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India’s First Agentic AI Campus Takes Shape at KLH Hyderabad

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India’s First Agentic AI Campus Takes Shape at KLH Hyderabad

Bangalore, October 2026 :Collaborates with HCL Group AI Labs to Bring Agentic AI into Student LearningKLH Hyderabad today inaugurated its Agentic AI Campus initiative and signed an MoU with HCL Group AI Labs, unveiling a roadmap that places AI-powered learning and student innovation at the centre of its academic vision. The collaboration aims to equip students across disciplines to understand, build and apply intelligent technologies through practical projects, faculty mentorship and industry engagement. Mr. Deepak Sarvanan, National Head, HCL Group AI Labs, formally inaugurated the initiative at a press meet in KLH Bachupally campus in Hyderabad. Dr. L. Koteswara Rao, Principal, KLH Bachupally, represented KLH at the MoU exchange, alongside Dr. A. Srinath, Dean – Skill Development, in the presence of other senior officials, deans, faculty and staff. The initiative aims to make AI an integral part of the student experience. From exploring concepts in the classroom to developing applications, students will be encouraged to use AI to investigate problems, test ideas and create solutions relevant to industry and society.Er. Koneru Lakshman Havish, Vice President, KL Deemed to be University said, “We want students to develop the confidence and skills to shape how AI is used in their chosen fields. Our collaboration with HCL Group AI Labs will help connect classroom learning with hands-on projects and industry expertise, giving students opportunities to build intelligent solutions for real-world needs. As we develop our Agentic AI Campus, our focus is on preparing young people to innovate responsibly and contribute meaningfully to an evolving workplace.”Agentic AI brings a new dimension to this approach. These systems can plan and carry out a series of tasks towards a defined goal, with appropriate human oversight. Understanding how such systems work will help students explore applications that extend from analysing information to coordinating workflows and supporting decisions.The proposed roadmap envisages project-based learning in areas such as business automation, data-driven services and discipline-specific AI applications. Students will be encouraged to design and test solutions, evaluating their accuracy, reliability and practical value.Faculty readiness will be a key part of the campus’s development. The collaboration envisages supporting educators in integrating AI into teaching, assignments and mentorship, helping students connect technical understanding with critical thinking and independent judgement.Responsible AI use will remain central to the learning approach, with attention to data privacy, bias, reliability and human accountability. Students will be encouraged to question outputs, verify information and understand the limitations of the systems they develop and use.Through its collaboration with HCL Group AI Labs, KLH Hyderabad aims to strengthen the connection between academic learning and the evolving workplace across its Bachupally and Aziznagar campuses, preparing students to develop AI solutions and apply them thoughtfully to real-world challenges.

Kaspersky Launching AI Protect in Asia Pacific to Defend Enterprises Against Rising AI-Powered Threats

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Kaspersky Launching AI Protect in Asia Pacific to Defend Enterprises Against Rising AI-Powered Threats

Bangalore, October 2026Kaspersky is officially launching Kaspersky AI Protect (KAIP) across the Asia Pacific region, introducing a purpose-built solution designed to secure enterprise AI infrastructure against a new generation of threats, from poisoned Large Language Model (LLM) files and malicious AI agents to conventional cyberattacks that continue to evolve alongside AI adoption.The launch comes as the Asia Pacific region has emerged as a global cyberattack hotspot, accounting for over 60 percent of recorded attacks worldwide. Manufacturing and IT services are the most targeted sectors, while small and medium enterprises across industries face severe exposure due to inadequate defense capabilities.At the same time, AI adoption across enterprise environments in the region is accelerating rapidly, and threat actors are moving just as fast. Globally, Kaspersky data shows that over 92,000 malicious attacks disguised as AI services were recorded in the first half of 2026 alone."The Asia Pacific region is at a critical inflection point. Enterprises are accelerating AI adoption and prioritizing speed to business value, yet many underestimate the real-world threats that come with it, including AI supply chain risks, model poisoning, malicious agents, and prompt injection attacks,” said Adrian Hia, Managing Director for Asia Pacific at Kaspersky.“Many organizations still hold the misconception that keeping large language models in-house makes them safe. But that overlooks how malicious code can be smuggled in through model weights, AI plugins, and skill scripts sourced from outside the organization," Hia added.KAIP directly addresses this gap with new features enabling it to check LLM files and AI agents for malicious functionality, while retaining mature protection against traditional cyber threats.“Security should not act as a barrier to AI advancement, but rather as an enabler that unlocks AI's scalable value. We are committed to embedding security into every stage of the AI lifecycle, from model import to agent execution, helping enterprises across Asia Pacific integrate AI security into existing security operations workflows to balance innovation and risk control,” Hia further said.KAIP is a best-in-class solution for the detection of AI-borne as well as traditional threats that can be integrated with almost any application. It provides comprehensive protection for web portals and applications, proxy servers, network-attached storage, and mail gateways, and is easy to manage and deploy through HTTP and ICAP as a standalone service, scalable cluster, or Docker container.As enterprises across APAC adopt increasingly diverse AI architectures, from on-premises LLM frameworks to RAG knowledge bases and AI agent orchestration platforms, conventional endpoint and network-perimeter defenses lack the dedicated detection capabilities needed for LLM weight files and AI-agent skill files, leaving critical entry points vulnerable.KAIP directly addresses this gap with new features enabling it to check LLM files and AI agents for malicious functionality, while retaining mature protection against traditional cyber threats."Security should not act as a barrier to AI advancement, but rather as an enabler that unlocks AI's scalable value. From model import to agent execution, we are committed to embedding security deep into the full AI lifecycle, as well as helping enterprises across Asia Pacific integrate AI security into existing security operations workflows to balance innovation and risk control," said Simon Tung, General Manager for ASEAN and Asia Emerging Countries (AEC) at Kaspersky.KAIP is available for Linux environments and can be deployed as an individual container, to Docker Swarm, Kubernetes, AWS EKS, and similar cloud environments. As part of the Kaspersky Technology Alliance ecosystem, it can be integrated into third-party hardware and software security offerings, with comprehensive technical cooperation support available for partners."At the end of the day, you cannot secure what you cannot see. KAIP gives enterprises visibility into the parts of their AI infrastructure that have been left unprotected for too long. We built this because the threats are real, they are growing, and organizations across Asia Pacific cannot afford to find out the hard way," Tung further said.About KasperskyKaspersky is a global cybersecurity company and digital privacy company founded in 1997. Innovating the industry with a Cyber Immunity approach, Kaspersky safeguards consumers, businesses, critical infrastructure, and governments from cyberthreats, with over a billion devices protected to date.Kaspersky ensures Cybersecurity True to Business, focusing on providing clear outcomes, protecting revenue, easing workloads and preventing downtime. Kaspersky’s deep threat intelligence and security expertise is constantly transforming into innovative solutions and services for organizations of every size, from small businesses to large enterprises, combining proven AI-driven protection technologies with simple management and expert support.Recognized in independent tests and trusted by millions of individuals worldwide and nearly 200,000 organizations, Kaspersky helps detect threats earlier, respond faster and operate with greater confidence and freedom, protecting what matters most to our clients. Learn more at www.kaspersky.com

Cybersecurity startup Zaperon raises 7 Cr in Seed Round led by Inflection Point Ventures

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Cybersecurity startup Zaperon raises 7 Cr in Seed Round led by Inflection Point Ventures

Bangalore, October 2026 :Zaperon is a unified cybersecurity platform built for the Agentic AI era, securing human and non-human identities, and controlling the data they access.The funds will be used to advance product capabilities, launch enterprise-grade AI security frameworks, and accelerate market presence in India and the US.Zaperon serves enterprises across BFSI, healthcare, manufacturing, technology, and government and was recognised by Nasscom and MeitY among the most innovative cybersecurity products.Inflection Point Ventures has invested over ?900 crore across 280+ startups and backed 16 startups in Q1 2026 alone.Cybersecurity startup Zaperon has raised ?7 crore in seed round led by Inflection Point Ventures (IPV). The funds will be used to advance Zaperon's product capabilities, launch enterprise-grade AI security frameworks, and accelerate its market presence in India and the US.Zaperon is building a unified cybersecurity platform for the Agentic AI era, designed to secure the rapidly expanding ecosystem of human and non-human identities. By converging identity security, data security and AI governance, Zaperon gives enterprises a single platform to control how users, applications and AI agents access and interact with sensitive data and cloud infrastructure. This unified approach helps organizations replace fragmented security controls with consistent, identity and context-aware policies across their digital and AI environments.Its enterprise client base spans banking and financial services, healthcare, manufacturing, technology and government sectors where protecting sensitive data and controlling access to critical systems are central to security and compliance. This work has also earned industry recognition, with Zaperon being recognised by Nasscom and MeitY among the most innovative cybersecurity products.Minal Shah, Principal - Southeast Asia, IPV, says, “As enterprises move from experimenting with AI to deploying AI agents across critical workflows, securing the identities, access, and data associated with these systems is becoming increasingly important. Zaperon is addressing this shift with a unified approach to identity and data security, backed by its experience working with enterprises across security-sensitive sectors. We see an opportunity for Zaperon to build on this foundation, strengthen its AI security capabilities and expand its presence across global markets.”Zaperon was founded in 2021 by Vineet Gupta and Sachin Aggarwal, former MBA classmates with more than two decades of experience across product engineering, corporate strategy and management consulting. Vineet Gupta, Co-Founder and CEO, has held product and engineering roles at VMware, Juniper Networks and Norton and leads product development and business strategy at Zaperon, while Sachin Aggarwal, Co-Founder and COO, has worked across corporate strategy and consulting with KPMG, POSCO and Kia Motors and leads business operations, sales and marketing at Zaperon.Commenting on the investment, Vineet Gupta, Co-Founder and CEO, Zaperon, said, “Our vision is to build the world's leading unified cybersecurity platform that protects enterprises from data breaches involving both human and non-human identities. We aim to make enterprise security more effective, accessible, and scalable, while enabling organisations globally to confidently adopt AI without compromising security. We are grateful to IPV for believing in our vision and for guiding us through a structured and thoughtful fundraising process, an experience that has helped us strengthen our strategic approach and prepare Zaperon for its next phase of growth.”Zaperon sits at the intersection of two rapidly growing markets: identity security and data security. Globally, this convergence represents an estimated US$16 billion opportunity today, projected to grow to US$35 billion by 2030, driven largely by the rapid adoption of AI agents and rising incidents of data leakage involving non-human identities accessing enterprise applications and sensitive data.About Zaperon:Zaperon is a cybersecurity firm founded in 2021 by Vineet Gupta and Sachin Aggarwal with a mission to build innovative cybersecurity products that protect enterprises from data breaches. Its USP is a platform-centric approach to enterprise security that allows organisations to secure their entire IT landscape from a single Zaperon console.About Inflection Point Ventures:Inflection Point Ventures (IPV) is an angel investing platform with over 9,600 CXOs, HNIs, and professionals investing together in startups. The firm supports new-age entrepreneurs by providing them with monetary and experiential capital and connecting them with a diverse group of investors.

Synopsys Collaborates with CII Dx-EDGE to Accelerate Digital Transformation among India’s MSMEs

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Synopsys Collaborates with CII Dx-EDGE to Accelerate Digital Transformation among India’s MSMEs

Bangalore, October 2026 : Key Highlights:Synopsys is CII’s Dx-EDGE initiative’s Technology Solution Provider, supporting digital transformation of Indian MSMEs and tech institutions. Initiative is supported by NITI Frontier Tech Hub and All India Council for Technical Education (AICTE)Synopsys will bring its Ansys portfolio of advanced engineering simulation and CAE capabilities to MSMEs through expert-led knowledge sessions, technology demonstrations, training and access to relevant solutionsThe collaboration aims to upskill MSMEs and technical institutions across the country seeking to adopt digital engineering technologiesNew Delhi, 06th October, 2026: Synopsys, Inc. (Nasdaq: SNPS), the leader in engineering solutions from silicon to systems, has collaborated with the Confederation of Indian Industry (CII) as a Technology Solution Provider (TSP) on the Dx-EDGE (Digital Excellence for Growth and Enterprise) initiative, a national programme aimed at accelerating digital transformation across India's Micro, Small and Medium Enterprises (MSMEs). Through the engagement, Synopsys will collaborate with Dx-EDGE to facilitate access to relevant digital technologies and expertise for MSMEs and technical institutionsDx-EDGE brings together MSMEs, academia, technology solution providers and government stakeholders to advance digital adoption and innovation across the country. Spearheaded by CII with the support of the NITI Frontier Tech Hub (NITI FTH) and the All India Council for Technical Education (AICTE), it seeks to enable MSMEs with access to technology, knowledge and an ecosystem that can help them become more digitally capable, competitive and resilient.Leveraging its Ansys portfolio of leading engineering simulation and computer-aided engineering (CAE) capabilities, Synopsys aims to aid MSMEs in evaluating and adopting digital engineering capabilities that can enhance innovation, operational efficiency, and business competitiveness. The collaboration will focus on increasing awareness and access to advanced simulation technologies through expert-led knowledge sessions, hands-on technology demonstrations, training programmes and technology showcases.Speaking about the collaboration, Murali Pullela, Country Head (Simulation & Analysis), Synopsys, said: "MSMEs are an important engine of India's industrial growth. Enabling broader access to advanced engineering technologies is essential to strengthening their competitiveness and innovation capacity. Through our engagement with Dx-EDGE, MSMEs will gain greater access to engineering simulation through technology demonstrations, knowledge-sharing initiatives, and hands-on training. We look forward to working with CII to help businesses understand how digital engineering can support better decisions, accelerate innovation and enable significant time and cost savings."Mr Ponnuswami. M, Chairman, Dx-EDGE CII, said, "India's MSMEs are at the forefront of its ambition to build a globally competitive and digitally enabled economy. Dx-EDGE can bridge the technology adoption gap by connecting MSMEs with the right expertise, solutions and ecosystem partners. Collaborating with Synopsys as ourTechnology Solution Provider will strengthen this effort and bring advanced engineering simulation capabilities closer to MSMEs and technical institutions. This will allow India’s MSMEs to explore practical applications of cutting edge technologies for better productivity and competitiveness."Driving Digital Transformation through SimulationAs part of the engagement, Synopsys will engage with MSMEs and technical institutions through the Dx-EDGE ecosystem, including its network of Digital Transformation Facilitation Centres (DTFC). These centres serve as platforms where faculty and students can work directly with MSMEs to support digital transformation, while gaining practical exposure to emerging technologies and industry requirements.Synopsys will also enlist its Ansys products, solutions and services on the Dx-EDGE platform and provide relevant training modules, enabling participating MSMEs and technical institutions to access information and resources related to its engineering simulation capabilities. The company will engage with participants through virtual and in-person sessions and technology demonstrations as part of Dx-EDGE programme activities. The programme is designed to create a pathway for MSMEs to better understand the role of advanced simulation in modern engineering and explore technologies that can support product development, engineering optimisation and digital transformation. According to the Dx-EDGE initiative, MSMEs can undergo a Digital Maturity Diagnostic to identify their existing capabilities, gaps and opportunities, followed by a customised Digital Strategy Roadmap to guide the phased adoption of technologies suited to their operational and growth needs.Through the collaboration with Dx-EDGE, Synopsys is expanding access to its Ansys portfolio of advanced engineering simulation technologies for India's MSMEs, supporting the development of a more innovative, competitive, and digitally empowered manufacturing ecosystem.About SynopsysSynopsys, Inc. (Nasdaq: SNPS) is the leader in engineering solutions from silicon to systems, enabling customers to rapidly innovate AI-powered products. We deliver industry-leading silicon design, IP, simulation and analysis solutions, and design services. We partner closely with our customers across a wide range of industries to maximize their R&D capability and productivity, powering innovation today that ignites the ingenuity of tomorrow. Learn more at www.synopsys.com.About Dx-EDGE: Dx-EDGE (Digital Excellence for Growth and Enterprise) is a national initiative spearheaded by the Confederation of Indian Industry (CII) with the support of the NITI Frontier Tech Hub (NITI FTH) and All India Council for Technical Education (AICTE) to drive digital transformation across India's MSMEs. Anchored in the vision of Viksit Bharat 2047, the initiative aims to build a digitally capable MSME ecosystem by facilitating access to technology, strengthening digital and business capabilities, promoting partnerships between MSMEs, academia and technology solution providers, and enabling greater participation in global value chains. Dx-EDGE also works with academic and technical institutions by establishing them as Digital Transformation Facilitation Centres (DTFCs). These centres support MSMEs with digital transformation while giving students and faculty practical exposure to emerging technologies and industry challenges.

Sophos Named a Leader in the 2026 IDC MarketScape for Worldwide Modern Endpoint Security for Enterprises

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Sophos Named a Leader in the 2026 IDC MarketScape for Worldwide Modern Endpoint Security for Enterprises

Bangalore, October 2026 : Recognition notes Sophos’ key strengths including strong up-front protection across web, exploit, and ransomware vectors, validated across multiple independent testing programs, which reduces analyst workload and alert volumeSophos, a global cybersecurity leader, today announced that it has been named a Leader in the IDC MarketScape: Worldwide Modern Endpoint Security for Enterprises 2026 Vendor Assessment (#US54123526, September 2026).As AI accelerates vulnerability discovery, exploit development, and attack execution, security teams face a shrinking window to respond. The Sophos AI Security 2026 Report found recent high-profile vulnerabilities exploited within 24 to 36 hours of disclosure, underscoring just how little time remains to patch and correlate signals manually across the environment. Sophos Endpoint is designed to close that gap. Its deep learning AI is designed to identify known and previously unseen malware, including AI-generated and AI-mutated variants, before execution, while more than 60 exploit mitigations, enabled by default on every process, help block the techniques attackers rely on to weaponize vulnerabilities. Because these prevention-first protections are enabled by default, enterprises gain stronger protection without added operational complexity.“AI is compressing the time between vulnerability discovery and exploitation, and security teams are still grappling with the realities of patching at scale,” said Kyle Falkenhagen, Senior Vice President of Product Management at Sophos. “We believe this recognition reflects Sophos’ ability to meet the needs of enterprises operating in increasingly complex, fast-moving threat environments. Organizations need endpoint protection that stops the techniques attackers rely on before they become business-impacting events, and that’s exactly what Sophos Endpoint is built to deliver. As part of Sophos Fusion, that protection extends into a coordinated defense system that acts across the entire environment.”According to the IDC MarketScape: “Consider Sophos when organizations need a unified, open platform with strong third-party integration, native identity threat detection, and automation. SMBs to large enterprises are seeking out-of-the-box, protection-first endpoint security with minimal tuning.”We believe this recognition adds to Sophos' longstanding leadership in endpoint security across market segments, underscoring Sophos' ability to deliver enterprise-grade protection for organizations ranging from growing businesses to the world's largest enterprises.Sophos Endpoint is a foundational control point within Sophos Fusion, the Sophos AI-native cybersecurity defense system. Endpoint telemetry contributes to a unified context lake alongside signals from other Sophos controls and more than 500 third-party integrations. Through Synchronized Security, a threat detected at the endpoint can trigger coordinated action elsewhere in the environment, while signals from identity, firewall, email, cloud and other control points can strengthen endpoint investigation and response.Backed by Sophos X-Ops threat intelligence and real-world incident response insights, Sophos Fusion compounds intelligence across the more than 625,000 organizations Sophos defends. This shared intelligence helps security teams manage their Sophos products, review detections from Sophos and third-party security controls, investigate suspicious activity, and remediate threats from a connected platform.Additional ResourcesFor more information, visit https://www.sophos.com/en-us/blog/sophos-idc-marketscape-endpoint-security.SOURCE: IDC MarketScape: Worldwide Modern Endpoint Security for Enterprises 2026 Vendor Assessment, IDC Doc #US54123526, September 2026.IDC MarketScape vendor analysis model is designed to provide an overview of the competitive fitness of technology and service suppliers in a given market. The research methodology utilizes a rigorous scoring methodology based on both qualitative and quantitative criteria that results in a single graphical illustration of each vendor’s position within a given market. The Capabilities score measures vendor product, go-to-market and business execution in the short-term. The Strategy score measures alignment of vendor strategies with customer requirements in a 3-5-year timeframe. Vendor market share is represented by the size of the circles. Vendor year-over-year growth rate relative to the given market is indicated by a plus, neutral or minus next to the vendor name.About SophosSophos, a global cybersecurity leader, defends more than 625,000 organizations worldwide with Sophos Fusion, the industry's first and most complete AI-native cybersecurity defense system: a single, connected architecture where every control point operates as one. Powered by agentic AI and elite human expertise, Sophos detects, investigates, and neutralizes threats before they become business-disrupting events. Working alongside a global ecosystem of managed service providers, resellers, and technology partners, Sophos compounds intelligence from every threat encountered and every environment defended to make every customer's defense stronger than the last. Sophos is headquartered in Oxford, U.K. More information is available at www.sophos.com.

Gartner Says Global Quantum Computing Revenue Will Reach Over $1 Billion in 2027

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Gartner Says Global Quantum Computing Revenue Will Reach Over $1 Billion in 2027

Bangalore, October 2026 : CIOs Should Treat their Quantum Journey as a Multiyear EndeavourWorldwide quantum computing revenue is projected to total $1.1 billion in 2027, according to Gartner, Inc., a business and technology insights company.“Nations and businesses have scaled spending in quantum literacy, patents, partnerships, and early use-case exploration,” said Gaurav Gupta, VP Analyst and Chief of Research for the emerging market dynamics research team at Gartner.“While the market still faces challenges, advancements in algorithm development, gate speeds and scaling indicate that breakthroughs.are happening more rapidly than initially expected. The early quantum advantage era has arrived because noisy intermediate-scale quantum processors now have enough qubits to do limited complex tasks with improved error reduction,” said Gupta.Gartner forecasts global quantum computing revenue will reach $869.9 million in 2026, up 22.9% year-over-year.End-User Industry Spending on Quantum ComputingThe value of quantum and types of examples will differ by industry. The levels of end-user industry spending contribution to quantum computing vendor revenue will also evolve. Gartner expects the ranking among the top two verticals that spend the most on quantum computing initiatives will change in 2028:The public sector is projected to lead all industries in quantum computing spending through 2027. Spending will be driven by a strong desire for nations to gain technical leadership. In 2027, the public sector is expected to spend $245 million on quantum computing, up from $219 million in 2026.The banking, finance and insurance (BFI) sector is forecast to overtake the public sector and become the largest source of quantum computing spending from 2028 through 2030 Spending will be driven by capital availability and massive financial arbitrage, with use-cases covering portfolio optimization, risk modelling, and fraud detection. BFI is expected to spend $289 million in 2028, compared to the public sector with projected spending of $280 million.Quantum Computing Market to Consolidate by 2030Given the current market size, Gartner believes the market is overcrowded. Gartner expects that by 2030, an exhaustion of viable commercial revenue will force over 50% of quantum computing startups out of business, as the market rejects qubit modalities that fail to achieve fault-tolerant quantum computing (FTQC).Despite this anticipated market consolidation, leading CIOs are making strategic, initial investments in 2026 as quantum technologies continue to show early signs of practical business advantage. In addition, many organizations view quantum computing as a potentially transformative technology and are building expertise and readiness now to avoid falling behind.“CIOs and IT leaders should treat their quantum journey as a multiyear endeavour with the aim of gaining a competitive business advantage over their closest competitors,” said Gupta.Additional Insights AvailableGartner clients can learn more in Forecasting the $2.3B Opportunity in Quantum Computing as Business Spending Scales.Gartner IT Symposium/XpoAdditional quantum computing trends will be presented during Gartner IT Symposium/Xpo, the world's most important conference for CIOs and other IT executives. Gartner analysts and attendees will explore how to become agents of change in their organizations and harness AI for successful digital transformation. Follow news and updates from the conferences on X and LinkedIn using #GartnerSYM, and on the Gartner Newsroom.Upcoming dates and locations for Gartner IT Symposium/Xpo include:October 19-22, 2026 | Orlando, FLNovember 4-6, 2026 | Yokohama, JapanNovember 9-12, 2026 | Barcelona, SpainNovember 16-18, 2026 | Kochi, IndiaAbout Gartner for High Tech Leaders and ProvidersGartner for High Tech Leaders and Providers equips tech leaders and their teams with role-based best practices, industry insights and strategic views into emerging trends and market changes to achieve their mission-critical priorities and build the successful organizations of tomorrow. Additional information is available at www.gartner.com/en/industries/high-tech.Follow news and updates from Gartner for High Tech on X and LinkedIn using #GartnerHT. Visit the Gartner Newsroom for more information and insights.About GartnerGartner, Inc. (NYSE: IT) delivers actionable, objective business and technology insights that drive smarter decisions and stronger performance on an organization’s mission-critical priorities. To learn more, visit gartner.com.# # #

Azul Prime Delivers 2x-5x Faster Java Warm-up Time Versus Standard OpenJDK  By Enabling JVMs to Learn from Each Other

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Azul Prime Delivers 2x-5x Faster Java Warm-up Time Versus Standard OpenJDK By Enabling JVMs to Learn from Each Other

Bangalore, October 2026 : Cloud Native Compiler streams an application’s fully optimized compiled code to every new instance at start-up, slashing the warm-up taxAzul, the trusted leader in enterprise Java for today’s AI-first world, today announced that Azul Prime now delivers 2x-5x faster application warm-up versus standard OpenJDK, letting enterprises run leaner, more dynamic and more cost-efficient Java deployments.The improvement comes from Azul Optimizer Hub’s Cloud Native Compiler, a unique capability of Azul Prime, which centralizes and caches just-in-time (JIT) compilations across a fleet of Java Virtual Machines (JVMs) instead of leaving each JVM to optimize performance in isolation. New instances launched for a given application or microservice receive streamed, fully optimized compiled code at startup even before they take traffic, helping applications reach full performance far sooner than on standard OpenJDK.The Fleet-Wide Warm-Up TaxThe shift to container-based cloud applications and services that scale dynamically, coupled with code being deployed at much higher velocity through the use of AI codegen tools, makes efficient JVM warm-up more critical than ever. Nearly two-thirds of Kubernetes organizations now scale automatically, up from around 55% less than two years ago, according to Datadog’s 2025 State of Containers and Serverless report. At the same time, developers pushed nearly 1 billion commits to GitHub in 2025, up 25% year over year, as AI coding tools accelerate the pace of change, according to GitHub’s 2025 Octoverse report.In traditional deployments, each JVM of an application has no knowledge of what other instances in the fleet have already learned and optimized, so every new instance runs slower, less optimized code until it learns as it runs that code segments are being used often enough to be optimized – creating the common “warm-up” problem when starting new instances. Scale doesn’t fix this: no matter how many instances a fleet has already warmed up, the next one starts cold.Teams work around the warm-up tax today either by over-provisioning compute capacity to absorb slow warm-up or simply accepting a period of degraded performance and latency after every deploy. Those workarounds result in either higher costs from idle capacity, lost revenue from missed transactions as applications start, or poor customer experience from visible slowdowns. That habit is getting more expensive: CPU overprovisioning in Kubernetes — the gap between provisioned capacity and what workloads actually request — rose from 40% to 69% year over year, according to Cast AI's 2026 State of Kubernetes Optimization Report.Solving the Warm-up Problem Across Java FleetsThe warm-up problem is a long-standing challenge with Java deployments, and Azul has been providing capabilities to help address it since 2014, when it introduced ReadyNow to address warm-up delays for individual JVMs in latency-sensitive workloads. In 2023, Azul extended that with ReadyNow Orchestrator, which monitors and learns the best warm-up optimization profile across an application’s fleet of JVMs, and serves it to any instance that requests it. Cloud Native Compiler now takes that same fleet-wide intelligence further, shifting from serving compiled code on request to delivering it preemptively at start-up, so each instance warms up 2x-5x faster than standard OpenJDK. With this new capability, each JVM instance of an application or microservice now receives:Predictive delivery: Instead of requesting and receiving compiled code method-by-method, an instance receives, as a single stream at start-up, the fully optimized code predicted to be needed based on previous instance starts across an application’s fleet.Preemptive installation: Rather than discovering hot code paths through slow code interpretation and promotion, the new instance being started installs code the application’s fleet has already optimized — captured from how identical workloads have already successfully run — so those optimizations are in place before real traffic arrives, not reacting to it.No application changes: There is no rewrite, recompile, or re-architecture for applications or microservices; a simple configuration setting in Azul Prime with Cloud Native Compiler enables this unique capability.The result is that every new instance inherits the application fleet’s prior work instead of re-learning it, reaching full production speed well ahead of standard OpenJDK deployments. Unlike Ahead-of-Time approaches, Cloud Native Compiler accumulates optimizations across a live fleet, and continues to learn and optimize as the application runs — so the benefit compounds as more of the fleet runs. No other JVM or OpenJDK distribution offers comparable fleet-wide optimization and warm-up benefits.What Faster Warm-Up UnlocksReaching full speed much faster, rather than warming up instance-by-instance, changes the economics of running a Java fleet at scale in two important ways:Smoother autoscaling, lower cloud costs: Java teams typically keep extra warm standby instances as capacity that exists only to cover the time a new instance needs to warm-up. When new instances are productive far faster, that required headroom can be dramatically reduced, if not eliminated. Operators who statically over-provision or use scheduled autoscaling may now be able to dynamically autoscale and bring warm instances online quickly to slash standby compute capacity.Responsive customer experience: In standard OpenJDK deployments, customer requests are most likely to time out, have long latencies or experience disruption on a cold JVM where first transactions run on slower, less optimized code. By substantially reducing the warm-up penalty, every newly scaled or redeployed instance typically behaves like the rest of the optimized fleet from its first request, whether that’s during a traffic spike or a routine redeploy, improving performance from the get-go and creating a seamless customer experience.The result is especially important for businesses where peak performance from the very first request is non-negotiable: fraud detection, real-time ad bidding, digital payments, multi-player gaming and e-commerce.A Turnkey Approach for Channel PartnersThis new capability in Azul Prime with Cloud Native Compiler enables Azul’s channel partners to deliver significant cost savings for the benefit of their customers, including through their professional services and managed deployment offerings – all from Java application infrastructure already in place, and without the need for application re-writes or re-architecture.“Teams have lived with slow JVM warm-up for so long they treat it as a given, over-provisioning and avoiding autoscaling just to hide it,” said Scott Sellers, co-founder and CEO of Azul. “Azul Prime with Cloud Native Compiler fixes that. A new application instance inherits the compiler optimizations its fleet has already learned and executed instead of starting cold. You stop paying the warm-up tax on every single instance, thereby slashing the time required for a given application instance to reach its full performance.”Cloud Native Compiler is available at no additional charge as part of Azul Prime.To see how Azul Prime’s Cloud Native Compiler can cut warm-up time across your Java fleet, visit the Cloud Native Compiler page.About AzulAzul is the trusted leader in enterprise Java for today’s AI-first world. Its open source-based Java platform empowers organizations to optimize the entire Java lifecycle to accelerate performance, strengthen security, reduce licensing and cloud costs and boost developer productivity. Azul powers mission-critical systems for 37% of the Fortune 100, 50% of the Forbes Top 10 World’s Most Valuable Brands and the world’s top 10 financial trading companies. Learn more at azul.com and follow @azulsystems.

NETSCOUT ACCELERATES PROBLEM SOLVING WITH CONVERSATIONAL AI

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NETSCOUT ACCELERATES PROBLEM SOLVING WITH CONVERSATIONAL AI

Bangalore, September 2026 : nGenius Copilot Provides Evidence-Based Answers to Questionsabout Service Disruptions and Business ImpactNETSCOUT (NASDAQ: NTCT), a leading provider of network observability, AIOps, cybersecurity, and DDoS attack protection solutions, today announced nGenius® Copilot, an AI-powered conversational extension to nGeniusONE® that provides intuitive access to NETSCOUT® Smart Data. It gives more people access to Smart Data for easier and faster ways to investigate service disruptions and assess business impact.nGenius Copilot is grounded in NETSCOUT Smart Data, the high-fidelity, contextual data derived from observed network, application, service, and user interactions. By transforming natural language questions into evidence-based answers, relevant visualizations, supporting evidence, and suggested follow-up inquiries, it helps experienced engineers accelerate complex investigations while enabling a broader range of professionals to benefit from advanced operational intelligence.Accelerating Problem Resolutions with Trusted Smart DataAs hybrid environments and digital dependencies become more complex, resolving service disruptions requires IT teams to interpret growing volumes of operational data and connect evidence across applications, infrastructure, networks, and external services. nGenius Copilot simplifies that process, transforming natural-language questions into clear, evidence-based answers grounded in NETSCOUT Smart Data, helping more members of an organization identify contributing conditions, assess business impact, and act faster.“Reliable AI starts with reliable data,” said Phil Gray, AVP, product management, NETSCOUT. “nGenius Copilot combines an intuitive conversational experience with the depth and context of NETSCOUT Smart Data. It helps teams quickly uncover relevant evidence, understand contributing conditions and business impact, and collaborate around a consistent view of what occurred. Ultimately, it enables customers to realize greater value from the NETSCOUT intelligence they already have.”From Natural-Language Questions to Evidence-based AnswersSimple direct questions can be asked, such as: Which applications are responding slowly or experiencing increased latency? Which users, locations, or services are affected? What network, application, server, or external conditions may be contributing to the problem? nGenius Copilot interprets the question, applies the relevant Smart Data, and presents the resulting analysis in clear language with visual context and supporting evidence.nGenius Copilot is available for purchase now and helps organizations:Accelerate problem identification: Guide investigations from an initial symptom to the applications, services, network conditions, and dependencies contributing to the issue.Prioritize business impact: Show which users, locations, services, and transactions are affected so teams can focus resources where they matter most.Scale operational expertise: Make Smart Data accessible through natural-language questions, guided analysis, and clear explanations while helping senior engineers investigate complex problems more efficiently.Improve cross-team collaboration: Translate detailed technical evidence into clear explanations and visualizations that network, application, infrastructure, service, and business teams can use together.Enhance the value of NETSCOUT deployments: Bring Smart Data directly into everyday workflows and enable more professionals to benefit from the data their organizations already collect.nGenius Copilot supports NETSCOUT’s commitment to make its packet-derived Smart Data more accessible and easier to use where operational decisions are made. It lets people ask questions in natural language, examine supporting evidence, and identify the conditions affecting services and users. For customers, that means a faster path from disruption to resolution. For NETSCOUT, it extends the value of its data into AI-assisted operations.Resources:Learn more about nGenius Copilot and the nGeniusONE solution.Read about the NETSCOUT Data Platform, which transforms observed network traffic into contextual Smart Data at the source.Review EMA’s Network Management Megatrends 2026 research.About NETSCOUTNETSCOUT SYSTEMS, INC. (NASDAQ: NTCT) protects the connected world from cyberattacks and performance and availability disruptions through its unique visibility platform and solutions powered by its pioneering deep packet inspection at scale technology. As a leading provider of network observability, AIOps, carrier service assurance, cybersecurity, and Distributed Denial-of-Service (DDoS) attack protection solutions, NETSCOUT serves the world’s largest enterprises, service providers, and public sector organizations. Learn more at www.netscout.com or follow @NETSCOUT on LinkedIn, X, or Facebook.©2026 NETSCOUT SYSTEMS, INC. All rights reserved. Third-party trademarks mentioned are the property of their respective owners.

F5 Distributed Cloud Bot Defense adds device intelligence and agentic AI detection to guard against automated account abuse

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F5 Distributed Cloud Bot Defense adds device intelligence and agentic AI detection to guard against automated account abuse

Bangalore, September 2026 : New multi-signal risk decisioning, persistent device identification, and agentic AI protections in F5 Distributed Cloud Bot Defense give enterprises greater visibility and controlF5 (NASDAQ: FFIV), the[AT1] global leader in delivering and securing every app and API, today announced enhancements to F5 Distributed Cloud Bot Defense, introducing new device intelligence capabilities and specialized agentic AI protections. Together, these capabilities bring persistent device context and continuous risk decisioning to application security, giving organizations the real-time agent management designed to help welcome trusted digital interaction while helping stop automated fraud and abuse.These updates arrive as AI agents emerge as a key channel for interacting with websites, mobile applications, and customer portals. Unlike basic web crawlers or simple automated scripts, AI agents perform autonomous, multi-step actions on behalf of consumers such as executing transactions in agent-based commerce, booking travel, and conducting banking operations. Because these agents interact directly with APIs at machine speed, first-generation bot management tools built around rigid “bot or not” rules are quickly overwhelmed. Static, request-level controls can no longer distinguish between authorized AI driving legitimate business and malicious bots attempting fraud, while blunt IP blocking or CAPTCHAs risk shutting down revenue-generating AI channels.F5 addresses this challenge by delivering advanced bot defense as a core component of its web application and API protection (WAAP) offerings, integrated with the F5 Application Delivery and Security Platform (ADSP). Rather than relying on single-request inspection, F5 correlates behavioral, device, and client-integrity telemetry across interactions. This multi-signal approach establishes trust at critical login, web, and API connections without disrupting legitimate users or authorized AI agents.“Agentic AI is breaking the old security model, where automated traffic was treated as inherently malicious,” said Kunal Anand, Chief Product Officer at F5. “The answer is not to block AI. It is to understand which agents and devices can be trusted, what they are trying to do, and how risk changes across every interaction. By bringing persistent device intelligence and real-time risk decisioning into the active data path, F5 helps organizations stop fraud and account abuse without closing the door on legitimate users, trusted AI agents, or new digital business models.”Key enhancements to F5 Distributed Cloud Bot Defense include:Persistent device identification: Identifies and tracks devices across multiple sessions and accounts, exposing hidden abuse patterns such as multi-account access, credential stuffing, and account takeover.Real-time device risk scoring: Evaluates client integrity signals in real time to detect suspicious environments (including emulators, device spoofing, and tampering). Risk-based workflow enforcement: Enables customers to set dynamic policy actions (allow, step-up challenge, rate-limit, or block) intended to help reduce disruptive CAPTCHA friction and false positives for real users and approved automation.Agent-aware policy framework: Classifies and manages traffic from humans, trusted AI agents, and malicious bots within a single policy framework on the F5 ADSP, helping organizations adopt AI-driven workflows with confidence. AvailabilityNew agentic AI protections for F5 Distributed Cloud Bot Defense are available today. The device intelligence functionality is currently expected to reach limited availability for F5 Distributed Cloud customers in the fourth quarter of calendar year 2026, with broader availability expected thereafter over the coming months.Supporting resourcesBlog: Who can you trust in the age of AI agents?Product page: F5 Distributed Cloud Bot DefenseF5 virtual security summit: Security for the post-Mythos worldAnalyst report: Protect agentic commerce to prevent abuse and preserve revenueAbout F5 F5, Inc. (NASDAQ: FFIV) is the global leader that delivers and secures every app. Backed by three decades of expertise, F5 has built the industry’s premier platform F5 Application Delivery and Security Platform (ADSP) to deliver and secure every app, every API, anywhere: on-premises, in the cloud, at the edge, and across hybrid, multicloud environments. F5 is committed to innovating and partnering with the world’s largest and most advanced organizations to deliver fast, available, and secure digital experiences. Together, we help each other thrive and bring a better digital world to life.For more information visit f5.comExplore F5 Labs threat research at f5.com/labsFollow to learn more about F5, our partners, and technologies: Blog | LinkedIn | X | YouTube | Instagram | Facebook Forward-looking statementsThis press release contains forward-looking statements, including regarding the expected availability, timing, functionality, and benefits of F5 Distributed Cloud Bot Defense and device intelligence features, made under the safe harbor provisions of the Private Securities Litigation Reform Act of 1995. Actual results could differ materially due to the risks described in F5’s SEC filings, including its most recent Forms 10-K and 10-Q.F5 undertakes no obligation to update these statements.F5 and F5 ADSP are trademarks, service marks, or tradenames of F5, Inc. or its affiliates in the U.S. and other countries. All other product and company names herein may be trademarks of their respective owners.

87% of small and medium sized businesses in APAC encountered cybersecurity incidents over the past year

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87% of small and medium sized businesses in APAC encountered cybersecurity incidents over the past year

Bangalore, September 2026Kaspersky warns that attackers are currently deploying the same methods against smaller businesses as they do against large enterprises. To help strengthen corporate defences, Kaspersky is releasing new recommendations alongside findings from a global survey by its Internal Research Center, which found that just 13% of businesses with fewer than 500 employees in APAC region avoided a cyber incident in the past year.Vietnam encountered highest incidents in the region at 97%, followed by Malaysia (95%), Indonesia (92), and India (87%). Thailand and China reported incidents lower than regional average at 82% and 67% respectively.The illusion that small and mid-sized businesses (SMBs) can fly under the radar of cybercriminals is becoming obsolete. As smaller organizations digitalize, and the cost of launching cyberattacks plummets, threat actors are increasingly shifting their focus toward growth-stage companies, weaponizing emerging technologies and exploiting all possible cybersecurity gaps.Kaspersky, a global cybersecurity and digital privacy company, surveyed IT security specialists across SMBs and enterprises in 18 countries[1] to provide insights into the most critical risks facing businesses today.The study reveals that, on average, organizations in APAC experienced three different types of security incidents over the past year. For SMBs, software vulnerability exploitation (20%), phishing (19%), and mass malware attack (18%) top the list of the most frequently encountered breaches. Even though zero-day exploits ranked lowest, this extreme dangerous attack was still encountered by 6% of organizations.Respondents in APAC were also asked to select the top five factors that elevate the risk of successful cyberattacks in organizations. The two most frequently chosen factors by SMBs were people-related: lack of security awareness among non-IT employees (26%) and lack of expertise among IT security staff (24%). Additionally, respondents selected outdated software or hardware (23%), lack of regular risk assessments (22%) and lack of necessary security solutions (22%) as key issues.To address rising threats and internal challenges, most APAC companies plan to enhance their IT security function (75%), and 78% of SMBs have already increased their cybersecurity budgets this year. Almost half (48%) allocated additional funds to expand their IT and IT security teams, while nearly one-third (32%) did so to migrate to advanced IT security solutions such as XDR, NDR, and SIEM.“The current reality when companies of all sizes can be targeted with all possible methods urges business to reconsider their security posture. Sophisticated attacks easily bypass fragmented defenses, requiring advanced tools and a skilled team to counter them. However, growing companies are often held back by budget constraints and the global InfoSec talent shortage,” says Ilya Markelov, Head of Unified Platform Product Line at Kaspersky. “That is why modern cybersecurity solutions must deliver more with less. Instead of introducing complex new tools that demand hard-to-find, expensive expertise, vendors should focus on cutting complexity. When designing our products for SMBs, our goal is to provide advanced protection that is easy to adopt, simple to manage, and able to grow alongside the business, helping organizations strengthen their security without adding unnecessary complexity or stretching their budget”.“SMBs across APAC are no longer the collateral damage or secondary target. Our survey shows that they are prime victims for modern threat actors who use the exact same enterprise-level tactics,” says Adrian Hia, Managing Director for Asia Pacific at Kaspersky. “However, the fact that the majority of SMBs step up their cybersecurity budgets indicates a strong signal that business leaders understand the importance of cybersecurity. The goal ahead is not about burdening teams with overly complex tools, but about securing essential systems, empowering non-IT employees, and deploying managed security solutions that scale smoothly as businesses grow.”“As a company that helps clients adopt a security maturity model to navigate current digital trends, we see that the cyber challenge is intensifying. Attackers increasingly leverage on artificial intelligence, driving up both the volume and complexity of today's threats. Also, credential protection has become paramount as attackers exploit security gaps to harvest high-value logins for targeted attacks that disrupt business operations or cause data theft. Consequently, raising importance of educating non-technical users who remain one of the weakest links,” comments Maximiliano Allo, Director at Custom IT[2]. “Kaspersky offers a wide range of suites, enabling companies with smaller budgets or limited staff to effectively counter these threats. Their SMB suites feature robust automation and a centralized management console, delivering enterprise-grade security without requiring significant time investments.”To protect against emerging threats, Kaspersky provides the following recommendations for small and medium businesses:Establish internal processes: implement strict access rules for all corporate resources and cloud services, ensuring IT promptly revokes permissions during employee offboarding. Second, integrate automated data backups into daily operations to secure critical information against emergencies and ransomware. Finally, back these technical controls with continuous human risk management: simplify cybersecurity guidelines for safe browsing and password hygiene and require IT approval for all new software. These actions will allow to minimize related cyber incidents such as insider threats, use of weak or stolen credentials and exploitation of lost or stolen IT assets.Protect your people: Conduct dedicated training to teach staff how to detect and address potential threats, including deepfakes and vishing and track their educational progress. Organizations can achieve this with the Kaspersky Automated Security Awareness Platform through interactive online modules and simulated phishing campaigns that build sustainable cyber hygiene habits across all teams.Choose the right technology defenses: Implement specialized cybersecurity solutions that fit your budget, size, and industry requirements, with an emphasis on efficiency, versatility, convenience of use and scalability.Kaspersky Small Office Security Premium is a great choice for micro-businesses below 50 employees. It is an easy-to-use solution that protects against advanced threats, including malware and ransomware, provides digital hygiene tools such as password management and data backup and even includes security awareness training for employees.Companies with more mature IT expertise should consider Kaspersky Next Optimum, which provides robust real-time prevention, threat visibility, as well as advanced detection and response capabilities with Next EDR and XDR Optimum. Organizations that need additional expertise without expanding their in-house security team can choose Kaspersky Next MXDR Optimum, combining XDR capabilities with continuous monitoring, expert threat analysis and incident response guidance delivered by Kaspersky analysts.Protect your business against email-borne threats, such as phishing, business email compromise, invoice payment fraud, etc. Kaspersky Security for Mail Server, a comprehensive email security platform that offers robust, multi-layered protection at mailbox and gateway levels, can help with this. Powered by machine learning and leading global threat intelligence, it effectively addresses all mail security challenges.About KasperskyKaspersky is a global cybersecurity and digital privacy company founded in 1997. Innovating the industry with a Cyber Immunity approach, Kaspersky safeguards consumers, businesses, critical infrastructure, and governments from cyberthreats, with over a billion devices protected to date.Kaspersky ensures Cybersecurity True to Business, focusing on providing clear outcomes, protecting revenue, easing workloads and preventing downtime. Kaspersky’s deep threat intelligence and security expertise is constantly transforming into innovative solutions and services for organizations of every size, from small businesses to large enterprises, combining proven AI-driven protection technologies with simple management and expert support.Recognized in independent tests and trusted by millions of individuals worldwide and nearly 200,000 organizations, Kaspersky helps detect threats earlier, respond faster and operate with greater confidence and freedom, protecting what matters most to our clients. Learn more at www.kaspersky.com.[1] 1800 interviews were conducted globally with representation across 18 countries: Brazil, Mexico, Colombia, France, Germany, Italy, Spain, India, Indonesia, Malaysia, China, Thailand, Vietnam, Egypt, South Africa, Saudi Arabia, Turkey, Russia.[2] Custom IT S.A. - IT services and cybersecurity consulting firm based in Buenos Aires, Argentina.

Netskope enables security teams to stop risky AI agent actions before they execute

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Netskope enables security teams to stop risky AI agent actions before they execute

Bangalore, September 2026 : Part of the newly renamed Netskope Skylight AI Security suite, Agent Action Control classifies agentic actions by risk and blocks the ones that matter before they executeNetskope (NASDAQ: NTSK), a leader in modern security and networking for the cloud and AI era, today announced Netskope Skylight Agent Action Control, a new capability that classifies every action an AI agent attempts, and applies granular controls to stop high-risk actions before they execute. The capability meets security teams’ need for a policy-based way to govern, rather than react to, what autonomous agents are permitted to do.Agent Action Control arrives as Netskope renames its AI security portfolio to better communicate the company’s broad capabilities across AI security. Formerly Netskope One AI Security, Netskope Skylight is the new family name for the suite of Netskope AI security products including Netskope Skylight AI Command Center, Netskope Skylight AI Guardrails, Netskope Skylight AI Gateway, Netskope Skylight Agentic Broker, and Netskope Skylight AI Red Teaming.Netskope Skylight Agent Action ControlToday, 91% of organisations cannot stop a risky agent action before it executes, and 54% reported a confirmed or suspected AI agent security incident in the past year. With Netskope Skylight Agent Action Control, teams can more effectively govern what an agent is attempting to do thanks to: Control over nine different types of action: To enable granular policy definition, every agent action is classified into one of nine intent-based categories prior to execution. These include, access control changes, configuration changes, credential and secret manipulation, data destruction, infrastructure provisioning, potential data exfiltration, potential external communication, remote code execution, or source code change.Risk-based policy profiles by agent type: Block, allow or alert based on low, medium, high or critical risk categories, with the option to send a default or custom notification to the end-user for user coaching when the action is blocked. Profiles attach to specific agents, so a coding assistant and a chat application do not have to operate under the same rules.Granular policy alerts: Every action is logged, with security teams able to filter policy alerts by cost exposure, source code changes, infrastructure updates, or external communication to align investigation effort with organisation risk prioritisation.No new console and no new agent: Netskope Skylight Agent Action Control runs on network traffic the Netskope platform already inspects, so security teams gain enforcement over agent behaviour without deploying a separate tool or standing up a second console.The result is a policy that governs what an agent is allowed to do before it acts. When a coding agent working from a vague prompt attempts to delete a production repository, for example, the action is classified as data destruction at a critical risk level, and the call is stopped before it reaches the repository. The security team gets a record of the attempt instead of an incident report. This approach provides governance and controls over agents at risk of “authority drift”, or whose harness or instructions are too vague or permissive."AI agents tend to act first and explain later, and most security teams only learn what happened after it is done,” said John Martin, Chief Product Officer, Netskope. “Agent Action Control puts a decision in front of every action an agent takes, so a team can say yes to agentic AI without saying yes to the one action that could cost them a production system."“As enterprises accelerate adoption of AI agents, we’re finding that probabilistic controls are sometimes insufficient to protect the enterprise, but even occasional failure is unacceptable,” said Dr. Grace Trinidad, Research Director for AI Security and Trust at IDC. “These hardened, policy-based, deterministic controls are the backstop that prevents AI agents from causing an enterprise incident.”Netskope Skylight Agent Action Control will be available at the end of the current quarter. Head over to The Lens (Netskope’s blog) to read more about Skylight, or to take a deeper look at Netskope Skylight Agent Action Control.# # #About NetskopeNetskope (NASDAQ: NTSK), a leader in modern security and networking for the cloud and AI era, addresses the needs of both security and networking teams by providing optimised access and real-time, context-based security for the AI ecosystem inclusive of agents, applications, tools, LLMs, people, devices, and data. Thousands of customers, including more than 30% of the Fortune 100, trust the Netskope One platform, its Zero Trust Engine, and its powerful NewEdge network to reduce risk and gain full visibility and control over cloud, AI, SaaS, web, and private applications — providing security and accelerating performance without trade-offs.

Rubrik Unveils Rubrik Code Guardian, Harnessing Anthropic’s Claude Mythos 5 to Red-Team Code and Prioritize Cyber Risks

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Rubrik Unveils Rubrik Code Guardian, Harnessing Anthropic’s Claude Mythos 5 to Red-Team Code and Prioritize Cyber Risks

Bangalore, September 2026 : Frontier AI applied to secure, air-gapped code repositories accelerates testing of validated vulnerability chains and recommending remediation of potential issuesNEW DELHI/BANGALORE – September 16, 2026 – As autonomous agents make the digital world more dangerous, Rubrik (NYSE: RBRK), the Security and AI Operations Company unveils Rubrik Code Guardian, a custom Claude Mythos 5 harness that red-teams customers’ code based on an air-gapped copy of their repository.“Rubrik is one of the partners we are working with to put Claude Mythos 5's cyber capabilities in defenders' hands, so they can find and validate attack paths before attackers do," said Michael Moore, Cybersecurity lead at Anthropic. “Rubrik will use the model to test code faster and at far greater scale, and to bring cyber resilience up to the speed of AI.”The new service uncovers and prioritizes the multi-step vulnerability chains an attacker would actually exploit, validates each for exploitability, and turns confirmed critical issues into tracked remediation.“Frontier models are advancing at a fast pace. In the wrong hands, these models can be used to discover, chain, and exploit vulnerabilities at machine speed,” said Arvind Nithrakashyap, Co-Founder and Chief Technology Officer at Rubrik. “To move just as fast, we are using frontier AI to scale vulnerability detection faster than our traditional code scanning tools. We took Anthropic’s powerful model and built a Rubrik software harness to test on our code. We are using that experience and success now to give customers access to the harness, with a secure, isolated environment, which means we can run analysis of their code away from live repository and production systems.”The Next Milestone in Agentic Cyber ResilienceRubrik Code Guardian makes critical enterprise systems more resilient to even the most advanced frontier AI powered attacks. The product embeds and harnesses Anthropic’s Claude Mythos 5 into a service that operates directly on air-gapped copies of source code, enabling frontier model level vulnerability analysis while minimizing risk and impact on production environments.Rubrik Code Guardian proactively secures the core intellectual property that powers modern businesses:Red-Team Customer Code, Safely: Runs Claude Mythos 5 through Rubrik’s custom security harness against a secure clone of the immutable, air-gapped copy never against the live repository or production environment.Attack Chains, Not Alerts: Reasons across files, services, authentication patterns, and cloud boundaries to surface previously undetectable vulnerabilities, even “chained vulnerabilities” that advanced AI attacks now exploit.Validated Findings, Prioritized by Business Criticality: Validates attack chains for real exploitability before surfacing them and prioritizes findings by exploitability, blast radius, and business criticality.Accelerated Remediation: Pushes confirmed critical issues into developer workflows through Jira or GitHub issues with file-level remediation guidance.Built-In Code Resilience: Maintains recovery workflows so organizations can restore a known-good codebase if a security event or bad build occurs.Rubrik Code Guardian is currently accepting select design partners for private preview.To learn more about Rubrik Code Guardian and Rubrik's ongoing work with Anthropic, visit www.rubrik.com or join Rubrik’s sessions at the AI and Identity Resilience Summit.SAFE HARBOR STATEMENT: Any unreleased services or features referenced in this document are not currently available and may not be made generally available on time or at all, as may be determined in our sole discretion. Any such referenced services or features do not represent promises to deliver, commitments, or obligations of Rubrik, Inc. and may not be incorporated into any contract. Customers should make their purchase decisions based upon services and features that are currently generally available.About RubrikRubrik (NYSE: RBRK) is the Security and AI Operations Company, delivering one platform built at the intersection of data, identity, and AI. The platform enables agentic cyber resilience and trusted AI operations for enterprises worldwide, built to recover before disruption strikes and stay a step ahead, so security is never the reason ambition stalls. For more information, please visitwww.rubrik.com and follow Rubrik on LinkedIn and X.© 2026 Rubrik, Inc. All rights reserved. Rubrik and the Rubrik logo are trademarks of Rubrik, Inc. Other marks are the property of their respective owners.