NVIDIA - Experts & Thought Leaders

The Milestone Developer Summit 2025, dedicated to innovators, developers, and technology partners in video technology, took place at the historic Carlsberg Museum in Copenhagen—a venue renowned for scientific breakthroughs, including the invention of the pH enzyme, a milestone in biochemical innovation. This legacy of discovery provided the perfect global stage for a new era of open platform development, responsible AI, and, not least, the Hackathon. Essence of Milestone’s open platform Sebastian Döllner, VP of Technology Partnerships & Open Platform, said: “Technology is evolving faster than ever, and no single company has all the answers. The winners are those who can bring together the best technologies, the best minds, and the best ideas. The essence of Milestone’s open platform is to empower innovation. We’re building more than video management software—we’re building an ecosystem that allows partners and customers to innovate on top of it.” With keynotes from, e.g., NVIDIA, AWS, Dell, and Intel, breakout workshops and the Hafnia Hackathon, participants from all over the globe were able to share insights and predictions on what the future might look like. First access to the future Before the summit, AI developers from 15 different countries had early access to Milestone’s upcoming specialised VLM. The VLM is developed using NVIDIA Cosmos-Reason and post-training it with Hafnia’s domain-specific data library to better understand city-specific visuals, languages, symbols, events, weather, lighting and more. The Hackathon challenge: create innovative integrations with third-party applications and leverage the VLM via API to enhance smart city solutions. Generative AI-powered plugin for XProtect Now, millions of video cameras capture valuable footage that could improve everyday life. Yet much of this potential remains untapped due to the time-consuming task of reviewing and analysing countless hours of video to uncover meaningful insights. In addition to the specialised VLM, Milestone is also launching a generative AI-powered plugin for XProtect Video Management Software. The upcoming generative AI-powered plugin for XProtect is designed to improve traffic management across cities, ports, airports, and other urban areas. It delivers advanced video intelligence by automatically converting video footage into detailed written reports, summaries, and validated real-time alerts. Innovative integrations from all finalists Of the participating developers, six were shortlisted, and a panel of judges from Milestone and NVIDIA selected the top three. The winner: Thomas Kreutz, who used Hafnia’s VLM API to turn live city cameras into instant, privacy-aware answers to real-time questions, said: “I wanted to build something that is relevant and useful in real life. What I liked the most about the hackathon was how easy it was to get started. The API and documentation made it simple to build a demo quickly, brainstorm more ideas, and try them out.” Thomas Kreutz took home €5,000 and the NVIDIA Jetson AGX Thor Developer Kit. Roland Harwood, Community Lead - Hafnia, commented: “We are very impressed with the innovative integrations from all finalists. But Thomas Kreutz and Ask The City really nailed it. The hackathon's success is promising for the future use of our platform and data library to train computer vision models on compliantly sourced, curated, extensively annotated, and anonymised real-world data.” FACTS: The six Hackathon finalists ranked from the winner Ask The City/Thomas Kreutz Turns live city cameras into instant, privacy-aware answers to real-time questions. Pick a place on the map, ask in natural language, and get a response derived only from the last few seconds of video. Powered by Hafnia’s VLM API.  VLM for Emergency Response/Flynn Owen, Dan Towers & Tom Aldridge (Blaize) Leverages edge AI devices to generate events and contextualise, triage, and create response plans for emergency situations in near real-time.  SmartMap/Gabriel Crosnier de Bellaistre (Citilog) Uses Hafnia’s VLM to unify incident detection, traffic levels, and weather/visibility data into live map overlays with operator-ready actions, enabling faster decisions and better visualisation.  RevoFlow/Rawinder Singh A no-code workflow builder that lets security integrators create AI-powered video analytics through drag-and-drop design, powered by Milestone's VLM API. Audience Award winner.  Clipnotes/Magnus Guldberg Pedersen Converts short video clips into structured, interpretable insights in seconds using Hafnia’s Vision-Language Model.  Hafnia Video Event Analyser/Jojy Saju JosephS A multimedia intelligence platform that uses a VLM API to analyse images and video, generate semantic metadata, and enable advanced search, summarization, and event detection. 

Milestone Systems, a world pioneer in data-driven video technology, announced a forthcoming generative AI-powered video analytics plug-in for its XProtect® video management software, developed in collaboration with NVIDIA. Designed to help operators contextualise alarms and focus on what truly matters, the new tool automates video review, filters out false alarms, and based on initial findings could reduce up to 30% of operator alarm fatigue. A beta version will debut at Smart City Expo World Congress in Barcelona, November 4-6, with general availability coming later this year. Making sense of more video, faster The video systems capture vast amounts of data, yet reviewing footage remains time-consuming and largely manual. Milestone Systems’ new XProtect plug-in addresses this challenge by leveraging generative AI to automatically summarise, contextualise, and validate video content in real time, helping teams respond faster, manage video more efficiently, and effectively reduce operator alarm fatigue. Key capabilities include: Automated Incident Reports – Selected video clips are instantly converted into incident summaries and structured reports, helping operators reduce time spent on documentation. Event Validation – The plug-in can be configured to analyse motion events and validate alarms, reducing false positives and improving alert handling. This feature is fully integrated with the XProtect rule engine. Contextual Bookmark Summaries – Bookmarked footage is automatically summarised using natural-language output, allowing fast triage without reviewing each clip manually. The plug-in integrates directly with the XProtect rule engine and is deployable on-premises or in the cloud to support compliance and deployment flexibility. Built on ethical AI, powered by real-world data This new solution is built on Milestone’s Hafnia Vision Language Model (VLM) trained on 75,000 hours of ethically sourced, real-world video data from either Europe or the US, using NVIDIA Cosmos Curator for data preparation and running either on cloud infrastructure or regional data centres powered by NVIDIA. It leverages the NVIDIA Cosmos Reason VLM, making it one of the most advanced and compliant video AI platforms in the industry. Advanced video intelligence Thomas Jensen, CEO of Milestone Systems, said: “With this new XProtect plug-in, we are making advanced video intelligence accessible to cities, organisations, and operators everywhere who manage traffic systems – helping them unlock new levels of efficiency, safety, and insight." "XProtect users will get access to state-of-the-art generative AI capabilities, and our partners will be able to build value on top of those new capabilities now available within XProtect. It truly marks a pivotal step in our mission to transform how the world manages and learns from visual data, responsibly and at scale.” XProtect customers like the cities of Genoa, Italy, and Dubuque, Iowa, are excited to try these new capabilities, leading the way in adopting advanced video intelligence solutions to enhance traffic management. Enabling ecosystem innovation with VLM-as-a-Service The plug-in is just the beginning. Milestone is also introducing a VLM as a Service via APIs, allowing developers, integrators, and partners to build their own generative AI solutions regardless of the video management platform in use. Live demonstrations of the XProtect plug-in will be held in partnership with Vaidio at Smart City Expo World Congress on November 4-6 in Barcelona, in the Dell booth, showcasing a new AI model benchmarking tool and real-time incident summarisation. Continuing the momentum at the Milestone Developer Summit Milestone will continue the momentum at the Developer Summit in Copenhagen, Nov. 10–11, where Hafnia’s capabilities and the winners of the Hafnia Hackathon will be revealed.

Lanner Electronics, a global pioneer in network computing and edge AI solutions, is set to host the highly anticipated Edge AI Summit 2025 on September 18, 2025, at the Hyatt Regency Santa Clara in Fremont, California. The summit will spotlight Lanner's latest advancements in edge AI infrastructure, featuring the all-new AstraEdge AI platforms designed to accelerate the deployment of agentic AI, telco AI, vision AI and robotics AI. Attendees will also hear keynote presentations from industry pioneers including NVIDIA, AWS, Intel, F5, and other ecosystem partners, offering insights on the future of AI at the edge and its transformative impact across enterprises and telecom networks. Edge AI Summit 2025 A central theme of the summit is how edge AI is transforming infrastructure  The Edge AI Summit 2025 will explore how the convergence of AI and edge infrastructure is driving a new era of innovation. Speakers will demonstrate how enterprises can leverage edge AI computing to meet growing demands for scalability, low-latency intelligence, and secure data processing closer to the source. A central theme of the summit is how edge AI is transforming infrastructure — enabling smaller, smarter, and more efficient systems that deliver real-time intelligence close to the data source. Attendees will explore how AI at the edge drives low-latency decision-making, enhances on-premise compute capabilities, and powers scalable, high-performance solutions for industries ranging from enterprise, telecom to industrial automation. Live Demonstrations Attendees will experience hands-on demonstrations of Lanner’s latest edge AI innovations, including: DPU/GPU-ready MGX Servers for running large language models (LLMs), enabling agentic AI, network security optimisation, and AI-powered push-to-talk communications in private 5G networks. Compact edge AI appliances powered by NVIDIA Jetson AGX Orin, delivering traffic analytics and small language models (SLM) for smart mobility applications. ARC-Compact computers for AI-RAN deployments at cell sites, combining energy efficiency with high-performance AI acceleration. Scalable Edge AI workstations powering AI-enhanced ROI solutions for precision inspection in industrial automation. These live demos will showcase how Lanner’s edge AI platforms deliver intelligence directly to mission-critical environments, enabling enterprises to achieve greater efficiency, security, and operational insight.

An attention-grabbing exhibit at GSX 2024 in Orlando involved a robot dog that could open a door.  Boston Dynamics robot dog ASSA ABLOY impressed attendees with the robotics demonstration, featuring the Boston Dynamics robot dog that could open a door using either an HID credential or a mechanical grip. This innovation represents a shift toward more autonomous security solutions and is suitable for environments where human access may be limited. ASSA ABLOY impressed attendees with the Boston Dynamics robot dog Operational efficiency Eye-catching exhibits at the GSX in Orlando, showcasing the future of security technology It was one of many eye-catching exhibits at the GSX in Orlando, showcasing the future of security technology, and offering practical solutions to the industry's challenges.  For security professionals, the advancements presented opportunities to enhance operational efficiency and to maintain a proactive stance in a rapidly evolving market.  Control ID face identification Alongside their robot demonstration, ASSA ABLOY also highlighted the Control ID Face Identification.  Access Controller, providing advanced facial recognition access control. From identity management to AI-driven surveillance systems, GSX 2024 offered a glimpse into the tools that can streamline processes, increase security, and reduce costs. Here are some other highlights. ASSA ABLOY also highlighted the Control ID Face Identification More integration with critical infrastructure  A major theme at GSX 2024 was the increasing integration of security solutions with critical infrastructure. ALCEA (formerly ASSA ABLOY Critical Infrastructure) is an example. Their globalised software solution ALWIN is designed for managing access control, visitor management, and other security factors across multiple locations. ALCEA's approach involves not only internal collaborations within ASSA ABLOY but also partnerships with external organisations. An example of innovation is the Neenah Foundry lockable manhole cover, blending safety and security. Solving identity management challenges  The solution simplifies onboarding and access request changes while ensuring compliance with policies Identity management continues to be a key focus in the security sector, and AMAG Technology addresses this need with its Symmetry Connect product. The solution simplifies onboarding and access request changes while ensuring compliance with policies. For professionals overseeing identity access management, Symmetry Connect provides a streamlined, automated approach, reducing human error and increasing operational efficiency. AMAG also sees a growing demand for efficient visitor management systems, especially in the post-COVID landscape. AMAG’s products cater to the need for enhanced security without overburdening staff.  AI and cloud-based surveillance solutions  Axis Communications highlighted its advancements in AI and cloud-based video management systems with its AXIS Camera Station Edge and Pro products. These solutions can connect seamlessly to cloud systems, providing security professionals with easy access to surveillance data anywhere. With the increasing need for centralised management, Axis’s offerings ensure that security teams can efficiently manage surveillance with minimal infrastructure. Axis also showcased its commitment to AI-driven analytics based on superior video quality. There were also networked audio solutions for public announcements and background music, among other uses. Body-worn cameras for corporate and healthcare uses  Traditionally focused on law enforcement, Axon is now expanding its body-worn cameras and TASER technology into corporate, retail and healthcare environments. Their Axon Body Workforce camera is a practical solution for protecting frontline workers in high-risk environments.  Axon also introduced drone-based solutions for real-time aerial awareness Axon also introduced drone-based solutions for real-time aerial awareness, a significant benefit for large campuses or remote locations. As more industries adopt corporate surveillance systems, Axon’s offerings provide flexible, scalable solutions that address the need for real-time, actionable intelligence.  Cloud-based access for smart buildings  Brivo’s native cloud systems and flexible credentials offer practical, future-proof security options Brivo showcased how cloud technology is revolutionising access control by offering systems that integrate seamlessly with other smart building platforms. Their open API approach enables collaboration with IT teams, bridging the gap between physical security and IT management. Brivo’s new partnership with Comcast Smart Solutions illustrates how large enterprises can implement advanced solutions, including access control while maintaining flexibility. For professionals managing complex building environments, Brivo’s native cloud systems and flexible credentials offer practical, future-proof security options.  AI-powered multi-sensor camera  Hanwha focused on an AI-powered multi-sensor camera, equipped with an NVIDIA processor capable of running complex analytics. In addition, Hanwha’s new AI camera technology can process multiple video streams simultaneously, either stream from its sensors or outside cameras, enabling better tracking of objects in complex environments. Their eight-channel AI Box, which converts legacy cameras into AI-enabled devices, is an attractive solution for professionals seeking to upgrade existing systems without the need for complete overhauls. For security teams looking to enhance situational awareness, Hanwha’s AI-based offerings provide advanced, scalable solutions.  Workflow management and hybrid cloud security  Genetec continued the theme of integrated solutions with their Operations Centre module for Security Centre, which consolidates work management into a single platform. Built on lean management principles, this system simplifies workflow for security professionals, promoting real-time collaboration across mobile and web platforms. As the industry shifts from on-premises systems to hybrid cloud solutions, Genetec’s products provide seamless transitions for organisations. Their new SaaS Security Centre also allows for natural language video searches in multiple languages, making it easier for global teams to manage operations across locations.  Simplifying remote surveillance  The company’s focus on scalability and efficiency is demonstrated by the “Eagle Eye Complete” subscription service Eagle Eye Networks showcased their continued international expansion, highlighting a new data centre opening in Saudi Arabia and new hiring initiatives in Australia and Europe. Their “Eagle Eye Anywhere” solar-powered camera system exemplifies the move towards flexible, easy-to-install solutions that can be deployed in remote locations. Integrators benefit from simplified maintenance through remote management, reducing the need for on-site support and ensuring operational continuity. The company’s focus on scalability and efficiency, as demonstrated by the “Eagle Eye Complete” subscription service, reflects the broader industry’s shift toward managed security services.  Tailored solutions for commercial clients  Everon continues its transition away from its former identity as ADT Commercial. Claiming the status of a competitive commercial integrator, Everon is reinventing itself by offering customised billing and monitoring solutions for a range of industries. Their cloud-based business intelligence platform, which combines video surveillance with data analysis, is aimed at enhancing operational awareness by detecting anomalies such as OSHA violations or retail point-of-sale exceptions. With AI-driven dashboards, clients can customise their security solutions to meet specific needs, reflecting a growing demand for tailored, data-driven security applications.  Innovation through cloud and mobile LenelS2 is part of Honeywell, and they emphasised their investment in cloud and mobile solutions at GSX 2024. Their "Enterprise OnGuard Cloud" platform, launched in June 2024, is a testament to the growing demand for cloud-enabled access control systems. With the addition of NFC-enabled Blue Diamond credentials, LenelS2 is pushing towards smarter, more secure mobile access options. The strategic combination of Lenel’s solutions with Honeywell’s infrastructure offers users enhanced engineering capabilities and global reach. This reflects a broader market trend of integrating mobile devices into physical security protocols.  Bringing AI to everyday security LPR system, combined with their Searchlight Cloud Analytics, offers a powerful tool for identifying security risks March Networks highlighted their new AI-driven smart search feature, designed to help security teams quickly detect operational anomalies in retail and financial environments. From identifying misplaced cash in quick-service restaurants (QSRs) to detecting "jackpotting" attacks on ATMs, their solution highlights the increasing importance of AI in enhancing both security and operational efficiency. Their Licence Plate Recognition (LPR) system, combined with their Searchlight Cloud Analytics, offers a powerful tool for identifying and responding to security risks in real-time, emphasising the practicality of AI in daily security operations.  Driving sustainability in security  Securitas showcased its commitment to sustainability, a growing concern for businesses across all industries. By providing CO2 data for clients and promoting digital tools like mobile credentials, Securitas is leading the charge in creating greener, more sustainable security solutions. Their focus on remote services and occupancy insights offers companies a way to reduce their environmental impact while enhancing security operations. The company’s alignment with science-based targets and circular economy practices signifies the increasing role sustainability will play in the security sector.  Future lies in integration  The GSX 2024 trade show revealed that the future of security lies in intelligent integration, AI-driven analytics, and cloud-based management systems. The innovations presented will help security professionals streamline their operations, enhance situational awareness, and future-proof their systems. As these technologies continue to evolve, professionals must stay informed about the latest advancements to maintain a competitive edge in the security marketplace. GSX was a great place to start. At the end of the day at GSX, it wasn’t just the robot dog that was opening doors …. to the future of security systems. {##Poll1727925373 - Of the important factors highlighted at GSX 2024, which do you consider most when adopting new security solutions?##}

The basic need for public safety is one of the biggest forces driving the adoption of smart city solutions: approaches that seek to solve urban challenges through technological means. The thinking behind these initiatives is that with enough internet connectivity and real-time data, surely environmental, social, economic, and public health issues should become more manageable. However, just adding more technology is not the whole answer. Although technology is necessary for an urban area to transition in to a safe and smart city, technology alone isn’t sufficient. Truly smart cities are savvy cities and that includes how they employ software, sensing, communications and other technologies to meet their needs. Cities need solutions that help find what you need and convert the ‘too much information’ into ‘actionable intelligence’ Some of those initiatives, however, like red light cameras or computerised flight passenger screening systems, have amounted to little more than ‘security theater’, which might waste limited resources and further delay the smart city transition due to over-hyped solutions and unrealistic projected return on investment. In other words, technology doesn’t necessarily result in more safety. But does this mean we are also more likely to quickly find what we need? Cities need solutions that help find what you need (e.g. a missing child or a suspect) and convert the ‘too much information’ into ‘actionable intelligence’. Data capture form to appear here! Better connectivity promotes safety There is a growing shift towards younger generations wanting to live in the city where they have access to public transportation, restaurants and entertainment. They also expect to live in a safer environment, and this is where the smart city approach comes into play with the introduction of WiFi in parks and public spaces, along with surveillance systems. These two solutions and services can now sit on the same network, thanks to better connectivity options and interference free solutions, such as mmWave wireless radios. Younger generations expect to live in a safer environment, and this is where the smart city approach comes into play with the introduction of WiFi in parks and public spaces, along with surveillance systems For example, Siklu Inc., a provider of mmWave wireless solutions, announces Smart City deployments based on Siklu’s broad E-band and V-band product portfolio previously reached, and now have likely surpassed, a milestone of 100 cities installed. Smart Cities, which were initially defined as municipalities connecting low data rate sensors for water, gas and more, have been evolving to demand high-capacity connectivity at gigabit-per-second speed. This high-bandwidth network infrastructure is needed to support new applications such as video security, public Wi-Fi backhaul, and private city network deployments. Linking AI and smart cities Dubai is an example of how artificial intelligence and smart city projects have become intrinsically linked. Under the leadership of His Highness Sheikh Mohammed bin Rashid al Maktoum, authorities in Dubai have set out to “make Dubai the happiest city on Earth” by adopting cutting-edge smart city initiatives. Dubai Police has launched a range of public safety initiatives including Smart Police iOS apps, traffic accident and location systems, and SOS apps for wearable devices. Dubai Police shows how artificial intelligence can power new Robocop prototypes – unarmed, life-sized patrolling robots carrying facial recognition software and automatic license plate recognition (ALPR). Authorities in Dubai have set out to “make Dubai the happiest city on Earth” by adopting cutting-edge smart city initiatives NVIDIA’s Metropolis™ intelligent video analytics platform is paving the way for the creation of AI cities. Metropolis Deep Learning makes cities safer and smarter by applying deep learning to video streams for applications such as public safety, traffic management and resource optimisation. More than 50 NVIDIA AI city partner companies are already providing products and applications that use deep learning on GPUs. “Deep learning is enabling powerful intelligent video analytics that turn anonymised video into real-time valuable insights, enhancing safety and improving lives,” said Deepu Talla, vice president and general manager of the Tegra business at NVIDIA. “The NVIDIA Metropolis platform enables customers to put AI behind every video stream to create smarter cities.” Smarter access control in cities Advanced software suites can provide access to all operations performed by users A smart city is one that uses information and communication technologies to increase operational efficiency, share information with the public and improve both the quality of government services and resident welfare. Smart access control is an important step forward in providing technologically advanced security management and access solutions to support the ambitions of smart cities and their respectively smart industries. With high volumes of people entering and exiting different areas of the city, it is important to be able to trace who has been where, when and for how long. Advanced software suites can provide access to all operations performed by users, including a complete audit trail. This information is often used by business owners or managers for audits, improvements or compliance. Read parts two and three of our Smart Cities miniseries.

Effective access control can be achieved without the use of cards using a new generation of secure facial authentication enabled by artificial intelligence and machine learning. Alcatraz AI is introducing a system that deploys a sensing device, about the size of a badge reader, with multiple colour and infrared cameras that can detect facial features and confirm an identity. Real-time 3D facial mapping avoids anyone using a photograph, video or mask to spoof the system and confirms there is a real person that matches the stored facial image. System helps in tailgating mitigation Deep neural networks, powered by NVIDIA, enable the system to achieve new levels of frictionless access control, says Vince Gaydarzhiev, CEO of Alcatraz AI. Computer processing is achieved at the edge to ensure speedy and secure access control. We saw an opportunity to create a system that solves issues of tailgating and addresses the need for security without increasing friction"“We saw an opportunity to create a system that solves issues of tailgating and addresses the need for security without increasing friction,” says Gaydarzhiev. The accuracy of the system lessens the need for security guards, he says. The Silicon Valley startup, currently with 20 employees, was founded in early 2016 by a team from Apple, NVIDIA and Lily Robotics with a goal of targeting mid- to large-sized corporations that currently have deployed badging systems. The company has raised close to $6M from venture capital firms and individuals, and Johnson Controls/Tyco has invested in the startup. Alcatraz AI’s sensor device, mounted near a door, confirms a user’s identity and communicates the user’s badge number to the existing access control infrastructure. “The system improves the facial profile every time, using the neural network to be even more accurate in the future,” says Gaydarzhiev. He says it is the industry’s first “instant one-factor authentication for multi-person in-the-flow sensing.” The system is less expensive than previous facial authentication systems and does not require users to be very close to the reader Easy enrolment and deployment Enrolment in the system is easy. Companies can deploy a separate enrolment station, or any reader can be used for enrolment. After badging in a couple of times, the face matching system “enrols” the face with the associated badge number, thus allowing the user to dispense with the badge altogether. In the future, the frictionless system simply recognises the user and opens the door. A user company can quickly deploy the system at locations where thousands of employees have access, without requiring employees to go to HR for enrolment. Gaydarzhiev says accuracy of the system is no less than that of iris scanning, and the accuracy is configurable for specific needs. He says the system is less expensive than previous facial authentication systems and does not require users to be very close to the reader. Facial authentication is also more flexible than iris scanning or fingerprinting. Detecting intent from positioning of eyes The system detects intent from the positioning of the eyes and body to avoid opening a door unintentionallyIn contrast to near field communication (NFC) or Bluetooth systems, the technology does not require a compatible smart phone or have issues of communication range. There is no need for users to stop and perform an action or gesture to signal intent. The system detects intent from the positioning of the eyes and body to avoid opening a door unintentionally, says Gaydarzhiev.  Alcatraz AI is targeting high-tech enterprises, including healthcare, government and eventually banks. Currently they have three pilot installations among large global software companies and are undergoing trials with some government agencies. Today, they sell direct to end users, but the intent is to develop a dealer channel that will account for most of the sales.