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Edge AI for <b>IoT</b>: Use Cases, Benefits and Deployment Challenges

Edge AI is emerging as a critical enabler for next-generation IoT systems, allowing data processing and decision-making to occur closer to where data is generated. As connected devices proliferate across industries, the limitations of centralized cloud processing—particularly in terms of latency, bandwidth, and privacy—are becoming increasingly evident. By integrating artificial intelligence directly into edge devices or local gateways, Edge AI reshapes how IoT architectures are designed and deployed. It enables faster responses, reduces dependency on network connectivity, and supports new classes of applications that were previously impractical with cloud-only approaches. Key Takeaways - Edge AI brings data processing and AI inference closer to IoT devices, reducing latency and bandwidth usage. - It enables real-time decision-making in environments where cloud connectivity is limited or unreliable. - Key technologies include embedded AI chips, lightweight machine learning models, and edge computing platforms. - Use cases span industrial automation, smart cities, healthcare, logistics, and energy management. - Challenges include hardware constraints, model optimization, security risks, and lifecycle management. What is Edge AI for IoT: Use Cases, Benefits and Deployment Challenges? Edge AI refers to the deployment of artificial intelligence algorithms directly on IoT devices or edge computing infrastructure, enabling data processing and inference to occur locally rather than in centralized cloud environments. Within the IoT ecosystem, Edge AI plays a pivotal role by allowing connected devices—such as sensors, cameras, and industrial machines—to analyze data in real time. This approach reduces reliance on continuous cloud connectivity and supports applications that require immediate insights or actions. Unlike traditional cloud-based AI, where raw data is transmitted to remote servers for processing, Edge AI enables localized intelligence. This shift is particularly relevant for latency-sensitive and bandwidth-constrained use cases. How Edge AI for IoT: Use Cases, Benefits and Deployment Challenges works Edge AI architectures typically combine IoT devices, edge

Cyber Threat Alliance Welcomes Motorola Solutions as Newest Member

Cyber Threat Alliance Welcomes Motorola Solutions as Newest Member Company brings a new perspective to the Alliance as a leading provider of mission-critical technologies Cyber Threat Alliance (CTA), a nonprofit organization dedicated to improving the cybersecurity of the global digital ecosystem, today announced Motorola Solutions as its newest member and first in the safety and security technology sector. CTA and Motorola Solutions, including the Public Safety Threat Alliance (PSTA) it founded and administrates, will collaborate on cyber threat intelligence sharing to strengthen the security postures of public safety agencies and enterprises globally. Motorola Solutions is a global leader in mission-critical safety and security technologies for public safety, defense and enterprise organizations. Its robust ecosystem includes critical communications, command center, video security and AI technologies that help protect people, property and places. It established the PSTA in 2022, which provides nearly 2,500 public safety agencies globally with actionable intelligence to defend against attacks. “I am pleased to welcome Motorola Solutions to the Cyber Threat Alliance,” said Michael Daniel, President and CEO, Cyber Threat Alliance. “Motorola Solutions brings a new perspective to the Alliance as a leading provider of mission-critical technologies that protect our communities and as the trusted leader for cyber threat intelligence sharing in the public safety sector through the Public Safety Threat Alliance. CTA members look forward to welcoming Motorola Solutions and the enhanced cyber threat collaboration that will ensue.” “All public safety agencies require a mission-critical cybersecurity posture to support the safety and security of their communities,” said Jay Kaine, Director of the PSTA, Motorola Solutions. “We look forward to collaborating with the Cyber Threat Alliance. Together, we will deliver earlier warnings and greater intelligence to the thousands of agencies that depend on this robust knowledge-sharing network to help stay ahead of increasingly sophisticated cyber threats.”

Digi International Launches Rugged 5G Router for Industrial <b>IoT</b>

- Today - Holidays - Birthdays - Reminders - Cities - Atlanta - Austin - Baltimore - Berwyn - Beverly Hills - Birmingham - Boston - Brooklyn - Buffalo - Charlotte - Chicago - Cincinnati - Cleveland - Columbus - Dallas - Denver - Detroit - Fort Worth - Houston - Indianapolis - Knoxville - Las Vegas - Los Angeles - Louisville - Madison - Memphis - Miami - Milwaukee - Minneapolis - Nashville - New Orleans - New York - Omaha - Orlando - Philadelphia - Phoenix - Pittsburgh - Portland - Raleigh - Richmond - Rutherford - Sacramento - Salt Lake City - San Antonio - San Diego - San Francisco - San Jose - Seattle - Tampa - Tucson - Washington Digi International Launches Rugged 5G Router for Industrial IoT New Digi IX25 device offers active eSIM, edge computing, and AI-driven operations. Apr. 1, 2026 at 1:05am Got story updates? Submit your updates here. › Digi International, a leading provider of IoT connectivity products and services, has announced the launch of the Digi IX25, a next-generation rugged 5G router designed for industrial IoT applications. The device features active eSIM capabilities, edge computing power, and AI-driven operations to support advanced connectivity and edge processing needs. Why it matters The Digi IX25 represents a significant advancement in industrial networking hardware, providing enterprises with a highly capable and secure 5G router to power their IoT deployments. As 5G networks continue to expand, having access to ruggedized, TAA-compliant hardware will be crucial for organizations looking to leverage the speed and low latency of the new wireless standard. The details The Digi IX25 is designed to withstand harsh industrial environments, with a rugged enclosure and support for wide temperature ranges. It offers active eSIM capabilities, allowing for remote SIM provisioning and management,

Malfunctioning Machines to Mandatory Standards: <b>Cyber Security</b> Standards for Consumer ...

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Japan Tokyo IT Week - Japan Tokyo IT Exhibition

Japan IT Week Tokyo - Japan IT Exhibition is one of Asia's leading professional information technology trade shows, held annuy in Tokyo, Japan. The event brings together top global IT companies, startups, technology experts, and industry decision-makers to showcase the latest technology trends, products, and solutions across various cutting-edge fields such as artificial intelligence, cloud computing, IoT, cybersecurity, big data, and digital transformation. It provides exhibitors with a platform to display innovations and expand business networks, while offering visitors valuable opportunities to gain industry insights, explore collaboration prospects, and acquire professional knowledge. With a history spanning many years, it has evolved into one of the most influential IT industry events in Japan and the Asia-Pacific region. The exhibition typicy features keynote speeches, technical seminars, product demonstrations, one-on-one business meetings, and award ceremonies, aiming to foster technological innovation and facilitate industry exchange and cooperation, thereby playing a significant role in shaping the future digital society. Companies can leverage the Tokyo IT Week for effective PR and communication campaigns. Prior to the event, generating buzz by releasing technology white papers, industry insight reports, or previews of innovative products aligned with the exhibition themes can attract media and target audience attention. During the exhibition, actively organizing or participating in executive speeches, product launches, media interviews, and networking events helps demonstrate technological prowess and industry leadership while establishing direct connections with key opinion leaders, analysts, and potential partners. Post-event, timely dissemination of achievement summaries, partnership announcements, or customer case studies through multiple channels (e.g., official websites, social media, industry press) can extend the exhibition's impact into long-term brand equity and business opportunities. Companies can leverage the Tokyo IT Week for effective PR and communication campaigns. Prior to the event, generating buzz by releasing technology white papers, industry insight reports, or previews of innovative products

Test of Things raises €1.2M to automate <b>cybersecurity</b> testing for connected devices

Finnish IoT cybersecurity company Test of Things has raised €1.2 million in Pre-Seed funding. When a company builds a connected device — whether it's a smart lock, a hospital monitor, or a piece of factory equipment — it has to make sure that device is secure before selling it. However, cybersecurity testing and compliance documentation are largely manual work performed by highly skilled experts, and thus very expensive. And it doesn’t scale when today’s market is flooded with connected products. "Cybersecurity of products is in everyone's interest," says Marko Kaasila, CEO and co-founder of Test of Things. "But the current way of assuring it — manual, not systematic, and expensive — is unsustainable." Every insecure device that makes it to market is a potential door left unlocked for cyber criminals to exploit— hack your personal data, the operational systems of the factory, or the controls within an office building, even threatening essential critical infrastructure such as the electricity grid. Test of Things is building a platform that automates cybersecurity compliance testing end-to-end. Instead of a team of cybersecurity experts spending weeks manually combing through a device's security, their AI-powered software handles the heavy lifting — running tests continuously, flagging issues early, and generating the compliance documentation that regulators increasingly require. For device manufacturers, this means getting secure products to market faster. For the rest of us, it means the things we invite into our homes and workplaces are a little less likely to be someone else's backdoor. According to Rauli Kaksonen, CTO and co-founder: "This investment will let us focus on building the product further and start helping manufacturers to achieve their customers’ and authorities’ trust with secure products." The €1.2 million round was led by , with backing from industry veterans: Aapo Oksman, Zach Shelby, Neil Costigan, along with

Finnish startup Test of Things lands €1.2 million pre-seed to automate connected device security

Helsinki&Oulu-based cybersecurity startup Test of Things has raised €1.2 million in a pre-seed round led by Vendep Capital, with participation from angel investors including Aapo Oksman, Zach Shelby, Neil Costigan, Ääkköset Oy, and ScanABC, alongside public support from Business Finland. The company is building an AI-powered platform that automates cybersecurity testing and compliance for connected devices—replacing slow, manual processes with continuous testing and auto-generated regulatory documentation as frameworks like the EU Cyber Resilience Act tighten requirements. The fresh capital will be used to expand the engineering team and accelerate product development, as the seven-person, pre-revenue startup pushes to help manufacturers ship secure IoT and industrial devices faster while reducing the growing compliance burden. When a company builds a connected device — whether it’s a smart lock, a hospital monitor, or a piece of factory equipment — it has to make sure that device is secure before selling it. That sounds reasonable. The catch is how they do it today: cybersecurity testing and compliance documentation is largely manual work of highly skilled experts, thus very expensive. And it doesn’t scale when today’s market is flooded with connected products. “Cybersecurity of products is in everyone’s interest,” says Marko Kaasila, CEO and co-founder of Test of Things. “But the current way of assuring it — manual, not systematic, and expensive — is unsustainable.” Every insecure device that makes it to market is a potential door left unlocked for cyber criminals to exploit— hack your personal data, the operational systems of the factory, or the controls within an office building, even threatening essential critical infrastructure such as the electricity grid. Test of Things is building a platform that automates cybersecurity compliance testing end-to-end. Instead of a team of cybersecurity experts spending weeks combing through a device’s security manually, their AI-powered software handles the heavy

Global <b>Cybersecurity</b> Crackdown - <b>IoT</b> Botnets Dismantled Across Nations

The fight against IoT botnets took a significant turn recently. Law enforcement agencies in the US, Canada, and Germany have dismantled the infrastructure of four massive botnets. These cyber networks, known as Aisuru, KimWolf, JackSkid, and Mossad, were responsible for conducting numerous disruptive attacks, even affecting the US Department of Defense systems. This takedown highlights the vulnerability of IoT devices, which hackers transformed into a “residential proxy” network. Here, attackers disguised malicious activities as coming from legitimate consumer devices. Such tactics make detection complicated, allowing hackers to bypass security filters. Unfortunately, the context enabling these botnets still exists. Consumer gadgets—routers, webcams, smart TVs—often feature weak default passwords. Coupled with infrequent firmware updates, they serve as fertile ground for hackers. Without vigilant security practices, many devices remain vulnerable long-term. From an industry perspective, these botnets represented a profitable cybercrime-as-a-service business model, renting out access to their infrastructure to other criminals. Addressing these vulnerabilities requires heightened security measures from IoT manufacturers and consumer demand for better security. In response to these threats, the US Federal Communications Commission (FCC) made a surprise move. It issued a ban on consumer-grade routers manufactured abroad unless they undergo approval by governmental departments. This ruling targets potential supply chain vulnerabilities associated with foreign-produced routers that could destabilize US critical infrastructures. The United Kingdom and European Union are adopting legislative measures to curtail such threats. In the UK, the Product Security and Telecommunications Infrastructure (PSTI) Act enforces tight security measures on manufacturers, banning easily guessed default passwords. In the EU, the Cyber Resilience Act mandates cybersecurity requirements on interconnected consumer products. Both regions aim to bolster protection against cyber threats. However, while Wi-Fi remains a popular entry point for attackers, wireless technologies such as Bluetooth are not immune. Many IoT devices operate with obsolete security standards, making them

How Wearables and <b>IoT</b> Reduce Burnout in Modern Caregiving

Caregiving is exhausting, usually leading to burnout from constant vigilance and lost sleep. Fortunately, wearables and IoT now provide a digital safety net, helping protect caregivers’ health. This article discusses how such technology is reshaping caregiving. Continuous Monitoring Without Constant Presence The primary advantage of wearables and IoT in caregiving is distant observation. Smartwatches assess vital signs and notify caregivers before they are in an emergency. Motion sensors instantly detect falls or unusual inactivity. These tools immediately send alerts without requiring continuous supervision. This ongoing flow of information offers reassurance that was previously attainable only with constant monitoring. The emotional relief is significant. The caregivers are constantly anxious about whether their loved one has fallen, taken medication, or is safe. This inhibits actual rest, even on breaks. Wearables break that pattern by providing reliable updates at a moment’s notice. A quick smartphone glance ensures security so that caregivers may unwind. This lets them return refreshed and ready to provide compassionate support. Data Insights That Guide Care Decisions Wearable data also provides insights that improve care decisions by eliminating guesswork. Data on the amount of sleep, for example, helps identify times when the loved one may have been uncomfortable, thus indicating pain. Movement data helps determine if the loved one is moving around as required. Heart rate variability helps identify illness at the earliest stages. This changes care to proactive rather than reactive and handles problems when they are manageable. Cumulative data also strengthens discussions with healthcare providers. Caregivers can report objective patterns observed over weeks or months instead of subjective observations. Doctors identify hidden patterns and modify treatments as needed. This collaboration among technology, caregivers, and healthcare providers establishes a more robust support network. The caregiver transitions from continuous monitoring to strategic response. This creates a more sustainable approach that

Schneider Electric bets on Africa's industrial security gap

When a single infected USB drive can shut down an oil refinery, cybersecurity stops being a technology problem and starts being an economic one. Schneider Electric is making that argument, loudly, across Sub-Saharan Africa. The French industrial giant is pushing deeper into the continent’s operational technology security market as African energy, mining, and power companies grapple with a problem decade in the making: critical infrastructure built on aging control systems that were never designed to withstand modern cyberattacks. Africa’s cybersecurity market sits at roughly $680 million today and is on track to more than double to $1.44 billion by 2031, according to industry estimates. Schneider wants a significant slice of that, particularly in the industrial corridors where its automation hardware already runs production lines, refineries, and power grids. “One of the biggest cybersecurity gaps we see is the lack of segmentation between IT and Operational Technology networks,” said Elijah Daniel, Schneider’s country sales director for process automation and software in Anglophone Africa. “A compromised email, a malicious file, or an infected USB device can become a bridge from IT systems into OT environments where critical production processes are controlled.” The vulnerability he’s describing isn’t hypothetical. Ransomware groups have spent the better part of five years targeting energy infrastructure globally, and African operators, many still running end-of-life Distributed Control Systems and Safety Instrumented Systems, present an attractive, underprepared target. State-sponsored actors and AI-assisted attack campaigns have widened the threat surface further. What makes the African market particularly complicated is culture as much as technology. Many plant operators still run on what the industry calls a “run to failure” philosophy, fix it when it breaks, not before. That approach made a certain rough sense in an era of mechanical failures. It’s a liability now. “If a system is working, it does not

Just three firewall vendors make Gartner's cut for market leaders

Rounding out the leadership trio was Tel Aviv, Israel-based Check Point, whose hybrid mesh firewall offerings specifically target AI data centers and neoclouds. Gartner attributed its absence to “a lack of strong security branding across network security and cloud security use cases.” Despite its technological process, Gartner found Cisco to have somewhat of a security identity problem, stating “cybersecurity leaders do not view Cisco as a security vendor for best-of-breed security use cases such as cloud firewall or microsegmentation.” The only challengers brand was Hewlett Packard Enterprise (HPE), which offers hybrid mesh firewall solutions via its Networking Security Director offering. Product quality issues, reporting firmware-related bugs, lagging PQC support, and the inability of technical support to provide faster resolution were also cited by Gartner clients as reasons to shift away from HPE.

Strengthening digital defences: Top cyber security tips for Zimbabwe’s SMEs

Uno de los mitos que rodean a la ciberseguridad es que las pequeñas y medianas empresas (pymes) no la necesitan en la misma medida que las grandes empresas. Para las pequeñas y medianas empresas (pymes) de Zimbabue, asociarse con un proveedor de ciberseguridad como Liquid Intelligent Technologies es fundamental. Identificar – Conozca sus activos digitales críticos Las pymes deben mantener un inventario de hardware, software y datos confidenciales e identificar las vulnerabilidades potenciales. Haga una copia de seguridad de los datos empresariales críticos en una ubicación segura fuera de las instalaciones. Nuestro enfoque holístico de la ciberseguridad capacita a las pymes de Zimbabue con soluciones personalizadas que protegen preventivamente contra los ataques antes de que afecten al negocio.

LG Electronics USA Highlights Key Benefits of New U.S. Cyber Trust Mark Program

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