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AI Threat Detection: Why it’s Essential for Effective Incident Response

  • None
  • Published date: 2026-01-20 00:00:00

None

<section class="bs-section bs-section-f49668dca89a07af4c4bed27713f079b6839f643 bs-section---default bs-section--blog-inner-banner "> <style>.bs-section.bs-section-f49668dca89a07af4c4bed27713f079b6839f643{ background-color: #000743;} </style> <div class="container"> <div class="bs-row row flex-md-row-reverse bs-row---default"> <div class=" bs-column col-sm-12 col-md-12 col-lg-6 bs-column-3c02e72bbbdd27fbc2206a57dc520373f8b450b2 bs-column---default bs-column--right d-flex flex-column justify-content-end "> <figure class="wp-block-post-featured-image"><img decoding="async" src="https://swimlane.com/wp-content/uploads/Guide-to-AI-Threat-Detection.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Guide to AI Threat Detection" style="object-fit:cover;" srcset="https://swimlane.com/wp-content/uploads/Guide-to-AI-Threat-Detection.webp 1120w, https://swimlane.com/wp-content/uploads/Guide-to-AI-Threat-Detection-300x178.webp 300w, https://swimlane.com/wp-content/uploads/Guide-to-AI-Threat-Detection-1024x609.webp 1024w, https://swimlane.com/wp-content/uploads/Guide-to-AI-Threat-Detection-768x457.webp 768w" sizes="(max-width: 1120px) 100vw, 1120px"></figure> </div> <div class=" bs-column col-sm-12 col-md-12 col-lg-6 bs-column-6a13826d98ae006805bf00373c567a95c3c65a9a bs-column---default d-flex flex-column "> <div class="wp-block-post-date"><time datetime="2026-01-20T08:45:00-07:00">Jan 20, 2026</time></div> <h1 class="wp-block-post-title has-text-color has-white-color">AI Threat Detection: Why it’s Essential for Effective Incident Response</h1> <div class="bs-div bs-div-1c02a909fcd723a1ec953772586290c0df1291b1 bs-div---default"> <div class="bs-div__inner d-flex flex-wrap align-items-center "> <a class="bs-post__author has-text-align-center" href="https://swimlane.com/author/Kevin_Mata/"> <div class="profile-desc"> <figure> <img decoding="async" src="https://swimlane.com/wp-content/uploads/author_Kevin_Mata.jpeg" alt="user-avatar"><br> </figure> <p> <span class="prefix"></span><br> <span class="name"><br> Kevin Mata </span> </p></div> <p></p></a> <div class="reading-time"> <span class="reading-time__time">4 </span> Minute Read </div> <div class="wp-block-group"> <div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:100%"> <div class="wp-block-group"> <div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-group"> <div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex"> <div class="wp-block-column 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style="background-color:#0765FE;width:35px;height:35px;border-radius:999px;display:inline-block;opacity:1;float:left;font-size:32px;box-shadow:none;display:inline-block;font-size:16px;padding:0 4px;vertical-align:middle;background-repeat:repeat;overflow:hidden;padding:0;cursor:pointer;box-sizing:content-box"><svg style="display:block;border-radius:999px;" focusable="false" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewbox="0 0 32 32"><path fill="#fff" d="M28 16c0-6.627-5.373-12-12-12S4 9.373 4 16c0 5.628 3.875 10.35 9.101 11.647v-7.98h-2.474V16H13.1v-1.58c0-4.085 1.849-5.978 5.859-5.978.76 0 2.072.15 2.608.298v3.325c-.283-.03-.775-.045-1.386-.045-1.967 0-2.728.745-2.728 2.683V16h3.92l-.673 3.667h-3.247v8.245C23.395 27.195 28 22.135 28 16Z"></path></svg></span></a><a aria-label="Linkedin" class="heateor_sss_button_linkedin" href="https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fswimlane.com%2Ffeed%2F%3Fpost_type%3Dsw_resource%26resource-type%3Dblogs" title="Linkedin" rel="nofollow noopener" style="font-size:32px!important;box-shadow:none;display:inline-block;vertical-align:middle"><span class="heateor_sss_svg heateor_sss_s__default heateor_sss_s_linkedin" style="background-color:#0077b5;width:35px;height:35px;border-radius:999px;display:inline-block;opacity:1;float:left;font-size:32px;box-shadow:none;display:inline-block;font-size:16px;padding:0 4px;vertical-align:middle;background-repeat:repeat;overflow:hidden;padding:0;cursor:pointer;box-sizing:content-box"><svg style="display:block;border-radius:999px;" focusable="false" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewbox="0 0 32 32"><path d="M6.227 12.61h4.19v13.48h-4.19V12.61zm2.095-6.7a2.43 2.43 0 0 1 0 4.86c-1.344 0-2.428-1.09-2.428-2.43s1.084-2.43 2.428-2.43m4.72 6.7h4.02v1.84h.058c.56-1.058 1.927-2.176 3.965-2.176 4.238 0 5.02 2.792 5.02 6.42v7.395h-4.183v-6.56c0-1.564-.03-3.574-2.178-3.574-2.18 0-2.514 1.7-2.514 3.46v6.668h-4.187V12.61z" fill="#fff"></path></svg></span></a></div> <div class="heateorSssClear"></div> </div> </div> <div class=" bs-column col-sm-12 col-lg-8 col-md-11 bs-column-5fcbee853797bef68c609dd2715f511e3ead78a3 bs-column---default bs-column--contents "> <p>Artificial intelligence (AI) is transforming how organizations detect <a href="https://swimlane.com/blog/types-of-cyber-security-attacks/">cybersecurity threats</a>, offering a powerful edge in an increasingly complex digital landscape. With the exponential growth in data, devices, and attack vectors, traditional detection methods often fall short by struggling to keep pace with both the scale and sophistication of modern threats.</p> <p>While AI-powered threat detection is transforming how we uncover risks, it’s only one piece of the puzzle. Once threats are detected, organizations must have an agile, scalable response, making automation essential.</p> <h2 class="wp-block-heading" id="h-6-types-of-threats-targeted-by-ai">6 Types of Threats Targeted by AI</h2> <h3 class="wp-block-heading" id="h-1-cyber-threats">1. Cyber Threats</h3> <p>AI helps security teams stay ahead of traditional and evolving cyberattacks by analyzing vast amounts of network traffic and endpoint data. It identifies indicators of unauthorized access, flags brute-force attacks, and detects Distributed Denial of Service (DDoS) attempts based on traffic anomalies. By learning from past incidents, AI systems can rapidly identify patterns and recognize when something deviates from the norm, enabling faster mitigation before attackers cause real damage.</p> <h3 class="wp-block-heading" id="h-2-malware">2. Malware</h3> <p>Traditional signature-based detection tools often struggle to identify sophisticated or previously unknown malware. AI enhances malware detection by using machine learning to identify anomalous behavior or file characteristics that may indicate a threat. This includes known malware strains and may help detect suspicious behaviors associated with previously unseen or emerging threats. By analyzing code behavior and execution in real time, AI strengthens endpoint protection and reduces malware dwell time.</p> <h3 class="wp-block-heading" id="h-3-phishing-amp-social-engineering">3. Phishing &amp; Social Engineering</h3> <p>Phishing attacks are becoming more sophisticated, often bypassing traditional filters. AI leverages natural language processing (NLP) to analyze the tone, structure, and context of emails or messages. It can detect subtle linguistic cues or impersonation patterns that suggest phishing or social engineering, even when attackers use personalized or evasive language. This proactive approach helps prevent credential theft and fraudulent actions before users are deceived.</p> <h3 class="wp-block-heading" id="h-4-physical-security-threats">4. Physical Security Threats</h3> <p>AI isn’t limited to digital environments; it also enhances physical security. By analyzing video feeds, access logs, and sensor data, AI can identify unauthorized access attempts, detect loitering, or flag unusual movement patterns in secure areas. In real time, it can trigger alerts for human review or initiate automated responses, making it a valuable addition to surveillance and facility-monitoring systems.</p> <h3 class="wp-block-heading" id="h-5-access-control-systems">5. Access Control Systems</h3> <p>Identity and access management (IAM) systems are critical to protecting sensitive data, and AI strengthens them by continuously evaluating user behavior, login patterns, and device context. If AI detects inconsistencies, like access attempts from unusual locations or devices, it can prompt multi-factor authentication or temporarily restrict access. This dynamic enforcement helps prevent lateral movement and insider threats.</p> <h3 class="wp-block-heading" id="h-6-behaviour-analysis">6. Behaviour Analysis</h3> <p>One of AI’s most powerful capabilities is its ability to establish behavioral baselines for users, systems, and devices. By understanding what “normal” looks like, AI can flag deviations that may indicate compromised accounts, insider threats, or risky user behavior. Whether it’s an employee accessing unusual files or a system communicating with an unknown domain, AI helps surface threats that might otherwise go unnoticed.</p> <h2 class="wp-block-heading" id="h-benefits-of-ai-threat-detection">Benefits of AI Threat Detection</h2> <p>AI-driven threat detection delivers significant advantages across security, operations, and cost efficiency:</p> <ul class="wp-block-list"> <li><strong>Real-Time Detection</strong>: AI identifies threats instantly by analyzing vast data streams across endpoints, networks, and cloud environments.</li> <li><strong>Reduced False Positives</strong>: Intelligent filtering minimizes alert fatigue, allowing teams to focus on real threats.</li> <li><strong>Operational Efficiency</strong>: Automates threat identification at scale, reducing manual workloads and enabling faster response.</li> <li><strong>Lower Costs</strong>: Early detection helps prevent costly breaches, downtime, and regulatory fines.</li> <li><strong>Scalable Protection</strong>: Adapts to growing environments and evolving attack surfaces without loss of effectiveness.</li> <li><strong>Continuous Improvement</strong>: AI models evolve with new data, improving detection of advanced and emerging threats.</li> </ul> <h2 class="wp-block-heading" id="h-from-detection-to-action-the-critical-role-of-response">From Detection to Action: The Critical Role of Response</h2> <p>The advantages of AI threat detection, like speed, accuracy, and scalability, are only fully realized when they trigger immediate action. While AI enables earlier threat identification, responding effectively remains a major challenge for many security teams.</p> <p>Threat alerts alone don’t resolve incidents. Without an automated and consistent way to investigate, contain, and remediate these threats, detection tools can leave teams overwhelmed and response times dangerously slow.</p> <p>This is why connecting AI threat detection to a robust, automated incident response process is critical. It’s not enough to spot a threat; you need to act on it, fast. The next step is to operationalize that detection.</p> <p><span class="bs-pro-button bs-pro-button---default bs-pro-button--primary-with-arrow-small bs-pro-button-p-btn-e4600eb20ff4a196aee1e5460e43ef87738323a3"></span></p> <style>.bs-pro-button-p-btn-e4600eb20ff4a196aee1e5460e43ef87738323a3 .bs-pro-button__container {background-color: #abb8c3; color: #000000;}</style> <p><a href="https://swimlane.com/blog/what-is-threat-detection-incident-response/" rel="noopener noreferrer" class="bs-pro-button__container">For more information, discover our blog: What is Threat Detection and Incident Response(TDIR) in Cybersecurity?</a></p> <h2 class="wp-block-heading" id="h-how-swimlane-powers-ai-driven-incident-response">How Swimlane Powers AI-Driven Incident Response</h2> <p>AI enables faster threat detection, but without an effective response strategy, even the best insights can go unaddressed. <a href="https://swimlane.com/">Swimlane </a>fills this critical gap by applying<strong> </strong>agentic AI automation to transform how organizations handle detected threats.</p> <p>Once AI or other detection tools identify a threat, Swimlane Turbine’s<a href="https://swimlane.com/solutions/security-automation/"> automation</a> rapidly investigates, enriches, and responds to alerts without relying on manual intervention. This ensures incidents are accurately prioritized and consistently addressed, reducing dwell time and easing the burden on overextended security teams.</p> <p><span class="bs-pro-button bs-pro-button---default bs-pro-button--primary-with-arrow-small bs-pro-button-p-btn-aa02ffbfb41da5cf21916719ba0db214595f6ffa"></span></p> <style>.bs-pro-button-p-btn-aa02ffbfb41da5cf21916719ba0db214595f6ffa .bs-pro-button__container {background-color: #abb8c3; color: #000000;}</style> <p><a href="https://swimlane.com/solutions/use-cases/incident-response/" rel="noopener noreferrer" class="bs-pro-button__container">To see how Swimlane supports rapid, reliable, and repeatable incident response, explore the full incident response use case.</a></p> <h2 class="wp-block-heading" id="h-ai-threat-detection-faqs">AI Threat Detection FAQs</h2> <h3 class="wp-block-heading" id="h-what-is-machine-learning-threat-detection">What is machine learning threat detection?</h3> <p>Machine learning threat detection uses algorithms trained on historical and contextual data to identify anomalies, suspicious behaviors, or known indicators of compromise. By surfacing these threats early, it enables faster <a href="https://swimlane.com/solutions/use-cases/incident-response/">incident response</a>, giving security teams the context they need to act before threats escalate.</p> <h3 class="wp-block-heading" id="h-how-does-ai-based-security-detection-work">How does AI-based security detection work?</h3> <p>AI-based security detection automates the analysis of large, complex data sets to uncover threats in real time. These systems not only flag potential risks but can also trigger automated response workflows, accelerating containment, investigation, and mitigation across the incident response lifecycle.</p> <h3 class="wp-block-heading" id="h-what-is-the-role-of-artificial-intelligence-in-cybersecurity-detection-and-response">What is the role of artificial intelligence in cybersecurity detection and response?</h3> <p>Artificial intelligence plays a dual role in modern cybersecurity. It enhances threat detection by analyzing patterns across diverse data sources and accelerates response times by automating key stages of the incident-handling process. This reduces dwell time, eases analyst workload, and improves response consistency.</p> <div class="bs-div bs-div-a216b451bb5e4c10c704702cdec36b5911cd4c2b bs-div---default bs-div--blog-inner-light"> <div class="bs-div__inner "> <h2 class="wp-block-heading" id="h-tl-dr-ai-threat-detection" style="font-size:26px">TL;DR – AI Threat Detection</h2> <p>Artificial intelligence is transforming threat detection by analyzing vast data in real time to spot cyberattacks faster and more accurately. But detection alone isn’t enough. To truly reduce risk, organizations must automate the next steps.</p> <p>Agentic AI automation is essential for turning AI-detected threats into action, speeding response times, reducing manual effort, and preventing breaches. AI helps identify threats; automation ensures they’re handled swiftly and effectively.</p> </div> </div> <div class="bs-div bs-div-91103da672f431009115c2b4dd3e89284290a37b bs-div---default"> <div class="bs-div__inner "> <div class="bs-div bs-div-e5372c53fd7ae94dbf8d095545d648b3403c3ce6 bs-div---default bs-div--blog-inner-download-guide"> <style>.bs-div.bs-div-e5372c53fd7ae94dbf8d095545d648b3403c3ce6 {background-image: url(https://swimlane.com/wp-content/uploads/2022/10/download-report.png); background-position: center center; background-size: cover;} </style> <div class="bs-div__inner d-flex flex-wrap justify-content-center flex-md-row-reverse align-items-md-center justify-content-md-between flex-md-nowrap "> <div class="media-elements bs-media-element---default enable"> <div class="bs-common-image"> <figure class="figure justify-content-start d-flex"> <picture> <p> <img src="https://swimlane.com/wp-content/uploads/OG-SANS-Review-of-Swimlane.png" class="img-fluid" alt="roi report swimlane security automation" title=""> </p></picture> </figure></div> </div> <div class="bs-div bs-div-2aebcd1b2c11849d7c87d8462be32842b8c42b50 bs-div---default"> <div class="bs-div__inner "> <h3 class="wp-block-heading" id="h-sans-product-review-of-swimalne-turbine">SANS Product Review of Swimalne Turbine</h3> <p>Dive deep into how the Swimlane Turbine platform empowers security teams to achieve unprecedented efficiency and effectiveness in incident response.</p> <p><span class="bs-pro-button bs-pro-button---default bs-pro-button--primary-with-arrow-small bs-pro-button-p-btn-5a8793ae192bbed674250a8fd6f36ed7835251bf"></span></p> <style>.bs-pro-button-p-btn-5a8793ae192bbed674250a8fd6f36ed7835251bf .bs-pro-button__container {background-color: #abb8c3; color: #000000;}</style> <p><a href="https://swimlane.com/resources/reports/sans-turbine-platform-review/" rel="noopener noreferrer" class="bs-pro-button__container">Download Report</a> </p></div> </div> </div> </div> </div> </div> </div> <div class=" bs-column col-sm-12 col-md-12 col-lg-3 bs-column-4ffac197d945e44dadadc9d8f52ba4737135ba21 bs-column---default "> <div class="bs-div bs-div-ffc71f24880cf5ca65c4a54e87fb14a656cc562d bs-div---default bs-div--tags"> <div class="bs-div__inner "> <h2 class="wp-block-heading" id="h-tags">Tags</h2> <div class="post-tag-wrapper"> <p><a href="https://swimlane.com/tag/ai/"><span class="tag-content">AI</span></a><a href="https://swimlane.com/tag/incident-response/"><span class="tag-content">Incident Response</span></a></p> </div> </div> </div> <div class="bs-div bs-div-685a1b01df94aa255c335d03b57561a286e387aa bs-div---default bs-div--related-posts bs-div--right-sticky-related-posts"> <div class="bs-div__inner "> <h2 class="wp-block-heading" id="h-related-resources">Related Resources</h2> <div class="bs-related-posts bs-related-posts-block---default"> <div class="bs-related-posts__container"> <div class="bs-related-posts__items"> <div class=" bs-column col-sm-4 bs-column-4bb8c1b66cb5e72c43988fbaf017046daf38fc18 bs-column---default "> <div class="bs-post bs-post-696fc04ea9712 bs-single-post---default enable"> <a class="bs-post__trigger" href="https://swimlane.com/blog/automated-soc-detection-engineering/"> <div class="bs-post__inner"> <div class="bs-post__details"> <div class="bs-post__title"> <h5>Automation: The Catalyst for Effective Threat Detection Engineering </h5> </div> <div class="bs-post__learn-more"> <span class="btn learn-more-text bs-post__learn-more-text">Read More</span></div> </div></div> <p> </p></a> </div> </div> <div class=" bs-column col-sm-4 bs-column-4bb8c1b66cb5e72c43988fbaf017046daf38fc18 bs-column---default "> <div class="bs-post bs-post-696fc04eaa854 bs-single-post---default enable"> <a class="bs-post__trigger" href="https://swimlane.com/blog/how-swimlane-cut-mttr-in-half/"> <div class="bs-post__inner"> <div class="bs-post__details"> <div class="bs-post__title"> <h5>Inside Our AI SOC: How Swimlane Cut MTTR in Half</h5> </div> <div class="bs-post__learn-more"> <span class="btn learn-more-text bs-post__learn-more-text">Read More</span></div> </div></div> <p> </p></a> </div> </div> </div> </div> </div> <div class="wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"> <div class="bs-div bs-div-7a5be0abd58610f08cf9c9d564fee477ee90844a bs-div---default bs-div--blog-inner-single-post"> <div class="bs-div__inner "> <div class="bs-post bs-post-696fc04eabc6f bs-single-post---default bs-single-post--home-resources-alt enable"> <a class="bs-post__trigger" href="https://swimlane.com/resources/reports/sans-soc-survey/"> <div class="bs-post__inner"> <div class="bs-post__image"> <figure class="figure"> <img src="https://swimlane.com/wp-content/uploads/OG-SANS-SOC-Survey.png" class="img-fluid" alt="2025 SANS Security Operations Center Survey" title="OG SANS SOC Survey"><figcaption class="figure-caption"></figcaption></figure> </div> <div class="bs-post__details"> <div class="bs-post__title"> <h5>2025 SANS Security Operations Center (SOC) Survey</h5> </div> <div class="bs-post__learn-more"> <span class="btn learn-more-text bs-post__learn-more-text">Read More</span></div> </div></div> <p> </p></a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section><section class="bs-section bs-section-2a4a600ae9ab197b6a4ccafe05152bf1a2fde1d1 bs-section---default bs-section--newsletter bs-section--common-marketo-form bs-section--common-marketo-form-two-columns "> <style>.bs-section.bs-section-2a4a600ae9ab197b6a4ccafe05152bf1a2fde1d1{ background-color: #000743;} </style> <div class="container-fluid"> <div class="bs-row row bs-row---default"> <div class=" bs-column col-sm-0 col-md-0 col-lg-6 bs-column-df5e10bef85c15055718b4d93887855962017939 bs-column---default "> <h2 class="wp-block-heading has-white-color has-text-color" id="requestor">Request a Live Demo</h2> </div> <div class=" bs-column col-sm-0 col-md-0 col-lg-6 bs-column-df5e10bef85c15055718b4d93887855962017939 bs-column---default "> <div class="media-elements bs-media-element---default enable"> <div class="bs-common-image"> <figure class="figure justify-content-start d-flex"> <picture> <p> <img src="https://swimlane.com/wp-content/uploads/liitp.svg" class="img-fluid" alt="" title=""> </p></picture> </figure></div> </div> <p><script src="https://pages.swimlane.com/js/forms2/js/forms2.min.js"></script></p> <form id="mktoForm_1017"></form> <p><script> var embeddedFormId = '05a6905d0187a23e165b2fd995e965fe15cb94f6'; 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Managed Security Services (MSS): Empowering Organizations with Next-Generation Cybersecurity

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  • Published date: 2026-01-20 00:00:00

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<h2 class="wp-block-heading has-large-font-size"><strong>Why Managed Security Services Are No Longer Optional</strong></h2><p>Cybersecurity has evolved from a back-office IT function into a <strong>boardroom-level business imperative</strong>. Organizations today face a convergence of challenges: increasingly sophisticated cyber threats, expanding attack surfaces driven by cloud and remote work, complex regulatory obligations, and a persistent shortage of skilled security professionals.</p><p>Attackers now operate at machine speed-leveraging automation, artificial intelligence, and multi-stage attack campaigns-while many organizations struggle to maintain even baseline security visibility. As a result, the traditional model of building and operating in-house security operations is becoming economically and operationally unsustainable.</p><p>This reality has accelerated the adoption of <strong>Managed Security Services (MSS)</strong>. Industry research indicates steady and significant growth in the global MSS market over the next several years, reflecting a fundamental shift in how enterprises approach cyber defense. Rather than managing security in isolation, organizations are increasingly partnering with specialized providers to <strong>deliver continuous</strong>, <strong>expert-driven,</strong> and <strong>scalable protection.</strong></p><h2 class="wp-block-heading has-large-font-size"><strong>What Are Managed Security Services (MSS)?</strong></h2><p>Managed Security Services represent a strategic cybersecurity model in which organizations outsource critical security operations to <strong>Managed Security Service Providers (MSSPs)</strong>. These providers deliver continuous monitoring, threat detection, investigation, and response through dedicated Security Operations Centers (SOCs) staffed by experienced security analysts.</p><p>Unlike reactive or tool-centric security approaches, MSS delivers <strong>proactive, intelligence-driven protection</strong> across the entire attack surface, including:</p><ul class="wp-block-list"> <li>Networks and perimeter infrastructure</li> <li>Endpoints and servers</li> <li>Cloud and SaaS environments</li> <li>Identities and access systems</li> <li>Applications and data</li> <li>OT and IoT environments</li> </ul><p>MSSPs combine <strong>people, process, and technology</strong> to provide enterprise-grade security capabilities that are difficult and costly for most organizations to build internally.</p><h2 class="wp-block-heading has-large-font-size"><strong>The Evolution of Managed Security Services</strong></h2><p>Early managed security services focused primarily on <strong>perimeter defense</strong>, managing firewalls, intrusion detection systems, and antivirus tools. However, modern threats no longer respect network boundaries.</p><p>Today’s MSS offerings have evolved to include:</p><ul class="wp-block-list"> <li>Managed Detection and Response (MDR)</li> <li>Extended Detection and Response (XDR)</li> <li>SIEM as a Service</li> <li>SOC as a Service (SOCaaS)</li> <li>Cloud and identity-centric security</li> <li>Behavioral analytics and AI-driven detection</li> <li>Automated response and orchestration</li> </ul><p>This evolution reflects the reality that modern cyberattacks are <strong>multi-stage, identity-driven, and behavior-based</strong>, requiring continuous monitoring and advanced analytics rather than static rules and signatures.</p><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" width="1020" height="573" src="https://seceon.com/wp-content/uploads/2026/01/image-14.png" alt="" class="wp-image-30237" srcset="https://seceon.com/wp-content/uploads/2026/01/image-14.png 1020w, https://seceon.com/wp-content/uploads/2026/01/image-14-300x169.png 300w, https://seceon.com/wp-content/uploads/2026/01/image-14-768x431.png 768w, https://seceon.com/wp-content/uploads/2026/01/image-14-530x298.png 530w" sizes="auto, (max-width: 1020px) 100vw, 1020px"></figure><h2 class="wp-block-heading has-large-font-size"><strong>Why Organizations Are Adopting Managed Security Services</strong></h2><h3 class="wp-block-heading"><strong>Access to Specialized Expertise</strong></h3><p>Cybersecurity talent remains scarce and expensive. MSSPs employ teams of certified professionals with deep expertise in threat intelligence, incident response, forensics, cloud security, and regulatory compliance-capabilities that would be prohibitively costly for most organizations to maintain internally.</p><h3 class="wp-block-heading"><strong>24/7 Security Operations</strong></h3><p>Cyber threats do not operate on business schedules. MSS provides continuous monitoring and response, ensuring that incidents detected outside business hours are investigated and contained immediately.</p><h3 class="wp-block-heading"><strong>Advanced Security Technologies</strong></h3><p>Leading MSSPs invest heavily in enterprise-grade platforms, AI-driven analytics, global threat intelligence, and automation frameworks. Organizations gain access to these capabilities without the capital expenditure, integration effort, or operational overhead.</p><h3 class="wp-block-heading"><strong>Scalability and Business Agility</strong></h3><p>As organizations grow, migrate workloads to the cloud, or expand into new regions, MSS scales seamlessly. New environments can be protected rapidly without delays associated with hiring, training, or re-architecting security infrastructure.</p><h3 class="wp-block-heading"><strong>Cost Predictability and Optimization</strong></h3><p>Subscription-based MSS models convert unpredictable capital and operational expenses into <strong>predictable, manageable costs</strong>, enabling better financial planning and reducing total cost of ownership compared to in-house SOCs.</p><h3 class="wp-block-heading"><strong>Regulatory Compliance Support</strong></h3><p>MSSPs support compliance with regulatory and industry frameworks such as <strong>GDPR, HIPAA, PCI DSS, SOC 2, ISO 27001, DORA, and NIS2</strong>, providing continuous control monitoring, audit-ready reporting, and expert guidance.</p><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" width="672" height="533" src="https://seceon.com/wp-content/uploads/2026/01/image-15.png" alt="" class="wp-image-30238" srcset="https://seceon.com/wp-content/uploads/2026/01/image-15.png 672w, https://seceon.com/wp-content/uploads/2026/01/image-15-300x238.png 300w, https://seceon.com/wp-content/uploads/2026/01/image-15-530x420.png 530w" sizes="auto, (max-width: 672px) 100vw, 672px"></figure><h2 class="wp-block-heading has-large-font-size"><strong>Core Managed Security Service Capabilities</strong></h2><h3 class="wp-block-heading"><strong>Security Operations Center as a Service (SOCaaS)</strong></h3><p>A fully managed SOC delivering 24/7 monitoring, investigation, and incident response. SOC analysts correlate events across the environment to identify and contain threats before they escalate.</p><h3 class="wp-block-heading"><strong>Managed Detection and Response (MDR)</strong></h3><p>MDR services combine advanced detection technologies with proactive threat hunting and expert-led response to identify threats that evade automated controls.</p><h3 class="wp-block-heading"><strong>Extended Detection and Response (XDR)</strong></h3><p>XDR provides unified visibility and detection across endpoints, networks, cloud workloads, identities, and email-enabling detection of sophisticated, multi-stage attacks.</p><h3 class="wp-block-heading"><strong>SIEM as a Service</strong></h3><p>SIEM as a Service eliminates the complexity of deploying and managing SIEM platforms internally while delivering centralized visibility, correlation, and compliance reporting.</p><h3 class="wp-block-heading"><strong>Vulnerability Management</strong></h3><p>Continuous identification, prioritization, and remediation guidance for vulnerabilities across infrastructure, applications, and cloud environments.</p><h3 class="wp-block-heading"><strong>Cloud and Identity Security</strong></h3><p>Continuous monitoring of cloud configurations, identity behavior, access patterns, and data exposure-addressing the most common modern attack vectors.</p><h2 class="wp-block-heading has-large-font-size"><strong>Challenges with Traditional MSS Models</strong></h2><p>Despite their value, many traditional MSS offerings struggle with:</p><ul class="wp-block-list"> <li>Tool sprawl and operational complexity</li> <li>High alert volumes and false positives</li> <li>Manual investigation and slow response</li> <li>Limited visibility across cloud and identity layers</li> <li>Poor scalability for MSSPs</li> </ul><p>These challenges have driven demand for <strong>AI-driven, automation-first platforms</strong> purpose-built for managed security operations.</p><h2 class="wp-block-heading has-large-font-size"><strong>How Seceon Enables Next-Generation Managed Security Services</strong></h2><p>Seceon redefines managed security by delivering a <strong>unified, AI-powered security platform</strong> engineered specifically for MSSPs and large-scale SOC operations.</p><h3 class="wp-block-heading"><strong>Purpose-Built Multi-Tenant Architecture</strong></h3><ul class="wp-block-list"> <li>True multi-tier, multi-tenant design</li> <li>Complete data isolation between clients</li> <li>Centralized management of hundreds of tenants</li> <li>Secure, role-based access control</li> </ul><h3 class="wp-block-heading"><strong>Unified Security Intelligence Platform</strong></h3><p>Seceon ingests and correlates telemetry across:</p><ul class="wp-block-list"> <li>Networks and endpoints</li> <li>Identities and access systems</li> <li>Cloud and SaaS environments</li> <li>Applications and OT systems</li> </ul><p>This cross-domain correlation provides <strong>full attack visibility</strong>, not isolated alerts.</p><h3 class="wp-block-heading"><strong>AI-Driven Behavioral Analytics</strong></h3><p>Using machine learning and <strong>Dynamic Threat Modeling</strong>, Seceon:</p><ul class="wp-block-list"> <li>Establishes behavioral baselines</li> <li>Detects zero-day, insider, and advanced threats</li> <li>Identifies lateral movement and stealthy attacks</li> <li>Reduces false positives by <strong>95%+</strong></li> </ul><h3 class="wp-block-heading"><strong>Automated Response and Orchestration</strong></h3><p>Integrated SOAR capabilities enable:</p><ul class="wp-block-list"> <li>Instant endpoint isolation</li> <li>Account disablement</li> <li>Malicious traffic blocking</li> <li>Automated evidence collection</li> </ul><p>This dramatically reduces Mean Time to Respond (MTTR).</p><h3 class="wp-block-heading"><strong>Rapid Client Onboarding</strong></h3><ul class="wp-block-list"> <li>Pre-integrated analytics and connectors</li> <li>Minimal deployment overhead</li> <li>Client onboarding in minutes, not weeks</li> <li>Faster time to value and revenue</li> </ul><h3 class="wp-block-heading"><strong>Business Enablement for MSSPs</strong></h3><p>Seceon enables MSPs to evolve into high-margin MSSPs by supporting:</p><ul class="wp-block-list"> <li>White-label security services</li> <li>Scalable operations with minimal staffing growth</li> <li>Higher recurring revenue and improved retention</li> </ul><h2 class="wp-block-heading has-large-font-size"><strong>Strategic Benefits for Organizations Using Seceon-Powered MSS</strong></h2><ul class="wp-block-list"> <li>Stronger security posture through continuous, intelligent detection</li> <li>Reduced operational costs compared to in-house SOCs</li> <li>Scalable protection aligned with business growth</li> <li>Simplified compliance and audit readiness</li> <li>Executive-level visibility into cyber risk and security performance</li> </ul><h2 class="wp-block-heading has-large-font-size"><strong>The Future of Managed Security Services</strong></h2><p>The future of MSS lies in:</p><ul class="wp-block-list"> <li>AI-driven, predictive threat detection</li> <li>Autonomous response and orchestration</li> <li>Outcome-based security metrics</li> <li>Unified platforms replacing fragmented toolsets</li> <li>Deeper protection for cloud, identity, OT, and emerging technologies</li> </ul><p>Platforms like Seceon are at the forefront of this transformation-enabling MSSPs and enterprises to move beyond reactive security toward <strong>proactive cyber resilience</strong>.</p><h2 class="wp-block-heading has-large-font-size"><strong>Conclusion</strong></h2><p>Managed Security Services have become essential in a threat landscape defined by speed, scale, and complexity. Organizations can no longer rely on fragmented tools or understaffed internal teams to defend against modern cyber threats.</p><p>Seceon empowers MSSPs to deliver next-generation managed security-combining AI-driven detection, unified visibility, automated response, and true multi-tenancy into a single, scalable platform. For organizations, this means <strong>stronger security, faster response, lower cost, and greater confidence</strong>. For service providers, it means a profitable, scalable path to delivering high-value cybersecurity services.</p><figure class="wp-block-image size-full"><a href="https://seceon.com/contact-us/"><img loading="lazy" decoding="async" width="720" height="212" src="https://seceon.com/wp-content/uploads/2024/12/Footer-for-Blogs-3.jpg" alt="Footer-for-Blogs-3" class="wp-image-22635" srcset="https://seceon.com/wp-content/uploads/2024/12/Footer-for-Blogs-3.jpg 720w, https://seceon.com/wp-content/uploads/2024/12/Footer-for-Blogs-3-300x88.jpg 300w, https://seceon.com/wp-content/uploads/2024/12/Footer-for-Blogs-3-530x156.jpg 530w" sizes="auto, (max-width: 720px) 100vw, 720px"></a></figure><p>The post <a href="https://seceon.com/managed-security-services-mss-empowering-organizations-with-next-generation-cybersecurity/">Managed Security Services (MSS): Empowering Organizations with Next-Generation Cybersecurity</a> appeared first on <a href="https://seceon.com/">Seceon Inc</a>.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/managed-security-services-mss-empowering-organizations-with-next-generation-cybersecurity/" data-a2a-title="Managed Security Services (MSS): Empowering Organizations with Next-Generation Cybersecurity"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fmanaged-security-services-mss-empowering-organizations-with-next-generation-cybersecurity%2F&amp;linkname=Managed%20Security%20Services%20%28MSS%29%3A%20Empowering%20Organizations%20with%20Next-Generation%20Cybersecurity" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fmanaged-security-services-mss-empowering-organizations-with-next-generation-cybersecurity%2F&amp;linkname=Managed%20Security%20Services%20%28MSS%29%3A%20Empowering%20Organizations%20with%20Next-Generation%20Cybersecurity" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fmanaged-security-services-mss-empowering-organizations-with-next-generation-cybersecurity%2F&amp;linkname=Managed%20Security%20Services%20%28MSS%29%3A%20Empowering%20Organizations%20with%20Next-Generation%20Cybersecurity" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fmanaged-security-services-mss-empowering-organizations-with-next-generation-cybersecurity%2F&amp;linkname=Managed%20Security%20Services%20%28MSS%29%3A%20Empowering%20Organizations%20with%20Next-Generation%20Cybersecurity" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fmanaged-security-services-mss-empowering-organizations-with-next-generation-cybersecurity%2F&amp;linkname=Managed%20Security%20Services%20%28MSS%29%3A%20Empowering%20Organizations%20with%20Next-Generation%20Cybersecurity" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://seceon.com/">Seceon Inc</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Anamika Pandey">Anamika Pandey</a>. Read the original post at: <a href="https://seceon.com/managed-security-services-mss-empowering-organizations-with-next-generation-cybersecurity/">https://seceon.com/managed-security-services-mss-empowering-organizations-with-next-generation-cybersecurity/</a> </p>

Could ChatGPT Convince You to Buy Something?

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  • Published date: 2026-01-20 00:00:00

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<p>Eighteen months ago, it was plausible that artificial intelligence might take a <a href="https://www.technologyreview.com/2024/03/13/1089729/lets-not-make-the-same-mistakes-with-ai-that-we-made-with-social-media/">different path</a> than social media. Back then, AI’s development hadn’t consolidated under a small number of big tech firms. Nor had it capitalized on consumer attention, surveilling users and delivering ads.</p><p>Unfortunately, the AI industry is now taking a page from the social media playbook and has set its sights on monetizing consumer attention. When OpenAI launched its <a href="https://openai.com/index/introducing-chatgpt-search/">ChatGPT Search</a> feature in late 2024 and its browser, <a href="https://openai.com/index/introducing-chatgpt-atlas/">ChatGPT Atlas</a>, in October 2025, it kicked off a <a href="https://www.adweek.com/media/openai-takes-on-google-with-atlas-ai-browser/">race to capture online behavioral data</a> to power advertising. It’s part of a yearslong <a href="https://digiday.com/marketing/from-hatred-to-hiring-openais-advertising-change-of-heart/">turnabout by OpenAI</a>, whose CEO Sam Altman once called the combination of ads and AI “unsettling” and now promises that <a href="https://searchengineland.com/chatgpt-ads-coming-some-point-464388">ads can be deployed in AI apps</a> while preserving trust. The rampant <a href="https://www.engadget.com/ai/openais-head-of-chatgpt-says-posts-appearing-to-show-in-app-ads-are-not-real-or-not-ads-190454584.html">speculation among OpenAI users</a> who believe they see paid placements in ChatGPT responses suggests they are not convinced.</p><p>In 2024, AI search company Perplexity started <a href="https://www.perplexity.ai/hub/blog/why-we-re-experimenting-with-advertising">experimenting with ads</a> in its offerings. A few months after that, Microsoft <a href="https://www.windowscentral.com/software-apps/microsoft-integrates-showroom-ads-in-copilot-ai-simulating-brick-and-mortar-stores">introduced ads to its Copilot</a> AI. Google’s <a href="https://searchengineland.com/google-ads-inside-ai-mode-tests-expand-464979">AI Mode for search</a> now increasingly features ads, <a href="https://adage.com/technology/amazon/aa-ai-ads-sponsored-prompts/">as does Amazon’s Rufus chatbot</a>. OpenAI announced on Jan. 16, 2026, that it will soon begin <a href="https://openai.com/index/our-approach-to-advertising-and-expanding-access/">testing ads in the unpaid version of ChatGPT</a>.</p><p>As a <a href="https://scholar.google.com/scholar?hl=en&amp;as_sdt=0%2C22&amp;q=Bruce+Schneier&amp;btnG=">security expert</a> and <a href="https://scholar.google.com/citations?hl=en&amp;user=LlKKQyIAAAAJ&amp;view_op=list_works&amp;sortby=pubdate">data scientist</a>, we see these examples as harbingers of a future where AI companies profit from manipulating their users’ behavior for the benefit of their advertisers and investors. It’s also a reminder that time to steer the direction of AI development away from private exploitation and toward public benefit is quickly running out.</p><p>The functionality of ChatGPT Search and its Atlas browser is not really new. <a href="https://proceedings.neurips.cc/paper/2020/hash/6b493230205f780e1bc26945df7481e5-Abstract.html">Meta</a>, commercial AI competitor <a href="https://www.nytimes.com/2024/02/01/technology/perplexity-search-ai-google.html">Perplexity</a> and even <a href="https://www.theverge.com/2023/9/27/23892781/openai-chatgpt-live-web-results-browse-with-bing">ChatGPT</a> itself have had similar AI search features for years, and both <a href="https://gemini.google/overview/gemini-in-chrome/">Google</a> and <a href="https://blogs.windows.com/msedgedev/2023/05/23/microsoft-edge-build-2023-innovations-in-ai-productivity-management-sidebar-apps/">Microsoft</a> beat OpenAI to the punch by integrating AI with their browsers. But OpenAI’s <a href="https://www.washingtonpost.com/technology/2024/10/31/openai-chatgpt-search-ai-upgrade-google/">business positioning</a> signals a shift.</p><p>We believe the ChatGPT Search and Atlas announcements are worrisome because there is really only one way to make money on search: the advertising model <a href="https://law.stanford.edu/publications/why-google-dominates-advertising-markets/">pioneered ruthlessly by Google</a>.</p><h3>Advertising model</h3><p>Ruled <a href="https://www.nytimes.com/2024/08/05/technology/google-antitrust-ruling.html">a monopolist</a> in U.S. federal court, Google has earned more than <a href="https://www.statista.com/statistics/266249/advertising-revenue-of-google/">US$1.6 trillion in advertising revenue</a> since 2001. You may think of Google as a web search company, or a streaming video company (YouTube), or an email company (Gmail), or a mobile phone company (Android, Pixel), or maybe even an AI company (Gemini). But those products are ancillary to Google’s bottom line. The advertising segment typically accounts for <a href="https://www.statista.com/statistics/1093781/distribution-of-googles-revenues-by-segment/">80% to 90% of its total revenue</a>. Everything else is there to <a href="https://www.cnbc.com/2021/05/18/how-does-google-make-money-advertising-business-breakdown-.html">collect users’ data and direct users’ attention</a> to its advertising revenue stream.</p><p>After two decades in this monopoly position, Google’s search product is much more tuned to the company’s needs than those of its users. When Google Search first arrived decades ago, it was revelatory in its ability to instantly find useful information across the still-nascent web. In 2025, its search result pages are <a href="https://www.404media.co/google-search-really-has-gotten-worse-researchers-find/">dominated by low-quality</a> and often AI-generated content, spam sites that exist solely to drive traffic to Amazon sales—a tactic known as <a href="https://www.investopedia.com/terms/a/affiliate-marketing.asp">affiliate marketing</a>—and paid ad placements, which at times are <a href="https://www.cnbc.com/2020/01/24/google-will-iterate-the-design-that-made-it-harder-to-tell-ads-from-search-results.html">indistinguishable from organic results</a>.</p><p>Plenty of <a href="https://searchengineland.com/ai-powered-search-paid-placements-395084">advertisers</a> and <a href="https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/">observers</a> seem to think AI-powered advertising is the future of the ad business.</p><h3>Highly persuasive</h3><p>Paid advertising in AI search, and AI models generally, could look very different from traditional web search. It has the potential to influence your thinking, spending patterns and even personal beliefs in much more subtle ways. Because AI can engage in active dialogue, addressing your specific questions, concerns and ideas rather than just filtering static content, its potential for influence is much greater. It’s like the difference between reading a textbook and having a conversation with its author.</p><p>Imagine you’re conversing with your AI agent about an upcoming vacation. Did it recommend a particular airline or hotel chain because they really are best for you, or does the company get a kickback for every mention? If you ask about a political issue, does the model bias its answer based on which political party has paid the company a fee, or based on the bias of the model’s corporate owners?</p><p>There is mounting evidence that AI models are at least as effective as people at persuading users to do things. A December 2023 meta-analysis of 121 randomized trials reported that AI models are <a href="https://doi.org/10.1093/joc/jqad024">as good as humans</a> at shifting people’s perceptions, attitudes and behaviors. A more recent meta-analysis of eight studies <a href="https://doi.org/10.21203/rs.3.rs-7435265/v1">similarly concluded</a> there was “no significant overall difference in persuasive performance between (large language models) and humans.”</p><p>This influence may go well beyond shaping what products you buy or who you vote for. As with the field of search engine optimization, the incentive for humans to perform for AI models might <a href="https://www.theatlantic.com/technology/archive/2024/04/generative-ai-search-llmo/678154/">shape the way people write</a> and communicate with each other. How we express ourselves online is likely to be increasingly directed to win the attention of AIs and earn placement in the responses they return to users.</p><h3>A different way forward</h3><p>Much of this is discouraging, but there is much that can be done to change it.</p><p>First, it’s important to recognize that today’s AI is <a href="https://gizmodo.com/ai-chatgpt-can-we-build-trustworthy-ai-1850405280">fundamentally untrustworthy</a>, for the same reasons that search engines and social media platforms are.</p><p>The problem is not the technology itself; fast ways to find information and communicate with friends and family can be wonderful capabilities. The problem is the priorities of the corporations who own these platforms and for whose benefit they are operated. Recognize that you don’t have control over what data is fed to the AI, who it is shared with and how it is used. It’s important to keep that in mind when you connect devices and services to AI platforms, ask them questions, or consider buying or doing the things they suggest.</p><p>There is also a lot that people can demand of governments to restrain harmful corporate uses of AI. In the U.S., Congress could <a href="https://www.reuters.com/legal/legalindustry/us-data-privacy-laws-enter-new-era-2023-2023-01-12/">enshrine consumers’ rights</a> to control their own personal data, as the EU already has. It could also create a data protection <a href="https://epic.org/campaigns/dpa/">enforcement agency</a>, as <a href="https://iapp.org/resources/global-privacy-directory">essentially every other</a> developed nation has.</p><p>Governments worldwide could <a href="https://www.brookings.edu/articles/how-public-ai-can-strengthen-democracy/#:~:text=Publicly%20developed%20and%20owned%20AI,and%20sustainability%20of%20AI%20technology.">invest in Public AI</a>—models built by public agencies offered universally for public benefit and transparently under public oversight. They could also restrict how corporations can collude to exploit people using AI, for example by barring advertisements for dangerous products such as cigarettes and requiring disclosure of paid endorsements.</p><p>Every technology company seeks to differentiate itself from competitors, particularly in an era when yesterday’s groundbreaking AI quickly becomes a commodity that will run on any kid’s phone. One differentiator is in building a trustworthy service. It remains to be seen whether companies such as OpenAI and Anthropic can sustain profitable businesses on the back of subscription AI services like the premium editions of ChatGPT, Plus and Pro, and Claude Pro. If they are going to continue convincing consumers and businesses to pay for these premium services, they will need to build trust.</p><p>That will require making real commitments to consumers on transparency, privacy, reliability and security that are followed through consistently and verifiably.</p><p>And while no one knows what the future business models for AI will be, we can be certain that consumers do not want to be exploited by AI, secretly or otherwise.</p><p><em>This essay was written with Nathan E. Sanders, and originally appeared in <a href="https://theconversation.com/could-chatgpt-convince-you-to-buy-something-threat-of-manipulation-looms-as-ai-companies-gear-up-to-sell-ads-272859">The Conversation</a>.</em></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/could-chatgpt-convince-you-to-buy-something/" data-a2a-title="Could ChatGPT Convince You to Buy Something?"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fcould-chatgpt-convince-you-to-buy-something%2F&amp;linkname=Could%20ChatGPT%20Convince%20You%20to%20Buy%20Something%3F" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fcould-chatgpt-convince-you-to-buy-something%2F&amp;linkname=Could%20ChatGPT%20Convince%20You%20to%20Buy%20Something%3F" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fcould-chatgpt-convince-you-to-buy-something%2F&amp;linkname=Could%20ChatGPT%20Convince%20You%20to%20Buy%20Something%3F" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fcould-chatgpt-convince-you-to-buy-something%2F&amp;linkname=Could%20ChatGPT%20Convince%20You%20to%20Buy%20Something%3F" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fcould-chatgpt-convince-you-to-buy-something%2F&amp;linkname=Could%20ChatGPT%20Convince%20You%20to%20Buy%20Something%3F" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://www.schneier.com/">Schneier on Security</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Bruce Schneier">Bruce Schneier</a>. Read the original post at: <a href="https://www.schneier.com/blog/archives/2026/01/could-chatgpt-convince-you-to-buy-something.html">https://www.schneier.com/blog/archives/2026/01/could-chatgpt-convince-you-to-buy-something.html</a> </p>

One Identity Unveils Major Upgrade to Identity Manager, Strengthening Enterprise Identity Security

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  • Published date: 2026-01-20 00:00:00

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<p class="sc-iYsSXP hbVeNb"><span><strong>Alisa Viejo, United States, January 20th, 2026, CyberNewsWire</strong></span></p><p></p><p>One Identity, a trusted leader in <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/what-is-identity-security.aspx">identity security</a>, today announces a major upgrade to One Identity Manager, a <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/top-5-identity-governance-and-administration-tools-in-2025.aspx">top-rated IGA solution</a>, strengthening <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/what-is-iga/">identity governance</a> as a critical security control for modern enterprise environments. </p><p>One Identity Manager 10.0 introduces security-driven capabilities for risk-based governance, <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/what-is-identity-threat-detection-and-remediation.aspx">identity threat detection and response (ITDR)</a>, and AI-assisted insight, helping organizations better anticipate, contain, and manage identity-driven attacks across their complex IT ecosystems. </p><p>For more than a decade, <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/products/identity-manager/">Identity Manager</a> has served as a proven foundation for securing and governing identities at scale across some of the world’s largest and most complex environments. Version 10.0 builds on that foundation with a modernized experience, deeper integrations, and embedded intelligence that gives security teams clear visibility, stronger control, and more efficient execution across governance workflows.  </p><p>New capabilities include <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/community/blogs/b/identity-governance-administration/posts/identity-risk-management-what-is-it-and-how-can-you-achieve-it">enhanced risk management</a> integrations that allow organizations to ingest and act on user risk scores from third-party analytics and <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/what-is-user-behavior-analytics.aspx">UEBA tools</a>. Newly introduced ITDR playbooks automate key remediation actions such as disabling accounts, flagging security incidents, and launching targeted attestation. Together, these capabilities help organizations shorten the window between detection and action when identity threats emerge. </p><p>The release also introduces a modern, browser-based interface that delivers full administrative functionality without desktop installation.<a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/ai-in-cybersecurity-everything-you-need-to-know.aspx"> AI-assisted reporting</a>, powered by a secure, customer-controlled large language model, enables authorized users to query identity data in natural language, reducing reliance on complex SQL and accelerating insights for audits, reviews, and compliance.  </p><p>Enhanced <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/learn/what-is-security-information-and-event-management.aspx">SIEM compatibility</a> through standards-based Syslog CEF formatting improves interoperability with modern security monitoring platforms. This helps security teams connect identity governance more seamlessly into broader security operations. </p><blockquote><p>“One Identity Manager 10.0 is a major upgrade that strengthens identity governance as a critical security component for protecting enterprise environments,” said Praerit Garg, CEO of One Identity. “Organizations today face relentless identity-driven threats. This release combines a proven governance foundation with intelligence, automation, and usability that help security teams detect risk earlier, take decisive action, and operate at scale with confidence.”</p></blockquote><p> </p><blockquote><p>“One Identity Manager 10.0 represents a significant change in identity governance for large-scale use,” said Ciro Guariglia, CTO of Intragen by Nomios. “The platform improves the data model and automation engine, while bringing in a more scalable, policy-driven method for attestations. This change makes large certification campaigns easier to manage, instead of burdening administrators and the system.”  </p></blockquote><p>With Identity Manager 10.0, One Identity continues advancing identity security as a central pillar of enterprise defense, helping organizations strengthen protection, reduce exposure, and support secure business operations in complex environments. </p><p><strong>About One Identity</strong> </p><p><a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/">One Identity</a> delivers trusted identity security for enterprises worldwide to protect and simplify access to digital identities. With flexible deployment options and subscription terms – from self-managed to fully managed – our solutions integrate seamlessly into your identity fabric to strengthen your identity perimeter, protect against breaches and ensure governance and compliance. Trusted by more than 11,000 organizations managing over 500 million identities, One Identity is a leader in identity governance and administration (IGA), <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/what-is-privileged-access-management/">privileged access management (PAM)</a>, and access management (AM) for security without compromise.</p><p>Users can learn more at <a target="_blank" rel="nofollow noopener" href="https://www.oneidentity.com/">www.oneidentity.com</a>. </p><h5>Contact</h5><p><span><strong>Liberty Pike</strong><br></span><span><strong>One Identity LLC</strong><br></span><span><strong><a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="4e22272c2b3c3a37603e27252b0e21202b272a2b203a273a37602d2123">[email protected]</a></strong><br></span></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/one-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security/" data-a2a-title="One Identity Unveils Major Upgrade to Identity Manager, Strengthening Enterprise Identity Security"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fone-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security%2F&amp;linkname=One%20Identity%20Unveils%20Major%20Upgrade%20to%20Identity%20Manager%2C%20Strengthening%20Enterprise%20Identity%20Security" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fone-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security%2F&amp;linkname=One%20Identity%20Unveils%20Major%20Upgrade%20to%20Identity%20Manager%2C%20Strengthening%20Enterprise%20Identity%20Security" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fone-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security%2F&amp;linkname=One%20Identity%20Unveils%20Major%20Upgrade%20to%20Identity%20Manager%2C%20Strengthening%20Enterprise%20Identity%20Security" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fone-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security%2F&amp;linkname=One%20Identity%20Unveils%20Major%20Upgrade%20to%20Identity%20Manager%2C%20Strengthening%20Enterprise%20Identity%20Security" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fone-identity-unveils-major-upgrade-to-identity-manager-strengthening-enterprise-identity-security%2F&amp;linkname=One%20Identity%20Unveils%20Major%20Upgrade%20to%20Identity%20Manager%2C%20Strengthening%20Enterprise%20Identity%20Security" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div>

What’s On the Tube Or Rather in the Tube: Kimwolf Targets Android-based TVs and Streaming Devices

  • Teri Robinson
  • Published date: 2026-01-20 00:00:00

None

<p><span data-contrast="none">Calling Professor Gadget… Kimwolf is coming after gadgets to amass a botnet that can launch DDoS attacks at will.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">The Android variant of the Aisuru DDoS Botnet has taken aim at those TVs and streaming devices and has infected more than two million devices in the last four months, a report from Synthient revealed—two-thirds are not protected. Bad actors have already marshalled these “troops” to take down large websites. And they’re everywhere, with the research showing the greatest concentration in Saudi Arabia, Vietnam, Brazil and India.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="auto">“Kimwolf’s rapid growth can be attributed to its targeting of vulnerable devices through its novel exploitation of residential proxy networks,” Synthient researchers wrote in a </span><a href="https://synthient.com/blog/a-broken-system-fueling-botnets" target="_blank" rel="noopener"><span data-contrast="none">blog post.</span></a><span data-contrast="auto"> </span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">In fact, its scanning of <a href="https://securityboulevard.com/2025/07/optimizing-web-scraping-with-residential-proxy-networks/" target="_blank" rel="noopener">proxy networks</a> was at an unprecedented scale, with them holding the number one position many times for the most-targeted domain,” researchers added, with scanning often 24/7 and very little downtime—attributable to null routing or infrastructure changes.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="none">Bad actors don’t wait for the devices to be in use in homes before they infect them—they are often infected before received by consumers, making the devices are pickings. The research found that just over two-thirds are not protected at all.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="auto">Synthient said “67% of all Android devices are unauthenticated, leaving them vulnerable to remote code execution,” and researchers found around six million vulnerable Ips. “These devices are often shipped pre-infected with SDKs from proxy providers,” and once users connect them to home networks, “Kimwolf will have scanned and exploited the device within minutes,” they wrote.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="none">The botnet “is a stark reminder that office walls and cloud workloads no longer define the corporate perimeter,” says Crystal Morin, senior cybersecurity strategist at Sysdig. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">Noting that Android-powered streaming boxes and smart TVs are vulnerable even before they “reach a consumer’s front door,” Morin says there’s “an alarming scale of supply chain and ‘living off the land’ risk.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">And that translates into danger for organizations since “every unmanaged device on a remote employee’s home network is a risk enabler,” Morin says. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">“While these devices typically don’t connect to corporate networks in most cases, their presence on the same home Wi-Fi network as a work laptop can create an opportunity for lateral movement, adversary-in-the-middle attacks, DDoS campaigns, or endpoint abuse,” she says. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">Though they have not been dismissed, DDoS attacks have been seen as a network resilience issue. But there’s been a noticeable shift, says Randolph Barr, CISO at Cequence Security, noting they “now threaten business availability and customer trust, especially as more operations depend on applications and APIs.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">Kimwolf and similar botnets typically don’t prioritize system intrusion or data theft, Barr says.</span></p><p><span data-contrast="none">“Instead, their main goals are disruption, visibility, and leverage, with making money as a bonus,” and “attackers use these tools to test defenses, boost their reputation in underground circles, and even sell disruption as a service,” Barr explains.</span></p><p><span data-contrast="none">The impact of downtime isn’t theoretical, he notes, “it genuinely damages customer trust, sales, and contractual commitments.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">Kimwolf highlights a systemic failure across supply chains, device security, and network defense,” says April Lenhard, principal product manager, cyber threat intelligence, at Qualys. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">“IoT devices are now easily weaponized platforms where attacks are cheaper, anonymous, and resilient at an unprecedented scale,” she says, though no one should really be surprised. </span></p><p><span data-contrast="none">“This volume is what the industry predicted a decade ago: And it’s now the new operational pace in 2026 and less of a black swan anomaly.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">While botnets have previously been associated with large-scale DDoS attacks and occasional crypto mining scams, in the age of identity security threats, “We see [botnets] taking on a new role in the threat ecosystem,” said James Maude, Field CTO at BeyondTrust. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">“Having access to a vast network may allow threat actors to perform credential stuffing and password spray attacks at huge scale,” that in the past “might have originated from a single server or data center which was easy to block traffic from, now threat actors can take a list of credentials from one breach and use a botnet to test the credentials against common online services where each login attempt comes from a different residential IP address,” says Maude.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">Botnets, unfortunately, can “evade geolocation controls by stealing a user’s credentials or hijacking a browser session and then using a botnet node close to the victim’s actual location and maybe even using the same ISP as the victim to evade unusual login detections or access policies,” says Maude. “With the rise of Adversary in the Middle (AiTM) toolkits, we are seeing growing demand for a network of compromised devices to use as proxy exit nodes to make use of phished and compromised identities.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">To counter requires efforts from both individuals and enterprises—the former should “treat</span><span data-contrast="none"> newly purchased connected devices as untrusted,” says Morin, with firmware being updated immediately, says Morin. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">“</span><span data-contrast="none">Security teams must shift from a prevention-first mindset to an assume breach strategy that accounts for these unmanaged risky endpoints operating outside of corporate boundaries,” she says, first eliminating “ungoverned connected hardware from their corporate IT and office environments and strictly segment corporate access from unmanaged consumer-grade devices.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">In addition, zero-trust controls and micro-segmentation are prerequisites “to contain the blast radius if an employee’s home-office gadget turns into a botnet node,” she explains, as well as enforcing VPN usage and endpoint firewalls. </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">“Security teams also need to prioritize real-time agentless visibility and runtime detection to catch the anomalous behavioral signals at the network level, such as proxying, egress traffic, identity misuse, and IP abuse, which, combined, can signify whether a device is operating as a zombie for an adversary,” Morin adds.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">Barr says mitigation, though, is tough “</span><span data-contrast="none">because attackers use home devices like smart TVs and streaming gadgets to make their traffic look like it’s coming from real households and mobile networks” with hybrid work amping the risk.</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">“</span><span data-contrast="none">Employees sometimes connect through home networks with devices that aren’t monitored or regularly updated,” Barr says, with one compromise threatening a company’s traffic and reputation. “This isn’t about user error; it’s a trust and compliance issue for the company.” </span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":480,"335559740":240}'> </span></p><p><span data-contrast="none">Barr urges security teams not confine their efforts to traffic volume but rather use tools that “focus on understanding how apps and APIs should behave” to understand normal patterns so they can spot small signs of automation or abuse, and adjust protections as attacks evolve.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><p><span data-contrast="none">By monitoring at the app and API level, defenders “can protect brand reputation, keep systems up, and meet SLAs without disrupting real customers,” Barr says, and employing behavior-based security tools will give organizations an edge over others “because these tools directly connect security with business stability.”</span><span data-ccp-props='{"201341983":0,"335557856":16777215,"335559739":0,"335559740":240}'> </span></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/whats-on-the-tube-or-rather-in-the-tube-kimwolf-targets-android-based-tvs-and-streaming-devices/" data-a2a-title="What’s On the Tube Or Rather in the Tube: Kimwolf Targets Android-based TVs and Streaming Devices "><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhats-on-the-tube-or-rather-in-the-tube-kimwolf-targets-android-based-tvs-and-streaming-devices%2F&amp;linkname=What%E2%80%99s%20On%20the%20Tube%20Or%20Rather%20in%20the%20Tube%3A%20Kimwolf%20Targets%20Android-based%20TVs%20and%20Streaming%20Devices%C2%A0" title="Twitter" rel="nofollow 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Exploiting Google Gemini to Abuse Calendar Invites Illustrates AI Threats

  • Jeffrey Burt
  • Published date: 2026-01-20 00:00:00

None

<p>A vulnerability in <a href="https://securityboulevard.com/2025/12/indirect-malicious-prompt-technique-targets-google-gemini-enterprise/" target="_blank" rel="noopener">Google’s Gemini AI model</a> that could allow bad actors to go around privacy controls in Google Calendar and access and leak private meeting data is the latest example of how traditional cybersecurity struggles to keep up with <a href="https://securityboulevard.com/2025/09/from-prompt-injection-to-a-poisoned-mind-the-new-era-of-ai-threats/" target="_blank" rel="noopener">threats posed by AI</a>, according to researchers with application security firm Miggo.</p><p>Using an <a href="https://sites.google.com/view/invitation-is-all-you-need/home" target="_blank" rel="noopener">indirect prompt injection</a> technique, they were able to manipulate Gemini and abuse its role as an assistant for Google Calendar. Gemini can parse the full context of a user’s calendar events, from titles and time to attendees and descriptions, which allows it to answer questions the user might have, including about their schedule on a particular day.</p><p>“The mechanism for this attack exploits that integration,” Liad Eliyahu, head of research for Miggo, <a href="https://www.miggo.io/post/weaponizing-calendar-invites-a-semantic-attack-on-google-gemini" target="_blank" rel="noopener">wrote in a report</a> this week. “Because Gemini automatically ingests and interprets event data to be helpful, an attacker who can influence event fields can plant natural language instructions that the model may later execute.”</p><p>The researchers were able to exploit the vulnerability with three steps. They created a new calendar event that included an embedded prompt-injection payload that instructed Gemini to summarize all of the targeted user’s meetings on a specific day – this included private meetings – and sent an invite to the user.</p><p>The promoter also told Gemini to exfiltrate the data by writing it into the description of a new calendar event and then gave the user a harmless response – “it’s a free time slot” – to hide its intent.</p><p>“The payload was syntactically innocuous, meaning it was plausible as a user request,” Eliyahu wrote. “However, it was semantically harmful … when executed with the model tool’s permissions.”</p><h3>Payload Comes into Play</h3><p>The payload was kicked into action when the user asked Gemini an everyday question about their schedule, such as “Hey, Gemini, am I free on Saturday?” The request led to Gemini loading and parsing all relevant calendar events, including the hacker’s malicious one, and activating the payload.</p><p>To the user, Gemini appeared to be acting normally when replying, “It’s a free time slot.”</p><p>“Behind the scenes, however, Gemini created a new calendar event and wrote a full summary of our target user’s private meetings in the event’s description,” he wrote. “In many enterprise calendar configurations, the new event was visible to the attacker, allowing them to read the exfiltrated private data without the target user ever taking any action.”</p><p>Miggo alerted Google to the vulnerability, with the tech giant confirming the findings and mitigating the flaw.</p><h3>Syntactic vs. Semantic Threats</h3><p>That said, the bigger issue is that the exploitation of the flaw highlights how securing AI-based applications is a different challenge for security teams.</p><p>“Traditional application security (AppSec) is largely syntactic,” Eliyahu wrote. “We look for high-signal strings and patterns, such as SQL payloads, script tags, or escaping anomalies, and block or sanitize them. … In contrast, vulnerabilities<strong> </strong>in<strong> </strong>LLM [large language model] powered systems are semantic. This shift shows how simple pattern-based defenses are inadequate. Attackers can hide intent in otherwise benign language, and rely on the model’s interpretation of language to determine the exploitability.”</p><p>In Miggo’s testing, Gemini did act as a chat interface, but also operated as an application layer with access to tools and APIs, with Eliyahu noting that “when an application’s API surface is natural language, the attack layer becomes ‘fuzzy.’ Instructions that are semantically malicious can look linguistically identical to legitimate user queries.”</p><p>He added that “this Gemini vulnerability isn’t just an isolated edge case. Rather, it is a case study in how detection is struggling to keep up with AI-native threats.”</p><h3>New Security Thinking Needed</h3><p>In response, security teams need to move beyond keyword blocking and create runtime systems that can reason about semantics, attribute intent, and track data provenance, creating security controls that treat LLMs as full application layers with privileges that can be governed.</p><p>“Securing the next generation of AI-enabled products will be an interdisciplinary effort that combines model-level safeguards, robust runtime policy enforcement, developer discipline, and continuous monitoring,” Eliyahu wrote. “Only with that combination can we close the semantic gaps attackers are now exploiting.”</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/exploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats/" data-a2a-title="Exploiting Google Gemini to Abuse Calendar Invites Illustrates AI Threats"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fexploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats%2F&amp;linkname=Exploiting%20Google%20Gemini%20to%20Abuse%20Calendar%20Invites%20Illustrates%20AI%20Threats" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fexploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats%2F&amp;linkname=Exploiting%20Google%20Gemini%20to%20Abuse%20Calendar%20Invites%20Illustrates%20AI%20Threats" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fexploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats%2F&amp;linkname=Exploiting%20Google%20Gemini%20to%20Abuse%20Calendar%20Invites%20Illustrates%20AI%20Threats" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fexploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats%2F&amp;linkname=Exploiting%20Google%20Gemini%20to%20Abuse%20Calendar%20Invites%20Illustrates%20AI%20Threats" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fexploiting-google-gemini-to-abuse-calendar-invites-illustrates-ai-threats%2F&amp;linkname=Exploiting%20Google%20Gemini%20to%20Abuse%20Calendar%20Invites%20Illustrates%20AI%20Threats" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div>

The Crisis Year for Journalism Is Here

  • Felipe De La Hoz
  • Published date: 2026-01-19 11:00:00

Days into the new year, as stuffed suit Tony Dokoupil was readying to take the helm as the new anchor of the CBS Evening News, the network rolled out a much-mocked set of five guiding principles that went heavy on the sort of pseudo-intellectual fluff that’s …

We are under no professional obligation to treat with even-handedness the would-be architects of our demise. I suspect that a lot of people were not aware that Project 2025, the authoritarian bluepri… [+2187 chars]

What it’s like to be banned from the US for fighting online hate

  • Eileen Guo
  • Published date: 2026-01-19 10:00:00

It was early evening in Berlin, just a day before Christmas Eve, when Josephine Ballon got an unexpected email from US Customs and Border Protection. The status of her ability to travel to the United States had changed—she’d no longer be able to enter the cou…

Ahmed, Melford, Breton, and their respective organizations also made their own statements denouncing the entry bans. Ahmed, the only one of the five based in the United States, also successfully file… [+2913 chars]

King calls for stronger national security laws amid rising digital threats

  • TARRENCE TAN, RAGANANTHINI VETHASALAM
  • Published date: 2026-01-19 04:28:00

KUALA LUMPUR: Sultan Ibrahim, King of Malaysia, has urged the introduction of laws related to national security and foreign threats, saying that evolving criminal trends could undermine social harmony and open up floodgates to more scam cases in the country. …

KUALA LUMPUR: Sultan Ibrahim, King of Malaysia, has urged the introduction of laws related to national security and foreign threats, saying that evolving criminal trends could undermine social harmon… [+1638 chars]

Randall Munroe’s XKCD ‘Funny Numbers’

  • None
  • Published date: 2026-01-19 00:00:00

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<figure class=" sqs-block-image-figure intrinsic "> <p> <a class=" sqs-block-image-link " href="https://xkcd.com/3184/"></a></p> <p> <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png" data-image-dimensions="360x453" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=1000w" width="360" height="453" sizes="auto, (max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/8cfbe2f6-5a6f-49c2-a715-8e1444f9fdb6/funny_numbers.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"></p> <p> <figcaption class="image-caption-wrapper"> <p class="">via the comic artistry and dry wit of Randall Munroe, creator of XKCD</p> </figcaption></p></figure><p><a href="https://www.infosecurity.us/blog/2026/1/19/randall-munroes-xkcd-funny-numbers">Permalink</a></p><p> </p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/randall-munroes-xkcd-funny-numbers/" data-a2a-title="Randall Munroe’s XKCD ‘Funny Numbers’"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-funny-numbers%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Funny%20Numbers%E2%80%99" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-funny-numbers%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Funny%20Numbers%E2%80%99" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-funny-numbers%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Funny%20Numbers%E2%80%99" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-funny-numbers%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Funny%20Numbers%E2%80%99" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-funny-numbers%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Funny%20Numbers%E2%80%99" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://www.infosecurity.us/">Infosecurity.US</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Marc Handelman">Marc Handelman</a>. Read the original post at: <a href="https://xkcd.com/3184/">https://xkcd.com/3184/</a> </p>

SAML vs OIDC: Choosing the Right Protocol for Modern Single Sign-On

  • None
  • Published date: 2026-01-19 00:00:00

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<h2>The Identity Landscape for Modern Enterprises</h2><p>Ever tried explaining to a ceo why their login screen broke after a simple update? It's usually because the identity layer is a mess of old and new tech clashing together.</p><p>Modern enterprises aren't just one big building anymore; they're a sprawling web of cloud apps, legacy servers, and mobile tools. Getting a user from point A to point B safely without making them type a password twenty times is the real challenge. This is especially true when dealing with <strong>CIAM (Customer Identity and Access Management)</strong>, which is basically how companies manage how their external customers—not just employees—log in and access digital services.</p><ul> <li><strong>Legacy vs Cloud</strong>: Healthcare systems often struggle with old patient records that only speak saml, while their new telehealth apps want modern oidc.</li> <li><strong>User Friction</strong>: In retail, if a store manager can't jump from inventory to payroll seamlessly, you lose productivity fast.</li> <li><strong>Security Gaps</strong>: Misconfiguring these protocols is how most breaches start—usually because someone tried to "force" a fit where it didn't belong. (<a href="https://www.aikido.dev/blog/top-web-application-security-vulnerabilities">Web Application Security Vulnerabilities | Top Risks – Aikido</a>)</li> </ul><p>According to the <a href="https://learn.microsoft.com/en-us/entra/identity-platform/single-sign-on-saml-protocol">Single sign-on SAML protocol guide by Microsoft</a>, even a successful login involves a complex dance of <code>AuthnRequest</code> and <code>Response</code> elements that need to match perfectly.</p><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-1.svg" alt="Diagram 1"></p><p>Beyond the technical specifications, picking between these protocols isn't just a technical "vibes" choice; it's about what your stack can actually handle. Let's look at the technical architecture and how these handshakes actually function under the hood.</p><h2>Breaking Down SAML: The Corporate Heavyweight</h2><p>If you've ever had to integrate a legacy healthcare portal or a massive finance app, you already know saml is the "old reliable" that refuses to retire. It’s heavy, it’s xml-based, and honestly, it’s a bit of a pain to debug—but it gets the job done when security can't be compromised.</p><p>At its core, saml is just a handshake between two parties: the Service Provider (sp) and the Identity Provider (idp). Instead of sharing passwords, they exchange digital "passports" called assertions. </p><ul> <li><strong>The XML weight</strong>: Everything in saml is wrapped in xml. It's verbose and makes the payloads huge compared to modern json, but that structure allows for incredibly detailed security policies.</li> <li><strong>Trust via Metadata</strong>: Before anything works, you gotta swap metadata files. This contains the public keys and endpoints so the systems know they aren't talking to a random hacker.</li> <li><strong>The Browser Dance</strong>: Most of this happens via the user's browser redirecting back and forth. If one cert is expired or a timestamp is off by ten seconds, the whole thing breaks. This is why <strong>timestamp validation</strong> is so huge; saml uses a <code>NotOnOrAfter</code> condition in the assertion to make sure an old login isn't being reused by a bad actor.</li> </ul><blockquote> <p>According to the Single sign-on SAML protocol guide by Microsoft, the <code>AuthnRequest</code> and <code>Response</code> elements must match perfectly, often requiring specific <code>ID</code> formats to prevent replay attacks.</p> </blockquote><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-2.svg" alt="Diagram 2"></p><p>While the cool kids use oidc for mobile apps, saml is still the king of the corporate intranet. </p><ul> <li><strong>Regulated Industries</strong>: In banking or government, the strictness of saml assertions is a feature, not a bug. They need those signed xml blocks for audit trails.</li> <li><strong>Deep Directory Ties</strong>: If your org is still leaning heavily on active directory, saml is usually the native language there. (<a href="https://www.reddit.com/r/sysadmin/comments/18ezyo5/our_company_implements_sso_but_i_keep_having_to/">Our company implements SSO, but I keep having to sign in … – Reddit</a>) It handles complex attribute mapping—like passing a user's specific floor number or department code—really well.</li> </ul><p>From a security perspective, it's not going anywhere soon. But if you're building something for mobile or a snappy web app, you might want to look at the lighter alternative we're hitting next.</p><h2>OIDC: The Agile Challenger for Web and Mobile</h2><p>Ever tried to jam a saml redirect into a mobile app only to have the browser view hang or lose the session state? It’s a nightmare and honestly, that's why oidc exists.</p><p>While saml is the corporate heavyweight, <strong>OpenID Connect (oidc)</strong> is the agile challenger built for how we actually work today—with apis, single-page apps (SPAs), and iPhones. It’s basically a thin identity layer sitting on top of the OAuth 2.0 framework.</p><p>The biggest win here is moving away from those massive, hard-to-read xml blocks. Oidc uses <strong>json Web Tokens (jwt)</strong>, which are way smaller and easier for a developer to parse with a simple library.</p><ul> <li><strong>id_token vs access_token</strong>: oidc introduces the <code>id_token</code>, which tells you <em>who</em> the user is (like their name and email). The <code>access_token</code> is still there to tell the api <em>what</em> they can do.</li> <li><strong>REST Friendly</strong>: Since it’s all json and http, it fits perfectly into modern dev workflows. You don't need a specialized xml processor just to read a username.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-3.svg" alt="Diagram 3"></p><p>Saml relies heavily on browser redirects and keeping state in a way that mobile apps just hate. Oidc, especially with <strong>PKCE (Proof Key for Code Exchange)</strong>, makes it safe to do auth in apps where you can't hide a client secret. (PKCE works by having the app generate a temporary secret code that is verified at the end of the exchange, replacing the need for a hardcoded "hidden secret" that hackers could easily steal from mobile code.)</p><ul> <li><strong>Low Bandwidth</strong>: Because jwt payloads are tiny, logins feel much snappier on a spotty 5G connection compared to bulky saml assertions.</li> <li><strong>Native Experience</strong>: You can use system browsers for a better "Sign in with…" experience that doesn't feel like a janky 2005 web portal.</li> </ul><p>In practice, if you’re building anything new or mobile-first, oidc is usually the default. But how do these two actually stack up when you put them head-to-head? Let's do a direct comparison.</p><h2>Side-by-Side Comparison: SAML vs OIDC</h2><p>So, you've seen both protocols in action, but which one actually wins when they're sitting in the same room? Honestly, it's less about "which is better" and more about what kind of headache you're willing to manage on a Tuesday afternoon.</p><p>Here is a quick breakdown of how they compare when you're actually building things:</p><table> <thead> <tr> <th align="left">Feature</th> <th align="left">SAML 2.0</th> <th align="left">OpenID Connect (OIDC)</th> </tr> </thead> <tbody> <tr> <td align="left"><strong>Data Format</strong></td> <td align="left">XML (Bulky, strict)</td> <td align="left">JSON / JWT (Lightweight, easy)</td> </tr> <tr> <td align="left"><strong>Transport</strong></td> <td align="left">HTTP POST / Redirects</td> <td align="left">RESTful API calls / HTTP</td> </tr> <tr> <td align="left"><strong>Primary Use Case</strong></td> <td align="left">Enterprise SSO / Government</td> <td align="left">Mobile Apps / Modern Web / CIAM</td> </tr> <tr> <td align="left"><strong>Complexity</strong></td> <td align="left">High (Requires XML expertise)</td> <td align="left">Moderate (Developer friendly)</td> </tr> <tr> <td align="left"><strong>Mobile Support</strong></td> <td align="left">Poor (Hard to manage state)</td> <td align="left">Excellent (Native support via PKCE)</td> </tr> </tbody> </table><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-4.svg" alt="Diagram 4"></p><p>If you're tired of choosing, tools like <strong><a href="https://ssojet.com/">SSOJet</a></strong> basically act as a bridge. You can let your app speak oidc (because it’s easier for you) while it talks saml to some old-school enterprise directory on the back end. </p><p>It handles the rapid directory sync and even lets you mix in magic links or social logins without rewriting your entire identity architecture. Once you pick a protocol, the real fun starts: actually getting it to work. Let’s talk about the implementation hurdles next.</p><h2>Security Considerations and Common Pitfalls</h2><p>Implementing sso isn't just about getting the "Login" button to work; it's about making sure you haven't left the back door wide open. Honestly, I've seen more than one enterprise rollout get stalled because a simple xml configuration error turned into a security nightmare.</p><ul> <li><strong>XML Signature Wrapping</strong>: In saml, an attacker might inject a fake assertion while keeping the original signature valid. If your parser isn't strict, it might authorize the wrong user.</li> <li><strong>Redirect URI Poisoning</strong>: For oidc, if you don't validate your redirect uris perfectly, tokens can leak to malicious sites. This is a classic mistake in fast-moving retail app deployments.</li> <li><strong>Clock Skew and Replays</strong>: As previously discussed regarding saml assertions, timestamps matter. If your servers aren't synced, an old token can be reused to hijack a session. This "clock skew" is why we use those <code>NotOnOrAfter</code> timestamps I mentioned earlier.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-5.svg" alt="Diagram 5"></p><p>Most of these pitfalls come from trying to build your own ciam logic instead of using battle-tested tools. Next, we’ll wrap this up with a final checklist for your architecture.</p><h2>Final Verdict: Which one should you pick?</h2><p>So, after all the xml vs json bickering, which one do you actually put in your roadmap? Honestly, if you're building a new mobile app for a retail chain or a snappy saas platform, oidc is the way to go—it's just less of a headache for your devs.</p><p>But let's be real, if you're selling to a massive finance institution or a healthcare provider, they're probably going to hand you a saml metadata file and tell you to "make it work." You don't really get to choose when the client is a multi-billion dollar bank.</p><p>The truth is, most mature identity architectures end up being a bit of a "mutant" setup. You use oidc for your internal services and mobile clients because it's agile, but you keep a saml gateway ready for those enterprise customers who refuse to leave 2005.</p><ul> <li><strong>Future-proofing</strong>: Build your core around oidc/OAuth 2.0. It's easier to secure with things like PKCE and fits better with modern api security.</li> <li><strong>Enterprise Readiness</strong>: Don't ignore saml. As mentioned earlier, big orgs love the auditability of those signed xml assertions.</li> <li><strong>Abstraction is Key</strong>: Use an identity broker. Tools like <strong>SSOJet</strong> let you ignore the protocol war by handling the translation for you.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/6853a4a8a2796a91bb994a76/687e6d61f6fe799d28851eff/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on/mermaid-diagram-6.svg" alt="Diagram 6"></p><p>Anyway, don't get stuck in "analysis paralysis" over the protocols. Pick the one that fits your immediate needs—usually oidc for speed or saml for compliance—and make sure your architecture is flexible enough to swap 'em later. At the end of the day, the ceo just wants the login button to work every time, no matter what's happening under the hood.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/saml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on/" data-a2a-title="SAML vs OIDC: Choosing the Right Protocol for Modern Single Sign-On"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fsaml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on%2F&amp;linkname=SAML%20vs%20OIDC%3A%20Choosing%20the%20Right%20Protocol%20for%20Modern%20Single%20Sign-On" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fsaml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on%2F&amp;linkname=SAML%20vs%20OIDC%3A%20Choosing%20the%20Right%20Protocol%20for%20Modern%20Single%20Sign-On" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fsaml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on%2F&amp;linkname=SAML%20vs%20OIDC%3A%20Choosing%20the%20Right%20Protocol%20for%20Modern%20Single%20Sign-On" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fsaml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on%2F&amp;linkname=SAML%20vs%20OIDC%3A%20Choosing%20the%20Right%20Protocol%20for%20Modern%20Single%20Sign-On" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fsaml-vs-oidc-choosing-the-right-protocol-for-modern-single-sign-on%2F&amp;linkname=SAML%20vs%20OIDC%3A%20Choosing%20the%20Right%20Protocol%20for%20Modern%20Single%20Sign-On" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://ssojet.com/blog">SSOJet - Enterprise SSO &amp;amp; Identity Solutions</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by SSOJet - Enterprise SSO &amp; Identity Solutions">SSOJet - Enterprise SSO &amp; Identity Solutions</a>. Read the original post at: <a href="https://ssojet.com/blog/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on">https://ssojet.com/blog/saml-vs-oidc-choosing-right-protocol-modern-single-sign-on</a> </p>

Granular Policy Enforcement for Decentralized Model Context Resources

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  • Published date: 2026-01-19 00:00:00

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<h2>The unique landscape of urban market dynamics</h2><p>Ever tried to grab a coffee in downtown Chicago at 8 AM? It’s pure chaos, right? That’s the urban market for you—a high-speed, high-stress environment where your brand has about three seconds to make an impression before the customer disappears into a subway station.</p><p>In cities, people don't buy things the same way they do in the suburbs. Space is a luxury, so nobody is "stocking up" on 48-packs of toilet paper. They buy what they can carry. </p><ul> <li><strong>Speed over everything</strong>: For a busy professional in London or NYC, saving five minutes is often worth more than saving five dollars. If your checkout process is slow, you've already lost.</li> <li><strong>Micro-living habits</strong>: Retailers like Ikea have figured this out by opening smaller "city stores" because urbanites don't have cars to haul giant boxes or the floor space to put them.</li> <li><strong>The Melting Pot</strong>: You’ve got extreme diversity in one zip code. A healthcare provider in miami has to market to English, Spanish, and Haitian Creole speakers—plus five different income levels—all on the same block.</li> </ul><p>According to a report by <a href="https://www.un.org/development/desa/en/news/population/2018-revision-of-world-urbanization-prospects.html">the United Nations</a> (2018 revision), about 55% of the world's population lives in urban areas, and that's only going up. This density makes word-of-mouth move at light speed, which is great until you mess up.</p><p>The path to purchase in a city is rarely a straight line. It’s a mess of mobile pings and physical sightings. This "mess" of digital nudges and seeing the brand in the real world eventually pushes a customer to make a snap decision when they're actually standing near the shelf.</p><p><img decoding="async" src="https://cdn.pseo.one/66f5089e70f7451d19ff67d9/686ef586027b1d23f092b26b/brand-strategy-positioning-urban-markets/mermaid-diagram-1.svg" alt="Diagram 1"></p><p>Brands are using geo-fencing to "catch" people as they walk by. Imagine a fintech app sending a notification about a "commuter cashback" deal just as you enter a major transit hub. It's about being relevant in the exact square foot the customer is standing in.</p><p>The "last mile" is where the brand promise usually breaks. If a delivery person can't find a confusing apartment buzzer, the customer blames the brand, not the courier. Honestly, your reputation is basically at the mercy of how easy you make it to get the product through a tiny doorway.</p><p>Next, we're gonna look at how to actually build a brand identity that doesn't get drowned out by all that city noise.</p><h2>Positioning strategies that actually works in cities</h2><p>So, you've got a million people living in a ten-mile radius. You'd think that makes selling easy, but honestly? It just makes it easier to get ignored. In a city, "mass appeal" usually just means you're background noise—like a siren or a pigeon.</p><p>To actually get noticed, you gotta stop trying to talk to everyone. The brands winning right now are the ones acting like a local neighbor, even if they're a massive global corp. </p><p>In a place like New York or Tokyo, a "niche" is still bigger than most small towns. You can build a whole business just around people who own French Bulldogs in Brooklyn. </p><ul> <li><strong>Hyper-local content matters</strong>: Don't just post about "summer deals." Post about that specific construction on 5th Ave that's ruining everyone's morning. According to <a href="https://sproutsocial.com/insights/social-media-statistics/">Sprout Social</a>, about 68% of consumers want brands to help bring people together—and nothing brings city folks together like complaining about the same transit delay.</li> <li><strong>ai for the "little guy" feel</strong>: Using ai doesn't have to be cold. Smart brands use it to parse local data so their emails mention the actual weather in a specific borough. If you're a cybersecurity firm, using something like <a href="https://gracker.ai/">GrackerAI</a> helps you churn out super-specific content for "fintech startups in Shoreditch" rather than just "businesses." </li> <li><strong>The "Small Store" Flex</strong>: I've seen big banks stop building giant branches and instead open tiny, "boutique" spots that look like coffee shops. They aren't trying to serve the whole city; they're trying to own that one street corner.</li> </ul><p>Establishing this kind of physical presence is the foundation for building long-term brand loyalty. Moving from just selling stuff to actually having a relationship is tough. It's the difference between a one-night stand and a marriage, you know?</p><blockquote> <p>"Community isn't just a marketing buzzword; in a city, it's your only defense against a competitor opening up across the street." </p> </blockquote><p>Partnering with local influencers—not the ones with 10 million followers, but the person who everyone in the local art scene actually listens to—gives you instant "street cred" that a billboard can't buy. </p><p><img decoding="async" src="https://cdn.pseo.one/66f5089e70f7451d19ff67d9/686ef586027b1d23f092b26b/brand-strategy-positioning-urban-markets/mermaid-diagram-2.svg" alt="Diagram 2"></p><p>When you show up at the local 5k or sponsor a community garden, you're not just a logo anymore. You're part of the furniture. That's how you get that sweet, sweet earned media without spending a fortune on pr firms.</p><p>Up next, we’re diving into how to capture attention through technical precision, because in a city, you have to be fast to even get a foot in the door.</p><h2>Technical execution and performance marketing</h2><p>Ever wonder why you see an ad for a specific coffee shop the second you step off the L-train? It’s not magic, it’s just really good technical execution that understands how city people move. This is also where you have to be careful with data privacy—if you track people too closely without being transparent, you lose their trust immediately.</p><p>If you’re running a brand in a city, your seo strategy can't be broad. It has to be "street-level" specific. People walking around with a phone in one hand and a bag in the other aren't typing long queries—they’re using voice search or quick, messy keywords.</p><ul> <li><strong>Hyper-local schema</strong>: You need to tell search engines exactly which corner you’re on. If you’re a healthcare clinic in Chelsea, don't just target "doctor nyc." Target "urgent care near high line" because that's how people actually talk.</li> <li><strong>Voice search is king on the move</strong>: Most mobile users in cities use voice to find stuff while walking. This means your content needs to answer natural questions like "where can I get a vegan bagel right now?"</li> <li><strong>Programmatic seo</strong>: This sounds fancy, but it just means creating pages for every tiny neighborhood or "micro-moment." To avoid getting flagged as spam by Google, you gotta use unique local data points—like specific transit directions or local landmark mentions—on all 500+ pages so they don't look like duplicate content.</li> </ul><p>In a dense market, your ad spend is basically a fire hose. If you don't aim it right, you're just getting everyone wet without actually cleaning anything. You have to test everything because what works in the West Village might totally bomb in the Financial District.</p><p><img decoding="async" src="https://cdn.pseo.one/66f5089e70f7451d19ff67d9/686ef586027b1d23f092b26b/brand-strategy-positioning-urban-markets/mermaid-diagram-3.svg" alt="Diagram 3"></p><ul> <li><strong>A/B testing cohorts</strong>: I've seen brands run the same ad but change the background image to match the local subway station. It sounds small, but that "I know where you are" feel boosts clicks like crazy.</li> <li><strong>Reducing friction</strong>: If your mobile site takes four seconds to load, a commuter has already walked past your storefront. Use behavioral analytics to see where people drop off—usually it's a clunky form or a slow api call.</li> </ul><blockquote> <p>A 2023 report from <a href="https://www.brightlocal.com/research/local-consumer-review-survey/">BrightLocal</a> showed that 87% of consumers used Google to evaluate local businesses, making your digital "curb appeal" just as important as your physical one.</p> </blockquote><p>Honestly, it’s about being fast and relevant. If you can't solve their problem before the light turns green, you've lost 'em.</p><p>Now that we’ve got the tech side dialed in, let’s talk about how to actually keep these customers from ghosting you.</p><h2>Scaling and measuring success in the city</h2><p>So, you’ve spent all this money on ads and social posts, but how do you actually know if that person who walked into your shop did it because of your instagram ad or just because they were rain-soaked and saw your sign? Measuring success in a city is basically like trying to track a single pigeon in a park—it’s messy.</p><p>Solving the "offline-to-online" mystery is the holy grail for urban brands. Since city journeys are so fragmented, general traffic data usually lies to you. You need to look at <strong>cohort analysis</strong> instead, which groups people by when and where they first met your brand.</p><ul> <li><strong>The "Lift" test</strong>: Try turning off all digital ads in just one neighborhood for a week. Just a heads up though—cities have massive "bleed-over" because people work in one spot and live in another. You need to pick "control" zones that are physically separated by a river or a long distance to get clean data.</li> <li><strong>Privacy-first tracking</strong>: With all the new data laws, smart marketers are leaning on <strong>first-party data</strong>. Offer a "city-dweller" discount code in exchange for an email at checkout so you can actually link that human to their digital profile.</li> <li><strong>Marketing Mix Modeling (mmm)</strong>: This is a fancy way of saying you should look at the big picture. Don't just obsess over clicks; see how your billboard spend correlates with organic search spikes.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/66f5089e70f7451d19ff67d9/686ef586027b1d23f092b26b/brand-strategy-positioning-urban-markets/mermaid-diagram-4.svg" alt="Diagram 4"></p><p>Growth in a city happens when you stop paying for every single customer and start letting the city's density do the work for you. <strong>Network effects</strong> occur when your service gets better because more people nearby use it—think of a delivery app that gets faster as more couriers join the fleet in a specific zip code.</p><ul> <li><strong>Hyper-local referrals</strong>: I've seen finance apps offer "building-specific" bonuses. If five people in the same apartment complex sign up, everyone gets a better rate. It turns neighbors into your sales team.</li> <li><strong>Viral physical loops</strong>: Use your packaging as a walking ad. If your retail bags are bright and sturdy, people will reuse them for groceries, giving you free impressions all over the subway.</li> <li><strong>Ethical data use</strong>: Always be upfront about why you're collecting location data. As we mentioned earlier regarding technical execution, trust is everything in a tight-knit urban community, and one "creepy" data leak can ruin your reputation.</li> </ul><p>Honestly, scaling in a city isn't about being the biggest; it's about being the most integrated. If you can prove your value on one block, the rest of the city usually follows. Just keep an eye on those cohorts and don't get distracted by "vanity metrics" that don't pay the rent.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/granular-policy-enforcement-for-decentralized-model-context-resources/" data-a2a-title="Granular Policy Enforcement for Decentralized Model Context Resources"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fgranular-policy-enforcement-for-decentralized-model-context-resources%2F&amp;linkname=Granular%20Policy%20Enforcement%20for%20Decentralized%20Model%20Context%20Resources" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fgranular-policy-enforcement-for-decentralized-model-context-resources%2F&amp;linkname=Granular%20Policy%20Enforcement%20for%20Decentralized%20Model%20Context%20Resources" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fgranular-policy-enforcement-for-decentralized-model-context-resources%2F&amp;linkname=Granular%20Policy%20Enforcement%20for%20Decentralized%20Model%20Context%20Resources" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fgranular-policy-enforcement-for-decentralized-model-context-resources%2F&amp;linkname=Granular%20Policy%20Enforcement%20for%20Decentralized%20Model%20Context%20Resources" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fgranular-policy-enforcement-for-decentralized-model-context-resources%2F&amp;linkname=Granular%20Policy%20Enforcement%20for%20Decentralized%20Model%20Context%20Resources" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://www.gopher.security/blog">Read the Gopher Security&amp;#039;s Quantum Safety Blog</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Read the Gopher Security's Quantum Safety Blog">Read the Gopher Security's Quantum Safety Blog</a>. Read the original post at: <a href="https://www.gopher.security/blog/granular-policy-enforcement-decentralized-model-context-resources">https://www.gopher.security/blog/granular-policy-enforcement-decentralized-model-context-resources</a> </p>

What capabilities does AI add to cloud-native security

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  • Published date: 2026-01-19 00:00:00

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<h2>Are You Maximizing the Potential of AI in Cloud-Native Security?</h2><p>The intersection of artificial intelligence (AI) and cloud-native security is transforming how organizations safeguard their digital. With AI capabilities advancing rapidly, security is witnessing unprecedented changes that promise more robust protection mechanisms. But are businesses leveraging AI to its fullest potential in their cloud environments?</p><h3>Understanding Non-Human Identities in the Cloud</h3><p>Non-Human Identities (NHIs) have emerged as pivotal elements. These machine identities, akin to virtual passports, are formed by a “Secret”—which could be an encrypted password, token, or key—alongside the permissions allotted by a destination server. The crucial task of managing NHIs involves securing both these identities and their access credentials, while also monitoring their behavior within the cloud system.</p><p>This methodology becomes particularly vital for sectors such as financial services, healthcare, travel, DevOps, and Security Operations Centers (SOC) teams. Addressing security gaps between research and development (R&amp;D) and security teams, it provides a holistic approach across the lifecycle of NHIs, from discovery to threat remediation. Such an approach contrasts greatly with point solutions, like secret scanners, which offer limited protection by focusing on only part of the problem.</p><h3>The Strategic Importance of AI in Enhancing NHI Management</h3><p>Integrating AI into the management of NHIs provides several strategic advantages, including:</p><ul> <li><strong>Reduced Risk:</strong> AI helps in proactively identifying and mitigating security risks, reducing the likelihood of breaches and data leaks.</li> <li><strong>Improved Compliance:</strong> Both regulatory requirements and policy enforcement are strengthened with AI’s capabilities in audit trails.</li> <li><strong>Increased Efficiency:</strong> Automation of NHIs and secrets management allows security teams to focus on more strategic initiatives.</li> <li><strong>Enhanced Visibility and Control:</strong> Centralized access management offers unprecedented governance over digital identities.</li> <li><strong>Cost Savings:</strong> By automating secrets rotation and decommissioning of NHIs, operational costs can be significantly reduced.</li> </ul><p>These benefits illuminate the transformative impact AI has when integrated within cloud-native security frameworks.</p><h3>Leveraging AI for Advanced Threat Detection</h3><p>AI’s role in threat detection and remediation cannot be understated. Advanced AI security capabilities offer real-time analysis and feedback, which are crucial for identifying unusual patterns or behaviors. Leveraging AI to monitor NHIs enables the detection of anomalies at unprecedented speeds and accuracy levels, ensuring timely interventions.</p><p>For example, organizations use platforms such as <a href="https://www.blueplanet.com/resources/analyst-report/blue-planet-evolves-its-ai-studio-into-the-agentic-ai-framework" rel="noopener">Blue Planet’s Agentic AI Framework</a> to enhance their efficiency and security through intelligent automation. Such strategic use of AI showcases the potential for advanced threat detection capabilities that far surpass traditional methods.</p><h3>Creating a Secure Cloud Environment with AI</h3><p>When organizations deploy cloud services, they face unique security challenges that call for innovative solutions. Incorporating AI into cloud security strategies not only addresses these challenges but also optimizes the security posture of the entire organization.</p><p>Creating a secure cloud environment involves collaboration across teams. For instance, understanding how AI capabilities integrate into NHIs management and cloud security can significantly enhance an organization’s defenses. Articles like <a href="https://entro.security/blog/secrets-security-in-hybrid-cloud-environments/">Secrets Security in Hybrid Cloud Environments</a> provide insights into effectively managing secrets and identities in the cloud, offering best practices that are crucial for securing sensitive data.</p><h3>Expanding the Horizons of Cloud Security</h3><p>Organizations that truly grasp the capabilities AI adds to cloud-native security stand to gain significantly from this technological advancement. The strategic integration of AI into cybersecurity infrastructures not only enhances protection levels but also simplifies complex processes, enabling businesses to operate more efficiently and securely.</p><p>Ultimately, the question remains for many—how effectively are organizations utilizing AI to maximize their cloud security mechanisms? With AI continues to evolve, its application in managing NHIs and securing cloud environments will undoubtedly become an indispensable aspect of any forward-thinking cybersecurity strategy.</p><p>Considering such transformative potential, organizations must ensure they are not only aware of these capabilities but actively incorporating them into their security frameworks. With cyber threats continues to evolve, so must our strategies for defending against them, leveraging AI in every possible facet.</p><h3>Strengthening Identity and Access Management with AI</h3><p>How are companies addressing the expanding complexity of identity and access management? With NHIs taking a pivotal role in cybersecurity, managing these identities securely while making the IT infrastructure more efficient is a challenge. AI introduces advanced capabilities to tackle this complexity by scanning digital to ensure all machine identities are accurately accounted for.</p><p>AI-powered systems can process enormous amounts of data rapidly, mitigating threats even before they manifest into tangible risks. These systems can consistently evaluate the status of each NHI, checking for obsolete or unauthorized identities, thereby shutting down potential backdoors. This capability strengthens the organization’s security posture by ensuring only authorized interactions take place within the cloud.</p><p>Furthermore, by employing AI to manage NHIs, organizations can better handle the human resource constraints often limiting traditional security teams. Instead of manual oversight, AI provides an always-on vigilance that enhances the organization’s ability to safeguard its digital assets. Such advancements are vital, as seen in initiatives like <a href="https://ir.msci.com/news-releases/news-release-details/msci-partners-google-cloud-build-secure-global-investment-data" rel="noopener">MSCI leveraging Google Cloud for secure global investment data</a>.</p><h3>AI-Driven Insights for Governance and Compliance</h3><p>AI not only delivers operational efficiency but also plays a crucial role in strengthening governance frameworks. For businesses operating across geographies, compliance with regional legal and regulatory standards is challenging. AI offers precise tracking and documentation of NHIs, which is central to maintaining compliant operations.</p><p>AI tools can generate audit trails and comprehensive reports that detail interactions between NHIs and sensitive data. This capability ensures organizations can not only comply but also swiftly adapt to evolving regulations, remaining resilient against mounting regulatory pressures. The intricate details provided by AI-facilitated audits empower organizations to prepare for uncertainties and streamline their efforts to meet stringent compliance standards, as discussed in resources like <a href="https://entro.security/blog/entro-custom-secrets-self-serve-detection-rules-across-code-cloud-and-agents/">Entro’s guide on custom secrets and detection rules</a>.</p><h3>Towards Proactive Threat Mitigation</h3><p>What’s the role of AI in fostering a proactive security culture? AI systems can predict potential security incidents by analyzing patterns and behavioral anomalies within NHIs. By automating the monitoring process and conducting predictive analysis, AI transforms the approach to threat mitigation from reactive to proactive.</p><p>This on-the-fly adaptability allows organizations to foresee and address security incidents before they reach critical severity levels. AI empowers security teams by forecasting emerging trends and evolving vulnerabilities that could impact NHIs, turning them into strategic assets. The insights garnered from AI enable organizations to make data-driven decisions with agility, sustainably reducing risk exposure and downtime.</p><h3>Unlocking New Opportunities with AI and Cloud Security</h3><p>AI in cloud security does more than just protect; it opens avenues for strategic growth. By reallocating resources typically spent on managing NHIs, organizations can invest in innovation and development of new solutions, as reflected in projects like <a href="https://techtrend.us/techtrend-to-spearhead-forest-service-google-cloud-ai-adoption/" rel="noopener">TechTrend’s initiative with Google Cloud AI</a>.</p><p>By securely embracing AI, organizations also stay ahead of the competitive curve. Enhanced security frameworks pipeline businesses where they can leverage advanced tools and refined processes, fundamentally transforming how they innovate, deliver services, and meet customer expectations.</p><h3>Navigating the Future with AI-enhanced NHI Management</h3><p>The journey toward fully harnessing AI’s capabilities in NHI management is one of adaptation and foresight. Businesses must continuously refine their strategies and embrace AI technologies to ensure a robust security stance. Where security becomes increasingly complex and dynamic, organizations equipped with an AI-enhanced framework stand the best chance to both defend and innovate.</p><p>AI’s integration within systems is not just an upgrade; it is an evolution that equips organizations for the next wave of digital transformations. The question remains—how comprehensively have you incorporated AI into your cybersecurity strategy?</p><p>Exploring resources such as <a href="https://entro.security/blog/keeping-security-in-stride-why-we-built-entros-third-pillar-for-agentic-ai/">Entro’s third pillar for Agentic AI</a> offers insights and frameworks for future-ready cybersecurity measures.</p><p>Where organizations navigate these rapid technological advances, the intersection of AI and NHI management will ultimately define the future of cloud security. This symbiotic relationship creates new paradigms in safeguarding data and maximizing operational efficiency. Embracing this evolution is not just an opportunity—it’s essential for sustaining leadership.</p><p>The post <a href="https://entro.security/what-capabilities-does-ai-add-to-cloud-native-security/">What capabilities does AI add to cloud-native security</a> appeared first on <a href="https://entro.security/">Entro</a>.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/what-capabilities-does-ai-add-to-cloud-native-security/" data-a2a-title="What capabilities does AI add to cloud-native security"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhat-capabilities-does-ai-add-to-cloud-native-security%2F&amp;linkname=What%20capabilities%20does%20AI%20add%20to%20cloud-native%20security" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhat-capabilities-does-ai-add-to-cloud-native-security%2F&amp;linkname=What%20capabilities%20does%20AI%20add%20to%20cloud-native%20security" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhat-capabilities-does-ai-add-to-cloud-native-security%2F&amp;linkname=What%20capabilities%20does%20AI%20add%20to%20cloud-native%20security" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhat-capabilities-does-ai-add-to-cloud-native-security%2F&amp;linkname=What%20capabilities%20does%20AI%20add%20to%20cloud-native%20security" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhat-capabilities-does-ai-add-to-cloud-native-security%2F&amp;linkname=What%20capabilities%20does%20AI%20add%20to%20cloud-native%20security" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://entro.security/">Entro</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Alison Mack">Alison Mack</a>. Read the original post at: <a href="https://entro.security/what-capabilities-does-ai-add-to-cloud-native-security/">https://entro.security/what-capabilities-does-ai-add-to-cloud-native-security/</a> </p>

Why Most Startup Founders Fail and How ISHIR Texas Venture Studio Helps the Right Ones Win

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  • Published date: 2026-01-19 00:00:00

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<p>Every startup ecosystem has two founder types investors will not back. Both show up all the time. Both believe they will win. Neither will. They remind everyone of two cartoon lab mice from a classic show.</p><p>One mouse is hopeful and upbeat, always chasing a new idea. The other mouse is sharp and strategic, always hunting the next shortcut to success. They sound different but they share a blind spot. Both want the end result without sticking through the hard work of building a company. Both miss the core requirement of startup success, which is the commitment to create real value in the real world.</p><p>At ISHIR <a href="https://www.ishir.com/texas-venture-studio.htm" rel="noopener">Texas Venture Studio</a> we have seen these types often. We have strong opinions on why they fail and why some founders win. The missing link always comes down to willingness to build, to work through hard problems, and to create impact.</p><p>This blog explains what we see, how the idea guy and the schemer compare, and how ISHIR <a href="https://www.ishir.com/blog/311111/how-venture-studios-eliminate-the-early-stage-execution-gap.htm" rel="noopener">Texas Venture Studio helps startup founders</a> who are serious turn ideas into companies that grow and scale.</p><h2>What Startup Founders Get Wrong</h2><p>The idea guy and the schemer may look different. They may talk differently. Their motivations may seem different. But they both miss a core element that all investors look for. They do not want to build a company. They want something else.</p><p>One wants the thrill of an idea. The other wants the reward of success without the effort. A real builder wants to do both. Real founders solve hard customer problems over time. They stay with the work when it is not fun. That is what separates investable founders from un-investable ones.</p><h2>What Investors Look For</h2><p>Investors study founders. Not just the idea. Not just the market. Investors assess whether a founder can build, adapt, and go through the daily work of launching and growing a company.</p><p>Investors look for a particular mindset. They look for founders who:</p><ul> <li>Know customers and their problems.</li> <li>Will prioritize hard decisions about product, team, and <a href="https://www.ishir.com/go-to-market.htm" rel="noopener">go to market</a>.</li> <li>Will push through setbacks and market feedback.</li> <li>Will stick with the company for the long haul.</li> </ul><p>Investors avoid founders who shift from idea to idea. They avoid founders who shift from strategy to strategy. They avoid founders who chase trends instead of solving problems.</p><h4><strong>Type One: The Idea Guy</strong></h4><p>This startup founder type shows up every year. He has a new idea that he believes will change everything. It is exciting. It is new. It sounds plausible. It may even benefit from current technology or market trends.</p><p>But he does not have the patience or grit to stick with the work. When the early challenges come, he moves on. When feedback is hard, he moves on. His focus is on the next idea rather than the current one.</p><p>This startup founder wants validation through enthusiasm, not through execution. He aims for the dream of success. He does not want the daily work that success demands.</p><p>Even when he tries to build something real, his attention drifts. He continues to think about the next pitch, the next idea, the next opportunity. He does not commit fully to building a business.</p><h4><strong>Type Two: The Schemer</strong></h4><p>This startup founder looks more experienced. He may have built pieces of product or gathered data or filed patents. He speaks in buzzwords and builds narratives that sound advanced. He aligns his pitch to whatever is hot in the market.</p><p>Investors see this founder often. Today it might be web3. Tomorrow it might be AI. Next year it may be something else.</p><p>The schemer wants value extraction over value creation. He wants to capture attention and resources. If that means abandoning co-founders, investors or teams, he will do it.</p><p>The schemer exaggerates progress and underestimates work. He optimizes for short term gain and often leaves others holding the bag when the next trend arrives.</p><h2>Why Both Types of Startup Founders Fail</h2><p>Both founders lack the commitment to build lasting value. They may show intelligence. They may show enthusiasm. They may show technical knowledge. Those traits are useful. They do not replace the discipline to build a company that customers choose, keep choosing, and pay for.</p><p>Startup Founders who build real companies go through many cycles of learning. They adjust <a href="https://www.ishir.com/blog/157221/product-innovation-strategy-how-to-drive-growth-stay-competitive-and-build-lovable-products.htm" rel="noopener">software product strategy</a>. They pivot based on customer feedback. They refine business models. They hire, fire, restructure. They solve operational problems every single day.</p><p>Value extraction fails in the face of real customer demand. Without solving a real customer problem over time, there is no sustainable business.</p><h2>What Startup Founders Who Win Have in Common</h2><p>Investable founders are not defined by their ideas. They are defined by their approach. They show up early. They work late. They stay when others leave. They listen to customers. They adjust. They do not chase trends. They chase problems with high value and real demand.</p><p>They lean into learning faster than competitors. They invest in teams. They build process. They measure outcomes. They do not expect shortcuts.</p><p>Startup founders who win earn trust from investors, co-founders, and early employees. They earn long term commitment from customers. They build companies that outlive the initial idea.</p><h2>How ISHIR Texas Venture Studio Helps Founders Build</h2><p>ISHIR Texas Venture Studio exists to help serious founders build companies with a repeatable process. We do not invest in ideas alone. We invest in founders who want to build and grow.</p><p>We bring experience, structure, and frameworks that help early stage founders transform an idea into a scalable business. Our approach has four key stages:</p><ol> <li><strong>Problem discovery and validation.</strong></li> <li><strong>Product design and development.</strong></li> <li><strong>Go to market and growth planning.</strong></li> <li><strong>Scaling and operational support.</strong></li> </ol><h4><strong>Problem discovery and validation</strong></h4><p>Most startups fail because they build the wrong thing. They assume customers want the idea. We help founders test assumptions early. We guide founders to gather evidence from real customers. We focus on <a href="https://www.ishir.com/blog/114157/validate-customers-have-a-problem-theyre-willing-to-pay-to-solve-before-building-the-software-product.htm" rel="noopener">customers who will pay for a solution</a>. We ensure the problem is large enough for a business model to work.</p><h4><strong>Product design and development</strong></h4><p>Great software product development is not random. It follows a sequence of decisions that lead to usable, reliable software or technology. We bring design thinking. We validate prototypes. We build minimum scalable products that can be tested with users. Our teams of engineers work with founders every step of the way to turn concepts into real products ready for market.</p><h4><strong>Go to market and growth planning</strong></h4><p>Ideas fail without customers. We help founders define who the early adopters are, where they spend time, what motivates them, and how to reach them. We integrate cross functional planning for sales, marketing, pricing, and distribution. A good product alone is not enough. A company needs customers willing to buy early and often.</p><h4><strong>Scaling and operational support</strong></h4><p>Once product market fit is within reach, the focus shifts to repeatability and growth. We help founders build the systems and processes that enable growth without chaos. We assist with hiring strategies, technology infrastructure, and operational frameworks that support growth beyond the first product version.</p><h2>Why This Approach Matters</h2><p>We have seen startup founders with drive who get derailed. They build a product without a market. They sell to the wrong customer. They scale too early. They hire too soon.</p><p>What unites all failed attempts is missing one or more fundamentals. We help founders build those fundamentals into their company from day one.</p><p>If the founder is not serious about building a company, our process reveals that early. If the founder is ready to invest in the work, our process amplifies their ability to build, adjust, learn, and grow.</p><p>Founders who get real support, real feedback, and real structure outperform those who chase the next shiny thing.</p><h2>How ISHIR Texas Venture Studio Works With Founders</h2><p>Startup founders who work with us do so with respect for the hard work of building. They are not looking for shortcuts. They<a href="https://www.ishir.com/blog/137129/should-you-actually-build-this-software-solution.htm" rel="noopener"> want to build something that matters</a>. They want to make impact.</p><p>We begin with listening. We help founders clarify the problem they are solving. We help them refine their pitch into customer outcomes. We help them test assumptions before code is written.</p><p>Next we align product development with business goals. We focus on building the smallest valuable product that tells us something real about the market.</p><p>We stay with founders through early customer acquisition. We support them in understanding metrics, adjusting strategy, and iterating product.</p><p>We help them prepare for growth, including team building and operational infrastructure.</p><p>The startup founders who succeed with us are founders who are committed to the long process of building a company, not chasing the next trend, or chasing the next payout.</p><h2>Frequently Asked Questions About Founder Types and Startup Success</h2><h4><strong>Q. Why do investors avoid founders who switch ideas often</strong></h4><p><strong>A.</strong> Investors look for evidence of execution and commitment to <a href="https://www.ishir.com/blog/134644/how-to-debug-and-solve-a-big-production-problem-with-product-development.htm" rel="noopener">solving a real problem</a>. Founders who switch ideas often do not show persistence in solving hard challenges.</p><h4><strong>Q. What is the difference between a good idea and a real business</strong></h4><p><strong>A.</strong> A good idea addresses a real customer problem with a solution customers are willing to pay for. A real business can repeat that process with growth in customers, revenue, and sustainable unit economics.</p><h4><strong>Q. How does ISHIR Texas Venture Studio help early-stage startup founders</strong></h4><p><strong>A.</strong> ISHIR Texas Venture Studio helps founders with problem validation, product design and development, go to market strategy, and scaling operations. We guide founders through structured steps that increase likelihood of success.</p><h4><strong>Q. Can a founder learn to be investable</strong></h4><p><strong>A.</strong> Yes. Founders learn by focusing on understanding customers, prioritizing execution, and building teams. Investability increases when founders show discipline in building customer value over time.</p><h4><strong>Q. What mistakes do first time founders make</strong></h4><p><strong>A.</strong> Common mistakes include building without validating customer demand, scaling too early, ignoring feedback, and lacking operational readiness.</p><h4><strong>Q. How important is customer validation</strong></h4><p><strong>A.</strong> Customer validation is critical. It reveals whether the solution addresses a problem customers care enough about to pay for. Without it, founders guess rather than learn.</p><h4><strong>Q. What is problem discovery</strong></h4><p><strong>A.</strong> Problem discovery is the process of understanding the real customer pain points, measuring their impact, and early validating that the problem is worth solving as a business.</p><h4><strong>Q. How should founders approach product development</strong></h4><p><strong>A.</strong> Founders should build the smallest version of product that tests critical assumptions about customer value and usability. That product should give real insight about how customers behave.</p><h4>Q. When should a startup focus on scaling</h4><p><strong>A.</strong> A startup focuses on scaling after achieving <a href="https://www.ishir.com/blog/128526/early-validation-the-key-to-building-a-solution-that-achieves-product-market-fit.htm" rel="noopener">product market fit</a> and having predictable patterns of customer acquisition and retention.</p><h4><strong>Q. What attributes make founders attractive to investors</strong></h4><p><strong>A.</strong> Investors look for grit, clear understanding of customer problems, ability to learn from data, and discipline in execution.</p><h4><strong>Q. What is product market fit (PMF)</strong></h4><p><strong>A.</strong> Product market fit (PMF) means a product satisfies the needs of a defined group of customers who are willing to buy it repeatedly.</p><h4><strong>Q. Does market trend matter if product is weak</strong></h4><p><strong>A.</strong> No. Trends attract attention but do not replace solid product market fit and sustainable business fundamentals.</p><h4><strong>Q. How do investors assess founder potential</strong></h4><p><strong>A.</strong> Investors look at track record of execution, depth of market insight, clarity of strategy, and willingness to adjust based on feedback.</p><h4><strong>Q. What differentiates ISHIR Texas Venture Studio’s approach</strong></h4><p><strong>A.</strong> ISHIR Texas Venture Studio focuses on fundamentals of building, including disciplined validation, product development aligned to customer needs, go to market planning, and operational readiness for growth.</p><h4><strong>Q. How does ISHIR Texas Venture Studio support founders after product launch</strong></h4><p><strong>A.</strong> ISHIR Texas Venture Studio helps founders with customer acquisition strategy, performance measurement, and building processes that support consistent growth.</p><h4><strong>Q. What should startup founders prioritize in year one</strong></h4><p><strong>A.</strong> Startup founders should prioritize understanding the customer deeply, launching a testable product, measuring real usage data, and refining based on results.</p><h2>Real Problems. Real Customers. Real Business.</h2><p>Many startup founders start with ideas. Only a few become builders who solve real problems over time. Investors look for evidence of that commitment. ISHIR Texas Venture Studio supports founders who want to build companies that grow beyond the first version of their product. We guide serious founders through a structured process that improves decision making, reduces waste, and increases the odds of finding product market fit and scaling successfully.</p><p>Strong ideas matter. Execution matters more. Focus matters most. When startup founders commit to building value over time, they increase their chance of success and impact.</p><div class="ctaThreeWrapper"> <div class="ctaThreeContent"> <div class="ctaThreeConList"> <div class="content"> <h2>Most startups fail because they chase ideas or shortcuts instead of solving real customer problems.</h2> <p>ISHIR Texas Venture Studio helps founders validate, build, launch, and scale with a proven venture-building process.</p> <div class="linkWrapper"><a href="https://www.ishir.com/get-in-touch.htm" rel="noopener">Get Started</a></div> </div> </div> </div> </div><p>The post <a href="https://www.ishir.com/blog/312905/why-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win.htm">Why Most Startup Founders Fail and How ISHIR Texas Venture Studio Helps the Right Ones Win</a> appeared first on <a href="https://www.ishir.com/">ISHIR | Custom AI Software Development Dallas Fort-Worth Texas</a>.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/why-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win/" data-a2a-title="Why Most Startup Founders Fail and How ISHIR Texas Venture Studio Helps the Right Ones Win"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhy-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win%2F&amp;linkname=Why%20Most%20Startup%20Founders%20Fail%20and%20How%20ISHIR%20Texas%20Venture%20Studio%20Helps%20the%20Right%20Ones%20Win" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhy-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win%2F&amp;linkname=Why%20Most%20Startup%20Founders%20Fail%20and%20How%20ISHIR%20Texas%20Venture%20Studio%20Helps%20the%20Right%20Ones%20Win" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhy-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win%2F&amp;linkname=Why%20Most%20Startup%20Founders%20Fail%20and%20How%20ISHIR%20Texas%20Venture%20Studio%20Helps%20the%20Right%20Ones%20Win" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhy-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win%2F&amp;linkname=Why%20Most%20Startup%20Founders%20Fail%20and%20How%20ISHIR%20Texas%20Venture%20Studio%20Helps%20the%20Right%20Ones%20Win" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhy-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win%2F&amp;linkname=Why%20Most%20Startup%20Founders%20Fail%20and%20How%20ISHIR%20Texas%20Venture%20Studio%20Helps%20the%20Right%20Ones%20Win" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://www.ishir.com/">ISHIR | Custom AI Software Development Dallas Fort-Worth Texas</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Rishi Khanna">Rishi Khanna</a>. Read the original post at: <a href="https://www.ishir.com/blog/312905/why-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win.htm">https://www.ishir.com/blog/312905/why-most-startup-founders-fail-and-how-ishir-texas-venture-studio-helps-the-right-ones-win.htm</a> </p>

Outsourcing IT Support: Benefits, Risks, and Smart Next Steps

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  • Published date: 2026-01-19 00:00:00

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<p>If you run a fast-growing <a href="https://mojoauth.com/blog/passwordless-authentication-saas-options">Software as a Service</a> (SaaS) company or lead an engineering team, you feel constant pressure to deliver 24×7 support and stay compliant across regions.</p><p>This guide shows you how to buy external help that delivers measurable outcomes without expanding your risk surface. You will get concrete metrics to track, contract language to include, and a 90-day rollout plan that protects security, uptime, and compliance.</p><h2><strong>Make External Help Work By Contracting For Clear Outcomes</strong></h2><p>External partners can cut time to resolution and extend coverage, but only if you contract for outcomes and route vendor access through your identity stack. Track metrics like First Contact Resolution (FCR), Mean Time To Resolve (MTTR), and customer satisfaction (CSAT) every week with trendlines. Access must be time-bound, scoped, and logged.</p><h3><strong>Three-Question Readiness Check</strong></h3><ol> <li> <p>Do you need 24×7 coverage in the next quarter based on ticket volume and where your users sit?</p> </li> <li> <p>Can you meet incident service-level agreements (SLAs) in-house given your current FCR, MTTR, and backlog?</p> </li> <li> <p>Do you have identity controls like an identity provider (IdP) with single sign-on (SSO) and phishing-resistant <a href="https://mojoauth.com/blog/best-multi-factor-authentication-solutions">multi-factor authentication</a> (MFA) ready for vendor onboarding?</p> </li> </ol><h2><strong>Define Scope Precisely So Everyone Knows What Stays In-House</strong></h2><p><img decoding="async" src="https://cdn.pseo.one/67b62b766899109fe72fb789/687e6cccf6fe799d28851ea0/topics/696dd575dafe653c480482b2/89e9efad-b879-4ed8-8dfb-3e8bac3834bb.webp" width="100%" align="left" style="width: 100%; display: block;"></p><p>Modern external help spans level 0 (L0) and level 1 (L1) service desk, desktop support, network operations center (NOC) work, security monitoring via a managed security service provider (MSSP), field services, and co-managed models. Use these tiers to write a precise request for proposal (RFP) and avoid scope creep. List systems, queues, and locations in scope, and state what stays with your team. Where on-site coverage is required, work with <a href="https://www.kinettix.com/blog/onsite-it-servic"></a><a href="https://www.kinettix.com/blog/onsite-it-services"><u>onsite IT services</u></a> rather than building local teams from scratch.</p><h3><strong>Support Tiers and Escalation</strong></h3><p>Escalate from level 1 (L1) to level 2 (L2) when playbook steps are exhausted or privileged access is required. Move to level 3 (L3) when vendor-level bug fixes or architecture changes are involved.</p><h2><strong>Use Data-Backed Benefits To Justify External Help To Stakeholders</strong></h2><p>Follow-the-sun staffing gives you true 24×7 coverage and surge capacity during launches. Aim for First Contact Resolution between 70 and 79 percent, since only about 5 percent of centers exceed 80 percent. Freshworks 2024 data shows generative AI self-service can handle about 53 percent of tickets before they ever hit an agent.</p><p>IBM's 2024 report puts the global average breach cost at 4.88 million dollars. Extensive use of security <a href="https://mojoauth.com/blog/ai-in-automated-testing-how-machine-learning-reduces-flaky-tests-and-maintenance-costs">AI and automation</a> lowered breach costs by about 2.2 million. Microsoft reports that enabling MFA blocks more than 99.9 percent of account compromise attempts.</p><h2><strong>Treat Vendor Access As A Risk Surface And Design Controls In</strong></h2><p>Security exposure is real when you bring in external operators. Avoid shared accounts and standing admin access. Require SSO to your IdP, scoped roles, and session logging for every vendor interaction.</p><h3><strong>Controls To Bake In</strong></h3><ul> <li> <p>Quarterly access recertifications with Just-In-Time elevation for admin roles</p> </li> <li> <p>SOC 2 reporting against the Trust Services Criteria</p> </li> <li> <p>General Data Protection Regulation (GDPR) Article 28 data processing agreement (DPA) clauses, including Standard Contractual Clauses (SCCs) when applicable</p> </li> <li> <p>Knowledge transfer obligations are documented in statements of work (SOWs)</p> </li> </ul><p>IBM's 2024 report notes that stolen credentials were the most common initial attack vector at 16 percent. Prioritize phishing-resistant authentication, and train vendors on your playbooks and data handling rules before they ever touch production systems.</p><h2><strong>Rely On Remote Fixes First Then Call In Onsite Help When Needed</strong></h2><p>Plan to resolve about 90 percent of tickets remotely, and create on-site playbooks for hardware swaps, branch openings, and compliance audits. Specify dispatch lead times, travel radius, and proof-of-work requirements in every ticket.</p><h3><strong>Publishing Clear On-Site Runbooks</strong></h3><p>Standardize technician prerequisites such as building access, escort requirements, and device encryption checks. Set acceptance criteria so devices boot to login, get asset tagged, enroll in <a href="https://mojoauth.com/blog/mobile-auth-future">mobile device management</a> (MDM), and have baseline policies applied.</p><p>If your rollout spans multiple cities or you need same-day hardware swaps, coordinate dispatch through an on-site field partner so vetted engineers arrive with standardized runbooks and SLAs. Compare this approach to regional staffing based on lead times, vetting standards, and SLA enforcement.</p><h2><strong>Apply Zero Trust Principles To Every Session A Partner Starts</strong></h2><p>No vendor gets standing admin access. Require SSO to your identity provider, phishing-resistant authentication, and step-up MFA for privileged actions. Implement Just-In-Time elevation with session recording bound to ticket numbers.</p><p>NIST SP 800-207 defines Zero Trust as protecting resources with continuous verification rather than network location. NIST SP 800-63B clarifies that phishing-resistant authentication requires cryptographic methods like WebAuthn and FIDO2.</p><h2><strong>Clarify Who Does What So Partners Handle The Right Work</strong></h2><p>Your partner ecosystem typically includes managed service providers (MSPs) for end-user support, <a href="https://mojoauth.com/cybersecurity-glossary/managed-security-service-provider-mssp/">MSSPs</a> for security monitoring, and field service networks for hands-and-feet work. Your MSP handles end-user support and endpoint management by following your runbooks. Your MSSP monitors endpoint detection and response (EDR), security information and event management (SIEM) alerts, and vulnerability queues with clear handoffs to your incident response plan.</p><h2><strong>How Virtual Assistants Amplify Your IT Support Strategy</strong></h2><p><img decoding="async" src="https://cdn.pseo.one/67b62b766899109fe72fb789/687e6cccf6fe799d28851ea0/topics/696dd575dafe653c480482b2/2eaa0b53-7e46-443a-be09-d78e90b08545.webp" width="100%" align="left" style="width: 100%; display: block;"></p><p>While MSPs and MSSPs handle technical work, a significant portion of IT operations involves administrative coordination that drains engineer productivity. This is where <a href="https://wingassistant.com/virtual-assistant-services/"><u>virtual assistant services</u></a> create a measurable impact, especially when delivered by a specialized provider like Wing Assistant.</p><h3><strong>What Virtual Assistants Handle in IT Operations</strong></h3><p>Virtual assistants are trained remote professionals who take ownership of repeatable administrative tasks. In an IT support context, they typically manage scheduling coordination for site visits across multiple time zones, purchase order creation and follow-ups with vendors, documentation cleanup and knowledge base maintenance, ticket hygiene including tagging, routing, and status updates, license renewal tracking and vendor contract administration, and asset inventory reconciliation and reporting.</p><h3><strong>Why Virtual Assistants Matter for Scaling Teams</strong></h3><p>Engineering time is expensive. When L2 and L3 engineers spend hours chasing approvals, updating spreadsheets, or coordinating dispatch logistics, you pay senior rates for junior work. Virtual assistants cost a fraction of engineering labor and specialize in exactly the administrative throughput that bogs down technical teams.</p><p>Consider a typical hardware refresh project. Your engineers should focus on imaging standards, security configurations, and deployment validation. The coordination work—scheduling pickups, confirming shipping addresses, tracking serial numbers, updating asset management systems, and closing out tickets—belongs with a virtual assistant who can execute against a checklist without pulling engineers off technical tasks.</p><h3><strong>Integrating Virtual Assistants Into Your Partner Ecosystem</strong></h3><p>Position virtual assistants as the connective tissue between your MSP, MSSP, field service partners, and internal teams. They handle the handoff documentation, chase down missing information, and ensure nothing falls through the cracks during escalations.</p><p>For global operations spanning multiple regions, business units, and markets, virtual assistants provide consistent administrative coverage without requiring you to staff coordinators in every geography. They work asynchronously, following your SOPs to maintain momentum on projects that span time zones.</p><h3><strong>What To Look For In A Virtual Assistant Provider</strong></h3><p>Prioritize providers that offer dedicated assistants rather than rotating pools, so your assistant learns your systems, vendors, and processes over time. Verify they can work within your ticketing system, communication tools, and documentation platforms. Establish clear escalation paths so your assistant knows when to flag issues rather than proceed independently.</p><p>Set measurable outcomes just as you would with any other partner: ticket documentation accuracy, scheduling lead time, PO processing speed, and handoff completeness. Review performance monthly and adjust task allocation based on where you see the highest return.</p><h2><strong>Follow A Simple 90-Day Plan To Roll Out External Help Safely</strong></h2><p><strong>Days 0 to 7:</strong> Baseline your key performance indicators (KPIs), define which tasks stay in-house, and document your access model.</p><p><strong>Days 8 to 30:</strong> Issue a requirements-driven RFP with security addenda, shortlist vendors, and run reference checks.</p><p><strong>Days 31 to 60:</strong> Pilot with staged access and success metrics like FCR and MTTR. Run a severity one (Sev1) drill.</p><p><strong>Days 61 to 90:</strong> Move to production rollout with change freeze windows and weekly cutover standups.</p><h2><strong>Set Clear KPI Targets So You Can Measure Real Impact</strong></h2><p>Aim for FCR between 70 and 79 percent at L1, MTTR under 8 hours for standard incidents, and reopen rate under 5 percent monthly. Target CSAT of at least 4.5 out of 5 and keep backlog under 10 percent of weekly volume. Require 100 <a href="https://mojoauth.com/glossary/single-sign-on/">percent vendor SSO</a>, zero shared accounts, and quarterly access reviews.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/outsourcing-it-support-benefits-risks-and-smart-next-steps/" data-a2a-title="Outsourcing IT Support: Benefits, Risks, and Smart Next Steps"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Foutsourcing-it-support-benefits-risks-and-smart-next-steps%2F&amp;linkname=Outsourcing%20IT%20Support%3A%20Benefits%2C%20Risks%2C%20and%20Smart%20Next%20Steps" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Foutsourcing-it-support-benefits-risks-and-smart-next-steps%2F&amp;linkname=Outsourcing%20IT%20Support%3A%20Benefits%2C%20Risks%2C%20and%20Smart%20Next%20Steps" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Foutsourcing-it-support-benefits-risks-and-smart-next-steps%2F&amp;linkname=Outsourcing%20IT%20Support%3A%20Benefits%2C%20Risks%2C%20and%20Smart%20Next%20Steps" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Foutsourcing-it-support-benefits-risks-and-smart-next-steps%2F&amp;linkname=Outsourcing%20IT%20Support%3A%20Benefits%2C%20Risks%2C%20and%20Smart%20Next%20Steps" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Foutsourcing-it-support-benefits-risks-and-smart-next-steps%2F&amp;linkname=Outsourcing%20IT%20Support%3A%20Benefits%2C%20Risks%2C%20and%20Smart%20Next%20Steps" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://mojoauth.com/blog">MojoAuth - Advanced Authentication &amp;amp; Identity Solutions</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by MojoAuth - Advanced Authentication &amp; Identity Solutions">MojoAuth - Advanced Authentication &amp; Identity Solutions</a>. Read the original post at: <a href="https://mojoauth.com/blog/outsourcing-it-support-benefits-risks-and-smart-next-steps">https://mojoauth.com/blog/outsourcing-it-support-benefits-risks-and-smart-next-steps</a> </p>

Entity Resolution vs. Identity Verification: What Security Teams Actually Need

  • None
  • Published date: 2026-01-19 00:00:00

None

<h2 class="wp-block-heading"><strong>Two similar terms — completely different outcomes</strong></h2><p>Security teams often hear “entity resolution” and “identity verification” used as if they mean the same thing.</p><p>They don’t — and that confusion can lead teams to invest in tools that solve the wrong problem.</p><p>A simple way to separate them:</p><ul class="wp-block-list"> <li><strong>Identity verification answers:</strong> <em>Is this person real and who they claim to be?</em></li> <li><strong>Entity resolution answers:</strong> <em>Do these identity fragments belong to the same person/entity?</em></li> </ul><p>Verification is a checkpoint.<br>Entity resolution is a connective layer.</p><p>And in modern identity-first breach paths, security teams need the connective layer more often than they think.</p><p>Constella’s perspective aligns with this: <a href="https://constella.ai/identity-intelligence-the-front-line-of-cyber-defense/">identity intelligence</a> is about correlating exposure signals into actionable risk insight — not just verifying identities at the moment of transaction.</p><h2 class="wp-block-heading"><strong>What identity verification is designed to do</strong></h2><p>Identity verification is built for transactional trust.</p><p>It typically includes:</p><ul class="wp-block-list"> <li>document verification</li> <li>biometrics/selfie checks</li> <li>KYC workflows</li> <li>proof of address</li> <li>real-time onboarding validation</li> </ul><p>It’s highly useful when:<br>• the user is present<br>• the moment matters (account opening, transaction)<br>• the goal is “prove this identity is real”</p><p>But it’s not designed to answer a different class of questions security teams face daily.</p><h2 class="wp-block-heading"><strong>What identity verification does <em>not</em> solve for security</strong></h2><p>Verification does not tell you:</p><ul class="wp-block-list"> <li>whether credentials tied to this identity are exposed</li> <li>whether the identity appears repeatedly across breach assets</li> <li>whether the identity is linked to a risk cluster</li> <li>whether the identity is being traded or reused</li> <li>whether exposure signals suggest imminent account takeover risk</li> </ul><p>Identity verification can confirm legitimacy in the moment — but it can’t reveal the broader identity risk landscape.</p><p>Constella’s <a href="https://constella.ai/2025-identity-breach-report/">2025 Identity Breach Report</a> shows how exposure and credential theft continue scaling — which makes risk correlation and prioritization increasingly important for enterprises.</p><h2 class="wp-block-heading"><strong>What entity resolution is — and why security relies on it</strong></h2><p>Entity resolution is about stitching identity fragments into one entity profile.</p><p>It connects:</p><ul class="wp-block-list"> <li>emails</li> <li>usernames</li> <li>phones</li> <li>name variants</li> <li>addresses</li> <li>social handles</li> <li>breach artifacts</li> <li>OSINT identifiers</li> </ul><p>Entity resolution answers questions like:</p><ul class="wp-block-list"> <li>Are these accounts linked to the same identity?</li> <li>Is this breach exposure tied to the same user across multiple services?</li> <li>Do these fragments form a coherent identity graph?</li> <li>Are we looking at one actor or multiple personas?</li> </ul><p>This is foundational for:<br>• investigations<br>• breach intelligence enrichment<br>• exposure monitoring<br>• identity risk scoring<br>• reducing false positives in identity-based alerts</p><h2 class="wp-block-heading"><strong>Why security teams often need entity resolution more than verification</strong></h2><p>Most security risks aren’t “is this person real?”<br>They’re “how risky is this identity based on exposure, reuse, and linkage?”</p><p>This is why <a href="https://constella.ai/identity-risk-is-now-the-front-door-to-enterprise-breaches/">identity risk</a> is now the front door to breaches: attackers increasingly rely on exposed credentials and identity fragments rather than technical exploits.</p><p>Entity resolution helps teams:</p><ul class="wp-block-list"> <li>unify identity fragments into higher-confidence profiles</li> <li>detect clusters tied to suspicious reuse</li> <li>triage exposure signals by credibility and relevance</li> <li>accelerate investigations and response actions</li> </ul><h2 class="wp-block-heading"><strong>The missing layer: Identity Risk Intelligence</strong></h2><p>Entity resolution becomes even more valuable when paired with identity exposure intelligence — creating what Constella defines as <strong>identity risk intelligence</strong>.</p><p>Identity risk intelligence means:</p><ul class="wp-block-list"> <li>collecting exposure signals</li> <li>validating identity artifacts</li> <li>resolving identity fragments across sources</li> <li>scoring risk based on reuse + recency + linkage</li> <li>prioritizing action</li> </ul><p>It’s not just “who is this.”<br>It’s “what risk does this identity represent right now?”</p><p>For teams using OSINT and <a href="https://constella.ai/deep-osint-investigations/">investigations workflows</a>, this is where monitoring and investigative tooling converge.</p><h2 class="wp-block-heading"><strong>A practical way to decide which you need</strong></h2><p>Ask one question:</p><p><strong>Are we trying to prove identity — or understand identity risk?</strong></p><p><strong>Choose identity verification when you need:</strong></p><ul class="wp-block-list"> <li>onboarding trust</li> <li>transaction legitimacy</li> <li>fraud prevention at the point of entry</li> </ul><p><strong>Choose entity resolution + identity risk intelligence when you need:</strong></p><ul class="wp-block-list"> <li>exposure monitoring</li> <li>credential reuse prioritization</li> <li>identity-based investigations</li> <li>threat actor profiling</li> <li>alert triage and risk scoring</li> </ul><h2 class="wp-block-heading"><strong>Takeaway</strong></h2><p>Identity verification is a moment.<br>Entity resolution is a system.</p><p>Security teams dealing with exposure, credential reuse, investigations, and identity-based threat paths need entity resolution as the foundation — especially as identity risk becomes the primary breach path.</p><p>For more on how identity intelligence works operationally, Constella’s <a href="https://constella.ai/hunter-osint-investigation/">investigation tooling</a> provides a clear example of resolution + linkage in action.</p><h2 class="wp-block-heading"><strong>FAQs</strong></h2><p><strong>1) Why do security teams confuse entity resolution with identity verification?</strong></p><p>Because both deal with identity — but verification confirms legitimacy at a moment in time, while entity resolution connects identity fragments across datasets.</p><p><strong>2) When does entity resolution matter most in security operations?</strong></p><p>When teams need to understand exposure, link incidents through identity overlap, triage alerts, or investigate actors using alias and credential reuse.</p><p><strong>3) How does entity resolution help reduce investigation time?</strong></p><p>It enables faster pivots across identity attributes and highlights high-confidence linkages, reducing manual searching and false leads.</p><p><strong>4) What kinds of data make entity resolution more reliable?</strong></p><p>Data with recurring identifiers and validated exposure signals — such as verified breach identity assets, infostealer logs, and consistent OSINT identifier reuse.</p><p><strong>5) What should security teams do after resolving identity fragments?</strong></p><p>Score risk, prioritize response, improve monitoring, and use identity clusters to enrich future investigations and incident correlation.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/entity-resolution-vs-identity-verification-what-security-teams-actually-need/" data-a2a-title="Entity Resolution vs. Identity Verification: What Security Teams Actually Need"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fentity-resolution-vs-identity-verification-what-security-teams-actually-need%2F&amp;linkname=Entity%20Resolution%20vs.%20Identity%20Verification%3A%20What%20Security%20Teams%20Actually%20Need" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fentity-resolution-vs-identity-verification-what-security-teams-actually-need%2F&amp;linkname=Entity%20Resolution%20vs.%20Identity%20Verification%3A%20What%20Security%20Teams%20Actually%20Need" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fentity-resolution-vs-identity-verification-what-security-teams-actually-need%2F&amp;linkname=Entity%20Resolution%20vs.%20Identity%20Verification%3A%20What%20Security%20Teams%20Actually%20Need" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fentity-resolution-vs-identity-verification-what-security-teams-actually-need%2F&amp;linkname=Entity%20Resolution%20vs.%20Identity%20Verification%3A%20What%20Security%20Teams%20Actually%20Need" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fentity-resolution-vs-identity-verification-what-security-teams-actually-need%2F&amp;linkname=Entity%20Resolution%20vs.%20Identity%20Verification%3A%20What%20Security%20Teams%20Actually%20Need" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://constella.ai">Constella Intelligence</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Jason Wagner">Jason Wagner</a>. Read the original post at: <a href="https://constella.ai/entity-resolution-vs-identity-verification/">https://constella.ai/entity-resolution-vs-identity-verification/</a> </p>

ICE vs. Everyone

  • Erin West
  • Published date: 2026-01-18 16:06:04

What we’re doing now is this: The trainings have evolved into street medic workshops on protecting yourself from chemical weapons and lessons on digital security; there’s a meet-up to sew reinforced umbrellas as shields from mace and a collection spot for bar…

At 9 AM I fall in love with Amy. Were in my friends old Corolla, following an Immigration and Customs Enforcement vehicle in our neighborhood. We only know Amy through the Signal voice call were on t… [+13858 chars]

Who’s Stalking Whom? ICE Uses Social Media and Phone Surveillance System to Track Protesters

  • Teri Robinson
  • Published date: 2026-01-18 00:00:00

None

<p><span style="font-weight: 400;">That United States Immigration and Customs Enforcement (ICE) agents continue to pitch fits over protesters filming and tracking their moves in the communities they’re swarming is tinged with irony, since ICE itself appears to be aggressively doing the same using a social media and phone surveillance system to track citizens’ devices and monitor neighborhoods.</span></p><p><span style="font-weight: 400;">The system developed by PenLink, </span><span style="font-weight: 400;">a subsidiary of Cobwebs Technologies,</span><span style="font-weight: 400;"> gathers data through data brokers on “hundreds of millions” of devices, tracks their movement and that of their owners, among other actions, according to a r</span><a href="https://www.404media.co/inside-ices-tool-to-monitor-phones-in-entire-neighborhoods/" target="_blank" rel="noopener"><span style="font-weight: 400;">eport by 404 Media</span></a><span style="font-weight: 400;">, which viewed internal ICE documents explaining how the system works.</span></p><p><span style="font-weight: 400;">Those actions, to say the least likely tread and trample U.S. privacy laws and run afoul of Fourth Amendment protection, since ICE can apparently tap the data in the system without a warrant.</span></p><p><span style="font-weight: 400;">“As technology and communications companies have grown, they’ve accumulated tons of data knowing that people won’t read the terms of service,” says John Bambenek, president of Bambenek Consulting. </span></p><p><span style="font-weight: 400;">Mobile devices, in particular, he says, “are a gateway into deep details into our everyday lives, which is why stalker ware is prolific on mobile devices.” </span></p><p><span style="font-weight: 400;">That sure is underscored by ICE’s tracking activities using readily available tech. In an </span><a href="https://www.mprnews.org/episode/2026/01/12/how-ice-uses-phone-and-internet-data-to-identify-and-track-people" target="_blank" rel="noopener"><span style="font-weight: 400;">interview</span></a><span style="font-weight: 400;"> with MPR News, 404 Media journalist Joseph Cox explained that ICE has recently acquired social media monitoring tool Tangles, which scrapes social media sites and makes the information accessible. That’s not uncommon.</span></p><p><b>“</b><span style="font-weight: 400;">What’s different here is that Tangles is in combination with the tool called Webloc,” another tool that ICE has invested in, “gives an all-in-one solution for following people online,” Cox told MPRNews. “When it comes to their social media activity, ICE officials can add them to a watch list so they will be alerted whenever this person posts.”</span></p><p><span style="font-weight: 400;">And then they can use AI “to build some sort of sentiment analysis about what they’re posting as well,” he explained. “The idea is that whenever somebody posts something online that ICE is interested in, the officials are going to see it.”</span></p><p><span style="font-weight: 400;">Coupled with Webloc, which also gathers location data and then provides it via a map interface for phones, the system offers a more complete picture of who protesters are and what they are doing, their habits and perhaps even their associations. </span></p><p><span style="font-weight: 400;">“You log into the interface, you draw a circle or rectangle around a place of interest, maybe an ICE facility, maybe somewhere where a protest is happening,” Cox said. “It then shows all of the location data and phones it has for that location, and the user is able to then track the phones to other places.” </span></p><p><span style="font-weight: 400;">That so much data is available for these tools to gather is concerning. “What’s probably shocking to folks is the volume of useful data that data brokers have collected on them,” says Trey Ford, chief strategy and trust officer at Bugcrowd.</span></p><p><span style="font-weight: 400;">“The data they’ve (willfully, or unknowingly) entrusted their applications and software service providers with is considerably harder to get for law enforcement through intelligence channels – is commercially available for anyone to purchase,” he says.</span></p><p><span style="font-weight: 400;">And, says Bambenek, </span><span style="font-weight: 400;">“the problem is that we can’t imagine all the bad ways some data can be used, and until it actually happens, there’s never any protest.”</span></p><p><span style="font-weight: 400;">Although concern about government and law enforcement access is understandable, Ford says, “I’m not sure why we’d be comfortable with anyone else collecting and selling this information.”</span></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/whos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters/" data-a2a-title="Who’s Stalking Whom? ICE Uses Social Media and Phone Surveillance System to Track Protesters"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters%2F&amp;linkname=Who%E2%80%99s%20Stalking%20Whom%3F%20ICE%20Uses%20Social%20Media%20and%20Phone%20Surveillance%20System%20to%20Track%20Protesters" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters%2F&amp;linkname=Who%E2%80%99s%20Stalking%20Whom%3F%20ICE%20Uses%20Social%20Media%20and%20Phone%20Surveillance%20System%20to%20Track%20Protesters" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters%2F&amp;linkname=Who%E2%80%99s%20Stalking%20Whom%3F%20ICE%20Uses%20Social%20Media%20and%20Phone%20Surveillance%20System%20to%20Track%20Protesters" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters%2F&amp;linkname=Who%E2%80%99s%20Stalking%20Whom%3F%20ICE%20Uses%20Social%20Media%20and%20Phone%20Surveillance%20System%20to%20Track%20Protesters" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwhos-stalking-whom-ice-uses-social-media-and-phone-surveillance-system-to-track-protesters%2F&amp;linkname=Who%E2%80%99s%20Stalking%20Whom%3F%20ICE%20Uses%20Social%20Media%20and%20Phone%20Surveillance%20System%20to%20Track%20Protesters" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div>

Hardware Security Module Integration for Quantum-Safe Model Contexts

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  • Published date: 2026-01-18 00:00:00

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<h2>The Quantum Threat to AI Contextual Integrity</h2><p>Ever wonder if your AI agents are actually talking to who they think they are, or if a quantum computer is already planning to wreck your day? It’s a bit of a mess out there, honestly.</p><p>The <strong>Model Context Protocol (mcp)</strong> is great for connecting ai to data, but it’s basically a sitting duck for future threats. Bad actors are already doing the "Harvest Now, Decrypt Later" thing—stealing your encrypted healthcare or finance data today and just waiting for a quantum machine to unlock it in a few years.</p><ul> <li><strong>Shor's algorithm</strong> makes current rsa and ecc keys totally useless once stable quantum hits.</li> <li><strong>Long-lived contexts</strong> in industries like retail or medicine need protection that lasts decades, not just until the next api update.</li> <li><strong>Software-only keys</strong> just don't cut it when ai agents are swapping massive amounts of sensitive data without any humans watching.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/685d00d4cb08ab5f5934b924/690c83ae1ca595b8c6f91e0f/hardware-security-module-integration-quantum-safe-model-contexts/mermaid-diagram-1.svg" alt="Diagram 1: A visualization showing how intercepted MCP data is stored today for future quantum decryption."></p><p>According to <a href="http://www.gopher.security/blog/quantum-durable-integrity-verification-machine-to-machine-model-contexts">Gopher Security</a>, context integrity is actually more important than privacy for autonomous tools because a tiny tweak can turn a model into a weapon.</p><p>We really need to bridge this mcp security gap before things get weirder. Next, let's look at how hardware actually fixes this and why those big keys are such a headache.</p><h2>Architecting the Quantum-Safe Root of Trust and the Bandwidth Tax</h2><p>So, we’ve established that software keys are basically sitting ducks for a quantum-capable attacker. If you’re serious about protecting your mcp server, you gotta move that sensitive math into hardware that actually understands the "new rules" of physics.</p><p>Think of a standard HSM as a vault, but most of the ones sitting in racks today only speak rsa or ecc. To keep up with the <strong>model context protocol</strong>, you need something like the <a href="https://crypto4a.com/products/blade-modules/qx-hsm">QxHSM™</a> from Crypto4A, which is a quantum-safe hardware module designed to handle the heavy lifting.</p><ul> <li><strong>NIST Standard Support</strong>: These modules implement ML-KEM and ML-DSA directly in the hardware, so your ai isn’t wasting cpu cycles on lattice math.</li> <li><strong>The Bandwidth Tax</strong>: Post-quantum keys are way bigger than what we’re used to—sometimes 10x or more. This "tax" means your network packets get fatter, and your handshake times might climb. These hardware blades are built to manage that bloat without choking your network to death.</li> <li><strong>Root of Trust</strong>: By signing your context headers inside a fips-validated module, you ensure that even if the host os is compromised, the keys stay untouchable.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/685d00d4cb08ab5f5934b924/690c83ae1ca595b8c6f91e0f/hardware-security-module-integration-quantum-safe-model-contexts/mermaid-diagram-2.svg" alt="Diagram 2: Architectural flow of an MCP server offloading PQC signing to a hardware security module."></p><p>Nobody is going to ditch their entire legacy stack overnight—that’s just asking for a production outage. The smart move is a <strong>hybrid strategy</strong> where you wrap your current rsa signatures in a fresh layer of post-quantum protection. </p><p>Using a modular blade setup lets you rotate these chunky lattice keys without breaking your existing pipelines in finance or healthcare. It gives you a safety net; if a quantum machine cracks the old stuff, that outer pqc layer is still holding the line.</p><h2>Deploying Gopher Security for Quantum-Resistant MCP</h2><p>So, you've got your fancy hardware vault, but how do you actually make it talk to your ai agents without everything falling apart? It's one thing to have a secure blade, it's another to manage the mess of p2p connectivity in a world where quantum computers are lurking.</p><p>That's where gopher security comes in, providing what they call a <strong>4D framework</strong>:</p><ul> <li><strong>Identity</strong>: Ensuring every agent has a cryptographically proven, hardware-backed ID.</li> <li><strong>Integrity</strong>: Using ML-DSA to prove that the context hasn't been messed with in transit.</li> <li><strong>Intelligence</strong>: Using AI-driven threat detection to spot anomalies in how agents are requesting data, even if the signatures look okay.</li> <li><strong>Integration</strong>: Making sure this all plugs into your existing devops workflows without a million manual steps.</li> </ul><p>One of the biggest headaches is key rotation. Post-quantum keys are massive, and if you're manually swapping them in a retail or healthcare environment, you're gonna break something. The platform automates this, ensuring your <strong>ml-dsa</strong> signatures stay fresh without killing your uptime.</p><p><img decoding="async" src="https://cdn.pseo.one/685d00d4cb08ab5f5934b924/690c83ae1ca595b8c6f91e0f/hardware-security-module-integration-quantum-safe-model-contexts/mermaid-diagram-3.svg" alt="Diagram 3: The 4D framework showing the interaction between Identity, Integrity, Intelligence, and Integration layers."></p><p>As mentioned earlier by <a href="https://gopher.security/">Gopher Security</a>, we have to stop "Harvest Now, Decrypt Later" by using perfect forward secrecy. If you don't secure the lifecycle now, you're just leaving a time bomb for your future self to deal with.</p><h2>Operationalizing HSM with Model Context Protocol</h2><p>So you've got the hardware and the software, but how do you actually make them shake hands without the whole thing lagging like a 90s dial-up connection? Honestly, it's one thing to have a secure vault, it's another to wire it into your ai workflows so it doesn't just sit there looking pretty.</p><p>To get your mcp server talking to a hardware module, you're usually looking at <strong>pkcs#11</strong>. It’s an old-school standard, but it’s how we tell the hsm to do the heavy lifting—like signing a context packet with <strong>ml-dsa</strong>—without the private key ever touching the main server's memory.</p><p><em>Note: The following code is illustrative and depends on your specific pkcs#11 provider support for PQC constants.</em></p><pre><code class="language-python">import pkcs11 from pkcs11 import Mechanism # Example using a placeholder for ML-DSA-87 (FIPS 204) # Actual constants vary by provider (e.g., python-pkcs11 with Crypto4A) def sign_mcp_request(hsm_session, context_payload): # we find our quantum-safe key in the HSM slot key = hsm_session.get_key(label='mcp-pqc-identity') # sign the context using ML-DSA # Mechanism.ML_DSA_87 is a placeholder for the specific provider constant signature = key.sign(context_payload, mechanism=Mechanism.ML_DSA_87) return { "method": "context/push", "params": {"data": context_payload}, "meta": { "sig": signature.hex(), "hsm_id": "qx-blade-04" } } </code></pre><p>But wait, there's more. You can actually store your access policies right on the blade. That way, if a retail bot suddenly tries to access healthcare records, the hsm itself can refuse to sign the request. It’s a great way to stop "puppet attacks" where someone hijacks a low-level agent to get to the good stuff.</p><ul> <li><strong>Immutable Logs</strong>: Every time the hsm signs something, it creates an audit trail that even a rogue admin can't delete. Great for <strong>soc 2</strong> or <strong>gdpr</strong> when the auditors come knocking.</li> <li><strong>Identity Verification</strong>: Since the keys are locked in hardware, you know for a fact that the "finance-bot" is actually the finance-bot.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/685d00d4cb08ab5f5934b924/690c83ae1ca595b8c6f91e0f/hardware-security-module-integration-quantum-safe-model-contexts/mermaid-diagram-4.svg" alt="Diagram 4: Sequence diagram showing an MCP request being signed by an HSM using PKCS#11."></p><p>Anyway, it's a bit of a learning curve, but once it's running, you sleep a lot better.</p><h2>Future-Proofing the AI Infrastructure</h2><p>Look, Q-Day isn't some distant "maybe" anymore—it’s the deadline for whether your ai agents stay yours or become someone else’s tool. If you're still relying on old-school rsa for your mcp servers, you're basically leaving the vault door wide open for future quantum decrypts.</p><p>Transitioning doesn't have to be a total nightmare if you start small. Here is the move:</p><ul> <li><strong>Inventory your contexts</strong>: Figure out which ai data flows are high-stakes—like healthcare records or finance trades—and prioritize those for <strong>ml-dsa</strong> signing.</li> <li><strong>Phase the hardware</strong>: You don't need to rip out everything; just start plugging in those quantum-safe hsm blades, as we discussed earlier, to handle the heavy lattice math.</li> <li><strong>Train the humans</strong>: Make sure your soc analysts actually know how to read HSM audit logs and recognize PQC-specific anomalies, so they aren't flying blind when the network starts acting up.</li> </ul><p><img decoding="async" src="https://cdn.pseo.one/685d00d4cb08ab5f5934b924/690c83ae1ca595b8c6f91e0f/hardware-security-module-integration-quantum-safe-model-contexts/mermaid-diagram-5.svg" alt="Diagram 5: Roadmap for transitioning from classical to hybrid to full quantum-safe AI infrastructure."></p><p>Honestly, the "bandwidth tax" from bigger keys is a pain, but it's better than a total breach. As noted earlier by gopher security, the goal is total identity and integrity before the first stable quantum machine goes online. Stay safe.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/hardware-security-module-integration-for-quantum-safe-model-contexts/" data-a2a-title="Hardware Security Module Integration for Quantum-Safe Model Contexts"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhardware-security-module-integration-for-quantum-safe-model-contexts%2F&amp;linkname=Hardware%20Security%20Module%20Integration%20for%20Quantum-Safe%20Model%20Contexts" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhardware-security-module-integration-for-quantum-safe-model-contexts%2F&amp;linkname=Hardware%20Security%20Module%20Integration%20for%20Quantum-Safe%20Model%20Contexts" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhardware-security-module-integration-for-quantum-safe-model-contexts%2F&amp;linkname=Hardware%20Security%20Module%20Integration%20for%20Quantum-Safe%20Model%20Contexts" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhardware-security-module-integration-for-quantum-safe-model-contexts%2F&amp;linkname=Hardware%20Security%20Module%20Integration%20for%20Quantum-Safe%20Model%20Contexts" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhardware-security-module-integration-for-quantum-safe-model-contexts%2F&amp;linkname=Hardware%20Security%20Module%20Integration%20for%20Quantum-Safe%20Model%20Contexts" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://www.gopher.security/blog">Read the Gopher Security&amp;#039;s Quantum Safety Blog</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Read the Gopher Security's Quantum Safety Blog">Read the Gopher Security's Quantum Safety Blog</a>. Read the original post at: <a href="https://www.gopher.security/blog/hardware-security-module-integration-quantum-safe-model-contexts">https://www.gopher.security/blog/hardware-security-module-integration-quantum-safe-model-contexts</a> </p>

Will 2026 See a ‘ChatGPT Moment’ for Microchip Implants?

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  • Published date: 2026-01-18 00:00:00

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<p><main id="readArticle" class="Page-main" data-module="" data-padding="none" morss_own_score="4.4774774774774775" morss_score="12.243935157728263"></main></p><p><a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity">Lohrmann on Cybersecurity</a></p><h1>Will 2026 See a ‘ChatGPT Moment’ for Microchip Implants?</h1><h2>As Hollywood imagines our future, are brain and human microchip implants nearing a “ChatGPT moment” in 2026? Medical progress collides with privacy fears and state bans.</h2><div>January 18, 2026 • </div><p><a href="https://www.govtech.com/authors/dan-lohrmann.html"><span>Dan Lohrmann</span></a></p><figure> <p><img decoding="async" src="https://erepublic.brightspotcdn.com/dims4/default/b24262a/2147483647/strip/true/crop/7621x3974+0+40/resize/840x438!/quality/90/?url=http%3A%2F%2Ferepublic-brightspot.s3.us-west-2.amazonaws.com%2F8d%2F88%2F6ab107cb4858815d5a618b28b0c3%2Fadobestock-492524911.jpeg"></p> </figure><div class="Page-articleBody RichTextBody" morss_own_score="4.66127728375101" morss_score="108.66127728375102"> <p> My wife and I have been enjoying the new Peacock TV series “The Copenhagen Test” over the past few weeks. IMDb <a href="https://www.imdb.com/title/tt31314791/">describes the show this way</a>: “A first-generation analyst realizes his brain’s hacked, allowing access to his senses. Stuck between the agency and hackers, he acts normal to reveal the culprits.”</p></div><div>While we haven’t learned (yet) when (or even if) a chip was placed in the analyst’s head, the first episode reveals that wireless signals are coming out of his brain and that someone can see and hear everything that he does. <h3>SCIENCE FICTION OR REAL LIFE IN 2026?</h3> </div><div>I find that Hollywood fiction, though over-sensationalized, often brings to life what is coming next regarding how technology will impact life. Put simply, people often understand these movies and TV shows better than what is actually happening in the real world. From <i>WarGames</i> in the early ’80s to <i>Mr. Robot</i> in 2015 to <i>The Copenhagen Test</i> today, the people and process implications of new technology can become more real for viewers in these dramas.</div><div>Meanwhile, headlines continue to progress regarding implanting chips in humans for various reasons. Consider these stories already published in 2026: <p><b><i>The Debrief</i>: </b><a href="https://thedebrief.org/neuralink-set-to-launch-high-volume-brain-implant-production-as-competitors-weigh-in/">Neuralink Set to Launch ‘High-Volume’ Brain Implant Production as Competitors Weigh In</a> — “Elon Musk’s company Neuralink has announced plans to expand its brain-computer interface (BCI) chip, The Link, to ‘high-volume’ production this year.</p></div><div>“‘Neuralink will start high-volume production of brain-computer interface devices and move to a streamlined, almost entirely automated surgical procedure in 2026’ Musk wrote in a December 31, 2025, <a href="https://x.com/elonmusk/status/2006513491105165411?ref_src=twsrc%5Etfw%7Ctwcamp%5Etweetembed%7Ctwterm%5E2006513491105165411%7Ctwgr%5Eed854917997d32927ec73e88eb5f66a493d4df4a%7Ctwcon%5Es1_&amp;ref_url=https%3A%2F%2Fwww.foxnews.com%2Fhealth%2Felon-musk-shares-plan-mass-produce-brain-implants-paralysis-neurological-disease">posting</a> on X. ‘Device threads will go through the dura without the need to remove it. …’</div><div>“‘At this stage, we interpret ‘high-volume’ realistically as hundreds moving toward low thousands of implants per year,’ Carolina Aguilar, CEO and co-founder of INBRAIN Neuroelectronics, one of Neuralink’s competitors, told <i>The Debrief, </i>although Aguilar added that the company expects that number to eventually reach ‘tens of thousands’ on account of a range of factors.” <p><b><i>Detroit News</i></b>: <a href="https://www.detroitnews.com/story/business/2026/01/15/altmans-merge-raises-252-million-to-link-brains-and-computers/88197066007/">Altman’s Merge raises $252 million to link brains and computers</a> — “Merge Labs, a company co-founded by AI billionaire Sam Altman that is building devices to connect human brains to computers, raised $252 million.</p></div><div>“The company is being formed as entrepreneurs and investors across Silicon Valley anticipate a future where artificial intelligence is so advanced that humans will be willing — and perhaps compelled — to augment their brains to take advantage of it. Just as smartphones provide access to the digital world, experimental brain technology is being designed to streamline the experience.</div><div>“Merge’s goal is to seamlessly connect people and artificial intelligence to ‘maximize human ability, agency and experience,’ according to a post on its website Thursday. It did not disclose the valuation of the company. It plans to first develop products for medical use, then later for the general public.”</div><div>And this story from <b><i>FOX News</i></b> back in April 2025: <a href="https://www.foxnews.com/health/paralyzed-man-als-third-receive-neuralink-implant-can-type-brain">Paralyzed man with ALS is third to receive NeuraLink implant, can type with brain</a> — “Brad Smith, an Arizona husband and father with ALS, has become the third person to receive Neuralink, the brain implant made by <a href="https://www.foxnews.com/category/person/elon-musk">Elon Musk’s</a> company.</div><div>“He is also the first ALS patient and the first non-verbal person to receive the implant, he shared in a post on X on Sunday.</div><div>“‘I am typing this with my brain. It is my primary communication,’ Smith, who was diagnosed in 2020, wrote in the post, which was also shared by Musk. He went on to thank Musk.”</div><div>Finally, <a href="https://www.krungsri.com/en/research/research-intelligence/microchip-implants-2025">this article on microchip implants</a> from Krungsri explains many more details (with great global references at the end) on all of the advances in different technologies related to implanting chips in humans for medical and brain enhancement reasons. <h3>MORE STATES SEEK TO PROTECT AGAINST CHIP IMPLANTS</h3> </div><div>Earlier this month,<i> GeekWire</i> released <a href="https://www.geekwire.com/2026/microchipped-at-work-washington-state-bill-aims-to-ban-employers-from-using-dehumanizing-tech/">an article describing Washington state’s efforts to ban employers from using “dehumanizing” tech</a>: “A bill introduced in the Washington state Legislature would ban employers from requiring or pressuring workers to be microchipped, a practice lawmakers want to prohibit before it ever becomes an issue. <p><a href="https://lawfilesext.leg.wa.gov/biennium/2025-26/Pdf/Bills/House%20Bills/2303.pdf?q=20260108141552">“House Bill 2303</a> was prefiled this week by Reps. <a href="https://leg.wa.gov/legislators/member/15410">Brianna Thomas</a> (D-34) and <a href="https://leg.wa.gov/legislators/member/35415">Lisa Parshley</a> (D-22).</p></div><div>“The bill would prohibit employers from requiring, requesting or coercing employees to have microchips implanted in their bodies as a condition of employment, and would bar the use of subcutaneous tracking or identification technology for workplace management or surveillance.”</div><div>As <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/should-states-ban-mandatory-human-microchip-implants">reported last year in this blog,</a> this action expands efforts by at least 13 other states to ban mandatory microchip implants.</div><div>In addition to that January 2025 post, I have reported on the advancement of implanting chips in humans for various reasons going back to 2017. Here are those blogs that dive deeper into various aspects of this topic: <ul> <li>Back in 2017, I asked: <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/where-next-for-microchip-implants.html">Where Next for Microchip Implants?</a></li> <li>In 2018, I predicted that <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/chip-implants-the-next-big-privacy-debate.html">chip implants could become the next big privacy debate</a>.</li> <li>Fast forward to January 2022, when we covered <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/chip-implants-opportunities-concerns-and-what-could-be-next">Chip Implants: Opportunities, Concerns and What Could Be Next</a></li> <li>In February 2023, this blog addressed: <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/from-progress-to-bans-how-close-are-human-microchip-implants">From Progress to Bans: How Close Are Human Microchip Implants?</a></li> <li>In June 2023, we got more personal in this blog, <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/fingernail-chip-implants-west-virginias-ciso-sees-value">Fingernail Chip Implants? West Virginia’s CISO Sees Value</a></li> <li>March 2024: <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/human-brain-chip-implants-helpful-safe-ethical">Human Brain Chip Implants: Helpful? Safe? Ethical?</a> — Major developments regarding implanting chips in human brains have been announced in 2024. Will this procedure become widespread? Are precautions — or even regulations — needed?</li> </ul> <h3>FINAL THOUGHTS</h3> </div><div>Societal opinions are still all over the map on this topic of implanting microchips in humans. There is widespread support of the use of implanting chips in humans for medical reasons and curing diseases, less support for just enhancing brain functioning to compete with (or enable hybrid) AI, and strong reservations (and even bans) being issued by state governments for the mandatory declarations from companies who could try to require implanting chips in staff.</div><div>One new area that caught my attention was a European report that discusses implanting chips for convenience in sending and receiving payments in a post-2030 world. <a href="https://asset.marqeta.com/m/e8bad821248bdc70/original/report-european-payments-landscape.pdf">You can read that report here</a>.</div><div>Here is a brief excerpt: “For instance, more than half (51%) of survey respondents say they would consider using a microchip implanted in their hand to pay, provided it hit certain criteria. If we break that down: 8% said they would be comfortable using it if its privacy measures were water-tight, 23% if it was proven to be medically safe, and a fifth (20%) simply said that yes, they would be comfortable using this payment method. The vast majority (83%) think a microchip implant would make them ‘feel like they are in a sci-fi movie,Æ and nearly half (48%) feel the chip would be useful if they were caught without cash or card. However, invasiveness and security issues remain major concerns.”</div><div>This report is alarming to me for several reasons, and it raises many of the religious and other privacy issues I have highlighted in previous articles about implanting microchips in humans for convenience. (By way of quick summary, what often starts in society as optional or “opt-in” will later become “default with an opt-out” and eventually become mandatory for all.)</div><div>I leave you with this question to ponder: Are chip-enabled credit cards (where we simply tap to pay), leading to a world where we ditch the credit card and implant the chip?</div><div>I certainly hope not, for myriad reasons.</div><p><a href="https://www.govtech.com/tag/emerging-tech">Emerging Tech</a></p><p><a href="https://www.govtech.com/authors/dan-lohrmann.html"></a></p><p><img decoding="async" src="https://erepublic.brightspotcdn.com/dims4/default/7be6234/2147483647/strip/true/crop/343x343+77+0/resize/100x100!/quality/90/?url=http%3A%2F%2Ferepublic-brightspot.s3.us-west-2.amazonaws.com%2Faa%2Fbe%2F66bbbc539526800857dd96f3c9d5%2Flohrman.jpg"></p><p></p><p><a href="https://www.govtech.com/authors/dan-lohrmann.html">Dan Lohrmann</a></p><div> Daniel J. Lohrmann is an internationally recognized cybersecurity leader, technologist, keynote speaker and author. </div><p><a href="https://www.govtech.com/authors/dan-lohrmann.html">See More Stories by Dan Lohrmann</a></p><p></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2026/01/will-2026-see-a-chatgpt-moment-for-microchip-implants/" data-a2a-title="Will 2026 See a ‘ChatGPT Moment’ for Microchip Implants?"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwill-2026-see-a-chatgpt-moment-for-microchip-implants%2F&amp;linkname=Will%202026%20See%20a%20%E2%80%98ChatGPT%20Moment%E2%80%99%20for%20Microchip%20Implants%3F" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwill-2026-see-a-chatgpt-moment-for-microchip-implants%2F&amp;linkname=Will%202026%20See%20a%20%E2%80%98ChatGPT%20Moment%E2%80%99%20for%20Microchip%20Implants%3F" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwill-2026-see-a-chatgpt-moment-for-microchip-implants%2F&amp;linkname=Will%202026%20See%20a%20%E2%80%98ChatGPT%20Moment%E2%80%99%20for%20Microchip%20Implants%3F" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwill-2026-see-a-chatgpt-moment-for-microchip-implants%2F&amp;linkname=Will%202026%20See%20a%20%E2%80%98ChatGPT%20Moment%E2%80%99%20for%20Microchip%20Implants%3F" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fwill-2026-see-a-chatgpt-moment-for-microchip-implants%2F&amp;linkname=Will%202026%20See%20a%20%E2%80%98ChatGPT%20Moment%E2%80%99%20for%20Microchip%20Implants%3F" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="">Lohrmann on Cybersecurity</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Lohrmann on Cybersecurity">Lohrmann on Cybersecurity</a>. Read the original post at: <a href="https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-2026-see-a-chatgpt-moment-for-microchip-implants">https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-2026-see-a-chatgpt-moment-for-microchip-implants</a> </p>

You Can Turn Cheap Webcams Into A DIY Home Security System - Here's How

With an old webcam or two, free software like Alfred, iSpy, or Security Eye, and a long enough USB cord, you too can have a cheap home security camera system.

There are a lot of software options for your webcam security system, so it's worth taking the time to ensure what you pick is the best for your needs. Since using webcams can represent some hardware … [+1313 chars]