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SandboxAQ Publishes Scientific and Technical Milestones for Magnetic Anomaly-Based Navigation

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– Advancing the state of the art in magnetic navigation theory across the stack
– Presented paper on Magnetic Navigation Performance at DASC
– Presented paper on AI for Generalizability at ION JNC
– Presented paper on Magnetospheric-Ionospheric Signal Interference at American Geophysical Union

PALO ALTO, Calif., Jan. 3, 2025 /PRNewswire/ — SandboxAQ today announced a series of scientific and technical milestone publications on magnetic anomaly-based navigation (MagNav), collectively marking a set of significant advances in the company’s core research and product development activities for its AQNav offering. Building on its breakthrough results with the U.S. Air Force (USAF), including the successful use of AQNav for real-time navigation in GPS-denied environments and the award of a TACFI contract extension to develop new configurations for a wider range of USAF aircraft, these publications provide a synthesis of SandboxAQ’s expertise. Together, they represent critical contributions to the commercial aeronautical, defense, and academic research communities over the past three years.

SandboxAQ and its MagNav partners, including the USAF, Acubed (a subsidiary of Airbus) and Boeing, have been at the forefront of scientific and engineering advancements required to commercialize the underlying quantum sensing and AI technologies that enable accurate, real-time navigation without reliance on Global Positioning Systems (GPS). These include:

More than 200 flight hours and more than 40 sorties across multiple regions on four different aircraft types, ranging in size from single-engine planes to large military transport aircraft.Successful flight tests in two USAF exercises – Exercise Golden Phoenix and Exercise Mobility Guardian in 2023Additional USAF flight tests in 2024 utilizing AQNav to demonstrate its generalizability and scalability across large aircraft fleetsSuccessful commercial flight tests on Airbus and Boeing aircraft

“Global Navigation Satellite Systems are increasingly vulnerable to denial, jamming and spoofing, creating critical challenges for accurate civilian, commercial and military navigation and positioning. The growing global scourge of GPS interference – particularly in contested geographies – underscores the critical need for accurate, alternative Positioning, Navigation, and Timing systems that can integrate with existing navigational systems yet operate independently of GNSS,” said SandboxAQ advisor Admiral John M. Richardson. “SandboxAQ’s AQNav takes a system-of-systems approach to secure, real-time positioning and navigation. Leveraging advanced Large Quantitative Models, powerful magnetometers, and Earth’s crustal magnetic field, AQNav delivers robust, redundant and reliable navigation capabilities – day or night, in all weather conditions, across a broad range of aircraft.”

“Our team has been setting the pace in advancing magnetic anomaly-based navigation, from establishing statistical rigor around performance and map quality to shaping requirements for magnetic maps,” said Luca Ferrara, SandboxAQ’s General Manager of Navigation. “We’ve also pioneered AI-driven techniques using Liquid Neural Networks for signal processing and space weather compensation, and demonstrated the generalizability of our models across aircraft types in operational settings with the USAF. These achievements highlight the strength of our AQNav engineering team and push the boundaries of what’s possible in magnetic navigation.”

Magnetic Navigation: Using state estimation theory and geophysical science to define magnetic navigation performance boundaries

SandboxAQ has made significant contributions to the scientific understanding and practical application of magnetic navigation technology through a series of recent publications. The July 2024 keynote address from Regupathi Angappan at the Breakthrough Discuss 2024 conference (“Understanding & Navigating The Magnetic World with AQ“) provided a broad overview of the technology and its potential benefits. This was followed by two research papers presented at prestigious conferences.

The paper by Aditya Gupta et al. (“Lower Bounds on Magnetic Navigation Performance as a Function of Magnetic Anomaly Map Quality“), presented at the October 2024 Digital Avionics Systems Conference, established a theoretical framework for assessing the impact of magnetic map quality on navigation performance. This work, which received a Best in Session Award, offers valuable insights for developing and optimizing magnetic navigation systems.

Additionally, the research by Jackson Bell et al. (“Determining Geophysical Map Requirements for Magnetic Navigation using Cramér Rao Lower Bound Analysis“), presented at the December 2024 American Geophysical Union conference, explored the specific requirements for geophysical maps needed for accurate magnetic navigation. This work helps define the data collection and processing strategies necessary for successful implementation of the technology.

Overall, these publications demonstrate SandboxAQ’s commitment to advancing the field of magnetic navigation and contributing to a robust scientific foundation for this innovative technology.

AI for Signal Processing: Incorporating various noise sources to design generalizing, physics-informed signal processing approaches specialized for magnetic navigation.

SandboxAQ research has focused on developing robust and reliable navigation systems that can operate in challenging environments, such as those with significant magnetic or intentional GPS interference.

One significant contribution is the development of platform-agnostic denoising models for MagNav systems, as detailed in a paper presented at the June 2024 ION Joint Navigation Conference by Kimberly Moore et al. (“Multi-Aircraft Generalizability of Platform Denoising Models for Magnetic Navigation“). These models leverage advanced machine learning techniques to effectively remove noise and interference from magnetic sensor data, enabling accurate and precise navigation.

Additionally, SandboxAQ pioneered the use of physics-informed machine learning techniques to calibrate aeromagnetic compensation, as described in a NeurIPS 2023 Workshops paper by Favour Nerrise et al. (“Physics-Informed Calibration of Aeromagnetic Compensation in Magnetic Navigation Systems using Liquid Time-Constant Networks“). By incorporating physical principles into the learning process, SandboxAQ has achieved more accurate and reliable calibration, leading to improved navigation performance.

Our most recent research, presented at the December 2024 American Geophysical Union AGU24 meeting, explores the use of AI to mitigate the impact of magnetospheric-ionospheric signals on magnetic navigation (Regupathi Angappan et al.). By leveraging the power of AI, SandboxAQ has developed innovative techniques to identify and correct for these disturbances, ensuring robust and reliable navigation even in the presence of extreme magnetic conditions. These advancements have the potential to revolutionize a wide range of applications, from autonomous vehicles to underwater exploration.

For more information about SandboxAQ’s AQNav system, please visit https://www.sandboxaq.com/solutions/aqnav

About SandboxAQ
‍SandboxAQ is a B2B company delivering AI solutions that address some of the world’s greatest challenges. The company’s Large Quantitative Models (LQMs) deliver critical advances in life science, chemical and material science, financial services, navigation, cyber and other sectors. The company emerged from Alphabet Inc. as an independent, growth-backed company in 2022, funded by leading investors including T. Rowe Price, Eric Schmidt, Breyer Capital, Guggenheim Partners, Marc Benioff, Thomas Tull, Section32, and others. For more information, visit http://www.sandboxaq.com.

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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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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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