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Cisco Unveils Secure Network Architecture For AI Transformation In Workplace
Cisco Unveils Secure Network Architecture For AI Transformation In Workplace

Channel Post MEA

time2 days ago

  • Business
  • Channel Post MEA

Cisco Unveils Secure Network Architecture For AI Transformation In Workplace

Cisco has unveiled a new network architecture to power the campus, branch, and industrial networks of the future. The new architecture delivers unmatched operational simplicity through unified management, next-generation networking devices purpose-built for AI workloads, and advanced security capabilities embedded into the network. Cisco is setting a new standard for how organizations navigate the challenges of skyrocketing traffic, rising cyber threats, and critical uptime requirements created as enterprises rush to harness the potential of AI in the workplace. According to the Cisco IT Networking Leader Survey, 97% of businesses believe they need to upgrade their networks to make AI and IoT initiatives successful, and the stakes are high: a single severe outage can inflict nearly $160 billion in losses globally. Faced with these challenges, IT teams need a new approach to scale operations, reduce downtime, and unlock new levels of efficiency and innovation. 'As AI transforms work, it fuels explosive traffic growth across campus, branch, and industrial networks, overwhelming IT teams with complexity and novel security risks at a time when downtime has never been more costly,' said Jeetu Patel, President and Chief Product Officer, Cisco. 'With a new architecture, breakthrough devices optimized for AI, and AgenticOps, we're leapfrogging the industry and reimagining how networks are managed and secured.' Simplifying Operations with Unified Management and AgenticOps Operational complexity is among the greatest challenges facing IT teams today. Cisco's unified management platform addresses this by bringing together management of Meraki and Catalyst devices, along with support for next-gen wireless, switching, routing, and industrial networks—all in a single platform that supports any cloud, on-prem, or hybrid deployment. Cisco's unified management platform is further differentiated by ThousandEyes assurance—which now extends to mobile endpoints, and industrial IoT—and delivers deeper, more actionable visibility into enterprise networks and Microsoft Azure. A new ThousandEyes and Splunk integration adds real-time insights from network to application. This multilayered approach delivers comprehensive assurance and observability across both owned and unowned infrastructure, helping ensure consistent performance and operational resilience. Supercharging the platform is AgenticOps, Cisco's AI-driven approach to running modern IT operations that turns real-time telemetry, automation, and deep domain expertise into intelligent, end-to-end actions —at machine speed and with IT teams still in control. Cisco's AgenticOps capabilities are powered by a new Deep Network Model— a domain-specific LLM trained on decades of Cisco expertise, from CCIE-level content to Cisco U. courseware. The Deep Network Model also powers the Cisco AI Assistant, a natural language interface that identifies issues, diagnoses root causes, and automates workflows. The result is AI that understands networks and works the way IT does, reducing task time from hours to minutes. Also, Cisco is introducing the all-new AI Canvas, a new AgenticOps capability, a generative AI user interface for customer dashboards that enables NetOps, SecOps, and DevOps teams to collaborate, optimize operations, and reduce IT strain. Next-Gen Network Devices Designed to Scale for AI To meet the unprecedented demands AI workloads will place on networks, Cisco is unveiling purpose-built hardware that delivers low latency, high capacity, and robust security for the AI-powered enterprise. Each device is tailored to meet the specific demands of its environment: New Cisco C9350 and C9610 Smart Switches to Power Campus Networks: Cisco is launching a new generation of Cisco Smart Switches, powered by Silicon One, that delivers up to 51.2Tbps of throughput, below 5 microsecond latency and quantum-resistant secure networking to power high-stakes AI applications. Cisco is launching a new generation of Cisco Smart Switches, powered by Silicon One, that delivers up to 51.2Tbps of throughput, below 5 microsecond latency and quantum-resistant secure networking to power high-stakes AI applications. New Cisco 8100, 8200, 8300, 8400 and 8500 Secure Routers: As AI transforms branch operations and customer interactions, new Cisco Secure Routers offer native SD-WAN and Secure Access Service Edge (SASE) integration, next-generation firewall (NGFW), and post-quantum security into a single-box WAN solution—with up to three times the throughput of previous generations. As AI transforms branch operations and customer interactions, new Cisco Secure Routers offer native SD-WAN and Secure Access Service Edge (SASE) integration, next-generation firewall (NGFW), and post-quantum security into a single-box WAN solution—with up to three times the throughput of previous generations. Expanded Wireless Portfolio: Cisco is extending its Wi-Fi 7 portfolio with the Cisco Wireless 9179F Series Access Points for stadiums and large venues, and is delivering seamless, cloud-managed roaming for large campuses with the new Cisco Campus Gateway. Cisco is extending its Wi-Fi 7 portfolio with the Cisco Wireless 9179F Series Access Points for stadiums and large venues, and is delivering seamless, cloud-managed roaming for large campuses with the new Cisco Campus Gateway. Expanded Industrial Portfolio: To meet the rigorous performance and reliability demands of industrial AI use cases, Cisco is introducing new ruggedized switches in a variety of form factors to support applications including visual quality inspections and autonomous mobile robots. Additionally, new critical wireless use cases are now connected with the integration of Ultra-Reliable Wireless Backhaul (URWB) together with Wi-Fi technology in a single access point. Security Integrated Seamlessly into the Network Today's enterprise networks face a complex and dynamic security landscape. To combat these continually evolving threats, Cisco is integrating advanced security seamlessly into the network, and is unveiling new protections across three critical layers: Securing Network Infrastructure: New Cisco Live Protect provides kernel-level compensating controls, block exploits and defend campus switches and routers — without requiring reimaging or downtime. New Cisco Live Protect provides kernel-level compensating controls, block exploits and defend campus switches and routers — without requiring reimaging or downtime. Defending Data in Transit: To safeguard data in transit, Cisco has added post-quantum-ready MACsec, WAN MACsec, and IPsec encryption to defend against 'harvest-now, decrypt-later' attacks. In addition, the new Cisco C9000 Smart Switches are Hypershield-ready. This will help enhance network segmentation to contain threats at machine speed. To safeguard data in transit, Cisco has added post-quantum-ready MACsec, WAN MACsec, and IPsec encryption to defend against 'harvest-now, decrypt-later' attacks. In addition, the new Cisco C9000 Smart Switches are Hypershield-ready. This will help enhance network segmentation to contain threats at machine speed. Protecting Users, Endpoints, and Applications: Starting from a strong foundation of microsegmentation, AI-powered device classification, and common policy, Cisco is extending protections for every device and application connected across the network. With intelligence from Cisco Identity Services Engine, Cyber Vision, and Cisco Talos combined with Cisco Secure Access SSE, organizations can enforce security effectively at every point in the network. 'Organizations are at a critical juncture. The promise of AI is immense, but the reality is that existing enterprise networks are simply not equipped to handle the scale, security, and reliability requirements that AI demands,' said Matt Eastwood, IDC. 'Cisco's new secure network architecture marks a critical evolution in networking and provides a future-ready foundation for enterprises to confidently embrace AI without sacrificing performance or security.'

Cisco launches secure AI-optimised network for global firms
Cisco launches secure AI-optimised network for global firms

Techday NZ

time3 days ago

  • Business
  • Techday NZ

Cisco launches secure AI-optimised network for global firms

Cisco has introduced a new secure network architecture targeting the growing demands and security concerns facing enterprises as AI-driven workloads reshape the modern workplace. The architecture is designed for deployment across campus, branch, and industrial network environments, and focuses on operational simplicity through unified management, hardware optimised for AI applications, and security embedded within every layer of the network. Enterprise demands The new architecture comes in response to surging network traffic, tighter uptime requirements, and heightened cyber security threats as organisations accelerate the integration of AI across their operations. Cisco cited findings from its IT Networking Leader Survey, which revealed that 97% of businesses believe network upgrades are necessary for the success of AI and IoT initiatives. The survey also indicated that single severe outages could result in global financial losses approaching USD $160 billion. Jeetu Patel, President and Chief Product Officer at Cisco, explained the challenge: "As AI transforms work, it fuels explosive traffic growth across campus, branch, and industrial networks, overwhelming IT teams with complexity and novel security risks at a time when downtime has never been more costly. With a new architecture, breakthrough devices optimized for AI, and AgenticOps, we're leapfrogging the industry and reimagining how networks are managed and secured." Simplified operations Operational complexity is frequently cited as a pain point for IT departments. The Cisco unified management platform seeks to address this by enabling management across Meraki and Catalyst device ranges, wireless, switching, routing, and industrial networks. This integrated approach allows deployment in any environment—cloud, on-premises, or hybrid. The management platform incorporates ThousandEyes assurance—which now extends to mobile endpoints and industrial IoT—offering more comprehensive visibility into networks and into Microsoft Azure. Cisco has also introduced an integration between ThousandEyes and Splunk, delivering real-time insights from network to application. This is expected to give organisations greater assurance and operational resilience across both internal and third-party infrastructure. Central to the management advances is AgenticOps, Cisco's AI-enabled operational strategy that combines real-time telemetry, automation, and domain knowledge for data-driven actions. This is underpinned by the Deep Network Model, a domain-specific large language model trained on Cisco resources, from advanced certifications to courseware content. The platform also debuts the Cisco AI Assistant, a conversational interface designed to identify and diagnose network issues, reducing the time required for common tasks. In addition, Cisco is launching AI Canvas—a generative AI dashboard interface intended to help NetOps, SecOps, and DevOps teams collaborate and optimise operations while reducing the strain on IT staff. New hardware for AI workloads Cisco has also announced a new range of devices tailored to the requirements of high-volume AI traffic, low latency, and robust security. The new Cisco C9350 and C9610 Smart Switches, powered by Silicon One, reportedly offer up to 51.2Tbps throughput, latency below five microseconds, and incorporate quantum-resistant security capabilities. The new Cisco 8100, 8200, 8300, 8400 and 8500 Secure Routers include native SD-WAN and Secure Access Service Edge (SASE) integration, next-generation firewalls, and post-quantum security within a single device. Cisco states that these routers deliver up to three times the throughput of previous generations. The expanded wireless portfolio features the Cisco Wireless 9179F Series Access Points for high-capacity venues, and a new Campus Gateway to provide seamless roaming on large campuses. For industrial environments, newly ruggedised switches and Ultra-Reliable Wireless Backhaul integration aim to support critical applications such as quality inspections and autonomous mobile robots. Security measures Cisco's approach integrates security at multiple layers. The new Cisco Live Protect introduces kernel-level controls designed to block exploits and protect switches and routers without requiring downtime or system reimaging. To secure data in transit, post-quantum-ready MACsec, WAN MACsec, and IPsec encryption have been added, with the new C9000 Smart Switches now Hypershield-ready for enhanced segmentation. Security is likewise extended to users, endpoints, and applications. Cisco's updates include expanded microsegmentation, AI-powered device classification, and unified policy management. With the support of Cisco Identity Services Engine, Cyber Vision, Cisco Talos, and Secure Access SSE, the architecture aims to enforce security measures at all network points. Industry response Commenting on the development, Matt Eastwood of IDC stated: "Organizations are at a critical juncture. The promise of AI is immense, but the reality is that existing enterprise networks are simply not equipped to handle the scale, security, and reliability requirements that AI demands. Cisco's new secure network architecture marks a critical evolution in networking and provides a future-ready foundation for enterprises to confidently embrace AI without sacrificing performance or security." Availability The new architecture will be available through Cisco and certified partners, with unified management, licensing, and support. The unified management platform is available immediately, with Cisco AI Assistant in public beta and AI Canvas to be trialled with selected customers later in the year.

Cisco Unveils Secure Network Architecture to Accelerate Workplace AI Transformation
Cisco Unveils Secure Network Architecture to Accelerate Workplace AI Transformation

Cision Canada

time3 days ago

  • Business
  • Cision Canada

Cisco Unveils Secure Network Architecture to Accelerate Workplace AI Transformation

Radically simplifies network operations, delivers exponential performance with next-generation devices and fuses security into the network Cisco's new secure network architecture addresses the urgent challenges for enterprises in the AI era: explosive network traffic, mission-critical uptime requirements, and intensifying security threats. New AI-powered management capabilities, next-gen high-capacity and low-latency network devices, and a quantum-resistant security model simplify complex IT and OT operations and enhance workforce productivity. Cisco's unified management platform manages the AI-ready network securely and with simplicity, empowering enterprises to confidently adopt and scale AI solutions, giving them a competitive edge. SAN DIEGO, June 10, 2025 /CNW/ -- CISCO LIVE -- Cisco (NASDAQ: CSCO) today unveiled a new network architecture to power the campus, branch, and industrial networks of the future. The new architecture delivers unmatched operational simplicity through unified management, next-generation networking devices purpose-built for AI workloads, and advanced security capabilities embedded into the network. Cisco is setting a new standard for how organizations navigate the challenges of skyrocketing traffic, rising cyber threats, and critical uptime requirements created as enterprises rush to harness the potential of AI in the workplace. According to the Cisco IT Networking Leader Survey, 97% of businesses believe they need to upgrade their networks to make AI and IoT initiatives successful, and the stakes are high: a single severe outage can inflict nearly $160 billion in losses globally. Faced with these challenges, IT teams need a new approach to scale operations, reduce downtime, and unlock new levels of efficiency and innovation. "As AI transforms work, it fuels explosive traffic growth across campus, branch, and industrial networks, overwhelming IT teams with complexity and novel security risks at a time when downtime has never been more costly," said Jeetu Patel, President and Chief Product Officer, Cisco. "With a new architecture, breakthrough devices optimized for AI, and AgenticOps, we're leapfrogging the industry and reimagining how networks are managed and secured." Simplifying Operations with Unified Management and AgenticOps Operational complexity is among the greatest challenges facing IT teams today. Cisco's unified management platform addresses this by bringing together management of Meraki and Catalyst devices, along with support for next-gen wireless, switching, routing, and industrial networks—all in a single platform that supports any cloud, on-prem, or hybrid deployment. Cisco's unified management platform is further differentiated by ThousandEyes assurance —which now extends to mobile endpoints, and industrial IoT—and delivers deeper, more actionable visibility into enterprise networks and Microsoft Azure. A new ThousandEyes and Splunk integration adds real-time insights from network to application. This multilayered approach delivers comprehensive assurance and observability across both owned and unowned infrastructure, helping ensure consistent performance and operational resilience. Supercharging the platform is AgenticOps, Cisco's AI-driven approach to running modern IT operations that turns real-time telemetry, automation, and deep domain expertise into intelligent, end-to-end actions —at machine speed and with IT teams still in control. Cisco's AgenticOps capabilities are powered by a new Deep Network Model — a domain-specific LLM trained on decades of Cisco expertise, from CCIE-level content to Cisco U. courseware. The Deep Network Model also powers the Cisco AI Assistant, a natural language interface that identifies issues, diagnoses root causes, and automates workflows. The result is AI that understands networks and works the way IT does, reducing task time from hours to minutes. Also, Cisco is introducing the all-new AI Canvas, a new AgenticOps capability, a generative AI user interface for customer dashboards that enables NetOps, SecOps, and DevOps teams to collaborate, optimize operations, and reduce IT strain. Next-Gen Network Devices Designed to Scale for AI To meet the unprecedented demands AI workloads will place on networks, Cisco is unveiling purpose-built hardware that delivers low latency, high capacity, and robust security for the AI-powered enterprise. Each device is tailored to meet the specific demands of its environment: New Cisco C9350 and C9610 Smart Switches to Power Campus Networks: Cisco is launching a new generation of Cisco Smart Switches, powered by Silicon One, that delivers up to 51.2Tbps of throughput, below 5 microsecond latency and quantum-resistant secure networking to power high-stakes AI applications. New Cisco 8100, 8200, 8300, 8400 and 8500 Secure Routers: As AI transforms branch operations and customer interactions, new Cisco Secure Routers offer native SD-WAN and Secure Access Service Edge (SASE) integration, next-generation firewall (NGFW), and post-quantum security into a single-box WAN solution—with up to three times the throughput of previous generations. Expanded Wireless Portfolio: Cisco is extending its Wi-Fi 7 portfolio with the Cisco Wireless 9179F Series Access Points for stadiums and large venues, and is delivering seamless, cloud-managed roaming for large campuses with the new Cisco Campus Gateway. Expanded Industrial Portfolio: To meet the rigorous performance and reliability demands of industrial AI use cases, Cisco is introducing new ruggedized switches in a variety of form factors to support applications including visual quality inspections and autonomous mobile robots. Additionally, new critical wireless use cases are now connected with the integration of Ultra-Reliable Wireless Backhaul (URWB) together with Wi-Fi technology in a single access point. Security Integrated Seamlessly into the Network Today's enterprise networks face a complex and dynamic security landscape. To combat these continually evolving threats, Cisco is integrating advanced security seamlessly into the network, and is unveiling new protections across three critical layers: Securing Network Infrastructure: New Cisco Live Protect provides kernel-level compensating controls, block exploits and defend campus switches and routers — without requiring reimaging or downtime. Defending Data in Transit: To safeguard data in transit, Cisco has added post-quantum-ready MACsec, WAN MACsec, and IPsec encryption to defend against "harvest-now, decrypt-later" attacks. In addition, the new Cisco C9000 Smart Switches are Hypershield -ready. This will help enhance network segmentation to contain threats at machine speed. Protecting Users, Endpoints, and Applications: Starting from a strong foundation of microsegmentation, AI-powered device classification, and common policy, Cisco is extending protections for every device and application connected across the network. With intelligence from Cisco Identity Services Engine, Cyber Vision, and Cisco Talos combined with Cisco Secure Access SSE, organizations can enforce security effectively at every point in the network. "Organizations are at a critical juncture. The promise of AI is immense, but the reality is that existing enterprise networks are simply not equipped to handle the scale, security, and reliability requirements that AI demands," said Matt Eastwood, IDC. "Cisco's new secure network architecture marks a critical evolution in networking and provides a future-ready foundation for enterprises to confidently embrace AI without sacrificing performance or security." Availability With hardware orderable this month through Cisco or Cisco certified partners, this new architecture is powered by a single platform, with unified management, licensing and support, and the flexibility to deploy in the cloud, hybrid, or on-premises. The unified management platform is available now, Cisco AI Assistant is in public beta, and Cisco AI Canvas will be tested with select customers this fall. Additional Resources: Visit the Cisco Newsroom for all Cisco Live 2025 announcements. Cisco Customer Experience helps customers get more from their technology investments. Cisco Capital payment solutions provide choices – ways to pay for your technology in more than 100 countries. Support AI-ready outcomes with new skills training in Cisco U. About Cisco Cisco (NASDAQ: CSCO) is the worldwide technology leader that is revolutionizing the way organizations connect and protect in the AI era. For more than 40 years, Cisco has securely connected the world. With its industry leading AI-powered solutions and services, Cisco enables its customers, partners and communities to unlock innovation, enhance productivity and strengthen digital resilience. With purpose at its core, Cisco remains committed to creating a more connected and inclusive future for all. Discover more on The Newsroom and follow us on X at @Cisco. Cisco and the Cisco logo are trademarks or registered trademarks of Cisco and/or its affiliates in the U.S. and other countries. A listing of Cisco's trademarks can be found at Third-party trademarks mentioned are the property of their respective owners. The use of the word 'partner' does not imply a partnership relationship between Cisco and any other company. Disclaimer: Many of the products and features mentioned are still in development and will be made available as they are finalized, subject to ongoing evolution in development and innovation. The timeline for their release is subject to change.

FKA twigs review – a stunning ​surprise-filled spectacle
FKA twigs review – a stunning ​surprise-filled spectacle

The Guardian

time19-03-2025

  • Entertainment
  • The Guardian

FKA twigs review – a stunning ​surprise-filled spectacle

At Manchester's sold-out Aviva Studios, smoke curls around a giant, ominous black box that resembles a freshly landed spaceship. It's the perfect warm-up act for Cheltenham-born experimentalist FKA twigs, whose abstract take on pop has always felt inscrutably alien: from 2012's dark, trip-hoppy debut EP1 to her new club-inspired album Eusexua, her first to hit the UK Top 10. If the latter's title proved slippery – it's a term she coined for the elevated state of clarity she likened to 'the moment before an orgasm' – this three-act show is even trickier to pin down, and irresistibly so. A title card on a screen introduces Act I: The Practice. Twigs slowly emerges from behind the box in a dress, singing a medley that threads backwards through her catalogue: from Thousand Eyes on 2019's Magdalene to Weak Spot from EP1. Then she snaps to the present, namely the club vibe of Eusexua. Her dancers strip to their underwear and dance to the airy techno of Room of Fools. It's a striking showcase of FKA twigs's versatility, held together by her acrobatic live vocal and closing in the drum'n'bass outro of Striptease. In Act II: State of Being, the box is uncovered to reveal an open frame and the show becomes more free-form and spectacle-heavy. Suspending herself from chains in the box, she sings Eusexua's title-track upside down. Girl Feels Good features a whip-cracking dancer. Darting around her catalogue, she throws in an unreleased song called Perfectly – a bright, punchy, club-ready track in the vein of Eusexua – and dances to a remix of Madonna's Vogue. Act III: The Pinnacle feels more sedate, but no less surprise-filled: FKA twigs dances with a sword, sings to a huge silver dragon operated by puppeteers and closes with a pole dance in the box to 24hr Dog. There's a nagging sense that this three-part structure doesn't really go anywhere concrete: the resulting jumble falls slightly short of the high concepts it gestures at, though it works as sheer pop spectacle. It even hints, thrillingly, at a future wherein FKA twigs, like Charli xcx, might become a bona fide pop star well into her career's third act. FKA twigs is playing at Magazine London on 21 and 22 March

What Really Happened With the DDoS Attacks That Took Down X
What Really Happened With the DDoS Attacks That Took Down X

WIRED

time11-03-2025

  • Business
  • WIRED

What Really Happened With the DDoS Attacks That Took Down X

Mar 11, 2025 9:42 AM Elon Musk said a 'massive cyberattack' disrupted X on Monday and pointed to 'IP addresses originating in the Ukraine area' as the source of the attack. Security experts say that's not how it works. White House Senior Advisor to the President and Tesla and SpaceX CEO Elon Musk departs the U.S. Capitol Building on March 5, 2025 in Washington, DC. Photograph:The social network X suffered intermittent outages on Monday, a situation owner Elon Musk attributed to a 'massive cyberattack.' Musk said in an initial X post that the attack was perpetrated by 'either a large, coordinated group and/or a country.' In a post on Telegram, a pro-Palestinian group known as 'Dark Storm Team' took credit for the attacks within a few hours. Later on Monday, though, Musk claimed in an interview on Fox Business Network that the attacks had come from Ukrainian IP addresses. Web traffic analysis experts who tracked the incident on Monday were quick to emphasize that the type of attacks X seemed to face—distributed denial of service, or DDoS, attacks—are launched by a coordinated army of computers, or a 'botnet,' pummeling a target with junk traffic in an attempt to overwhelm and take down its systems. Botnets are typically dispersed around the world, generating traffic with geographically diverse IP addresses, and they can also include mechanisms that make it harder to determine where they are controlled from. 'It's important to recognize that IP attribution alone is not conclusive. Attackers frequently use compromised devices, VPNs, or proxy networks to obfuscate their true origin," says Shawn Edwards, chief security officer of the network connectivity firm Zayo. X did not return WIRED's requests for comment about the attacks. Multiple researchers tell WIRED that they observed five distinct attacks of varying length against X's infrastructure, the first beginning early Monday morning with the final burst on Monday afternoon. The internet intelligence team at Cisco's ThousandEyes tells WIRED in a statement that,'During the disruptions, ThousandEyes observed network conditions that are characteristic of a DDoS attack, including significant traffic loss conditions which would have hindered users from reaching the application.' DDoS attacks are common and virtually all modern internet services experience them regularly and must proactively defend themselves. As Musk himself put it on Monday, 'We get attacked every day.' Why, then, did these DDoS attacks cause outages for X? Musk said it was because 'this was done with a lot of resources,' but independent security researcher Kevin Beaumont and other analysts see evidence that some X origin servers, which respond to web requests, weren't properly secured behind the company's Cloudflare DDoS protection and were publicly visible. As a result, attackers could target them directly. X has since secured the servers. 'The botnet was directly attacking the IP and a bunch more on that X subnet yesterday, it's a botnet of cameras and DVRs,' Beaumont says. A few hours after the final attack concluded, Musk told Fox Business host Larry Kudlow in an interview that, 'We're not sure exactly what happened, but there was a massive cyberattack to try to bring down the X system with IP addresses originating in the Ukraine area.' Musk has mocked Ukraine and its president Volodymyr Zelensky repeatedly since Russia invaded its neighbor in February 2022. A major campaign donor to President Donald Trump, Musk now heads the so-called Department of Government Efficiency, or DOGE, which has razed the US federal government and its workforce in the weeks since Trump's inauguration. Meanwhile, the Trump administration has recently warmed relations with Russia and moved the US away from its longtime support of Ukraine. Musk has already been involved in these geopolitics in the context of a different company he owns, SpaceX, which operates the satellite internet service Starlink that many Ukrainians rely on. DDoS traffic analysis can break down the firehose of junk traffic in different ways, including by listing the countries that had the most IP addresses involved in an attack. But one researcher from a prominent firm, who requested anonymity because they are not authorized to speak about X, noted that they did not even see Ukraine in the breakdown of the top 20 IP address origins involved in the X attacks. If Ukrainian IP addresses did contribute to the attacks, though, numerous researchers say that the fact alone is not noteworthy. 'What we can conclude from the IP data is the geographic distribution of traffic sources, which may provide insights into botnet composition or infrastructure used,' Zayo's Edwards says. 'What we can't conclude with certainty is the actual perpetrator's identity or intent.'

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