer, smoother streets without turning every crossing into a surveillance point,” said Leon Luo, CEO of AglaiaSense. “Being named a finalist in Barcelona tells us the approach resonates.”

“Privacy has to be built into the camera, not added later,” said Bill Pu, CEO of Leopard Imaging.

AglaiaSense’s solutions are deployed across North America and Asia, and the company won first place in the Pedestrian Safety Challenge Hackathon, run by the Edge AI Foundation (formerly the tinyML Foundation) and the City of San José. In field tests, the systems achieved detection and counting accuracy above 95%. The City of Lakewood, Colorado, compared the GS500 with traditional IP cameras and LiDAR on real roads and found it more accurate, more energy-efficient, and less costly to deploy. At a high-risk crossing where pedestrians often crossed outside the crosswalk, the system alerted approaching drivers in real time.

Visit us at Pavilion 3, Level 0, Street D, Stand 71. To book a meeting, email sales@aglaiasense.com.

About AglaiaSense

AglaiaSense, is an edge-AI company specializing in privacy-first, vision-based sensing for smart cities. Its GS500 and MS500 cameras run AI on the image sensor to count and classify road users in real time and send only anonymous metadata.

About Leopard Imaging

Leopard Imaging is a global leader in high-definition embedded cameras and AI-based imaging solutions in industries including automotive, aerospace, drones, IoT, and robotics.

Media contact:

Cathy Zhao

+1 (408) 263-0988

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