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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. …

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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

  • None
  • 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

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

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<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" 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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? 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Hardware Security Module Integration for Quantum-Safe Model Contexts

  • None
  • Published date: 2026-01-18 00:00:00

None

<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?

  • None
  • 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]

How does AI support dynamic secrets management

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  • Published date: 2026-01-17 00:00:00

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<h2>The Role of AI in Enhancing Dynamic Secrets Management</h2><p>Have you ever wondered how artificial intelligence is transforming cybersecurity, particularly in the management of Non-Human Identities (NHI) and secrets security? The role of AI in fortifying security frameworks cannot be underestimated. As a tool, AI is paving the way for more dynamic and efficient secrets management, enabling organizations across various sectors to better navigate the intricacies of cybersecurity.</p><h3>Understanding Non-Human Identities and Secrets</h3><p>Non-Human Identities, or NHIs, are integral to modern cybersecurity architecture. These machine identities are unique because they comprise a “Secret,” such as an encrypted password, token, or key, along with the permissions granted by a destination server. Much like a tourist requires a passport and a visa, NHIs utilize these components to gain and manage access within digital systems. Effective management and oversight are crucial to prevent security breaches and ensure compliance with regulatory standards.</p><p>AI-supported secrets management leverages machine learning and data analytics to enhance the visibility and control over these NHIs. This proactive approach mitigates risks associated with unauthorized access and potential data leaks. By continuously monitoring and analyzing the patterns and behaviors of NHIs, AI can identify anomalies that could signify security vulnerabilities.</p><h3>Bridging the Gap Between Security and R&amp;D Teams</h3><p>One of the significant challenges in cybersecurity is the disconnect that often exists between security teams and research and development departments. This disconnect can lead to security gaps, as R&amp;D teams may prioritize innovation and speed over security protocols. AI security solutions help bridge this gap by providing real-time insights and automated security checks, ensuring that security measures are embedded into the development process from the outset.</p><p>A secure cloud environment is essential for organizations to thrive. By creating a seamless interface between these teams, AI-supported dynamic secrets management ensures that security measures are no longer an afterthought but an integral part of the development lifecycle. This methodological shift is particularly beneficial for industries like financial services, healthcare, and DevOps, where sensitive data and rapid development cycles call for robust security protocols.</p><h3>The Benefits of AI in Secrets Security Management</h3><p>AI’s integration into secrets management offers a plethora of advantages. Some of these include:</p><ul> <li><strong>Reduced Risk:</strong> Proactively identifying and mitigating risks helps lower the chances of cybersecurity breaches and data leaks.</li> <li><strong>Improved Compliance:</strong> AI facilitates adherence to regulatory requirements through enforced policies and comprehensive audit trails.</li> <li><strong>Increased Efficiency:</strong> Automation of NHI and secrets management allows security teams to focus on strategic initiatives rather than routine tasks.</li> <li><strong>Enhanced Visibility and Control:</strong> Provides a centralized view for managing access and maintaining governance.</li> <li><strong>Cost Savings:</strong> Automation reduces operational expenses by streamlining secrets rotation and NHIs decommissioning processes.</li> </ul><p>These benefits highlight the strategic importance of integrating AI into cybersecurity frameworks. With AI, organizations can ensure that their secrets management is not only efficient but also adaptive to evolving security challenges.</p><h3>Frameworks and Best Practices</h3><p>To maximize the benefits of AI-supported secrets management, organizations should adopt best practices and frameworks that emphasize a comprehensive approach to security. This includes:</p><ul> <li><a href="https://docs.bland.ai/tutorials/secrets" rel="noopener">Secrets Security Frameworks</a>: Learn how to prioritize risks and vulnerabilities.</li> <li><a href="https://docs.run.ai/v2.19/Researcher/best-practices/secrets-as-env-var-in-cli/" rel="noopener">Best Practices for Configuring Secrets</a>: Explore guidelines for optimizing configuration and implementation.</li> <li><a href="https://entro.security/blog/secrets-security-and-soc2-compliance/">SOC2 Compliance</a>: Understand how AI aligns with compliance demands.</li> </ul><p>These resources provide valuable insights into how organizations can implement AI-driven solutions to enhance their security posture effectively.</p><h3>Industry Applications of AI in Dynamic Secrets Management</h3><p>While AI’s role in security is universally applicable, certain industries benefit significantly from dynamic secrets management. Financial services, for instance, deal with vast amounts of sensitive data that require stringent security measures. Similarly, the healthcare sector relies on secure data exchange and storage to protect patient information.</p><p>Where speed and agility are paramount, AI supports dynamic secrets management by automating security tasks and ensuring continuous security checks during development cycles. Moreover, Security Operations Centers (SOC) can leverage AI to streamline incident response processes, facilitating quicker detection and rectification of potential threats.</p><h3>Embracing AI for Future Security Needs</h3><p>Where organizations continue to expand their digital footprints, the need for sophisticated security solutions will become more pressing. AI-supported dynamic secrets management offers a forward-thinking approach to tackling these challenges. By integrating AI into their cybersecurity strategies, organizations can not only protect their digital assets more effectively but also drive innovation and growth without compromising security.</p><p>For those interested in exploring further, <a href="https://mxcp.dev/docs/guides/configuration/" rel="noopener">this guide</a> offers additional insights into configuring systems. Bridging the gap between technological advancement and security, AI continues to revolutionize the management of Non-Human Identities and secrets, presenting new opportunities for safeguarding digital environments.</p><p>Dynamic cybersecurity calls for continuous learning and adaptation. With AI as a strategic ally, organizations can navigate challenges more adeptly, maintaining a robust defense against evolving threats.</p><h3>Why Prioritize Non-Human Identities in Your Cybersecurity Strategy?</h3><p>Can organizations afford to overlook the significance of Non-Human Identities (NHIs) in their cybersecurity strategies? With machine identities proliferate, the need to manage them with as much diligence as human identities has never been more crucial. The automation and digitization driving modern business processes depend heavily on these NHIs, which serve as the backbone of secure, seamless operations.</p><p>In many industries, such as financial services and healthcare, the volume of data and transactions managed by NHIs is extraordinary. These identities perform critical functions ranging from data encryption to authorizing transactions, making their security paramount. A breach within these systems could lead to severe regulatory and financial repercussions. Therefore, non-human identity management should not be perceived as a niche topic but a central element.</p><h3>Mitigating Security Gaps Through Comprehensive NHI Management</h3><p>To address the security gaps that emerge often because of silos between security teams and product development, a comprehensive approach to NHI management is essential. AI can act as a mediator, offering transparent, real-time insights into the activity and access levels of machine identities across the organization.</p><p>For companies grappling with complex environments, especially in cloud-based architectures, managing secrets effectively is even more challenging. Here, AI can support dynamic secrets management, enabling organizations to adapt quickly to changing requirements and threats without the manual burden of constant intervention. This tactic is essential for teams that require agility yet can’t compromise on security compliance, such as those in <a href="https://entro.security/blog/third-party-security-risks-and-remediation/">third-party risk management</a> and DevOps environments.</p><h3>Leveraging AI for Real-Time Threat Detection</h3><p>Effective NHI management isn’t just about maintaining a database of machine identities and secrets; it’s about leveraging AI to ensure proactive threat detection and response. By analyzing patterns, AI systems can identify anomalies in real time, flagging potential breaches before they escalate into significant issues.</p><p>This approach to real-time threat detection plays a significant role in environments where the velocity and volume of data changes are high. Financial services, for instance, are characterized by 24/7 operations with vast amounts of sensitive data flowing through their systems. Similarly, in healthcare, the protection of patient data is critical. Real-time AI threat detection ensures that any deviations from the norm are quickly rectified, keeping your data secure and your systems functioning optimally.</p><h3>A Case for Continuous Improvement and Learning</h3><p>Non-Human Identity management is evolving. Organizations must continuously adapt to new security challenges, incorporating lessons learned from past experiences and emerging trends. By adopting frameworks that support continuous improvement, organizations can strengthen their security systems incrementally over time.</p><p>For example, the implementation of best practices for secrets management, such as those outlined in <a href="https://entro.security/blog/challenges-and-best-practices-in-iac-secrets-security/">challenges and best practices in IaC secrets security</a>, can provide a structured methodology for maintaining robust security. Automated secrets management platforms, enhanced by AI, offer dynamic adaptability, ensuring that security protocols keep pace with the growth and change within the organization.</p><h3>Industry Insights: Why Non-Human Identities Matter</h3><p>While every industry can benefit from sophisticated NHI management, some sectors experience unique challenges and reasons for prioritization over others. For example:</p><ul> <li><strong>Financial Services:</strong> The sector manages sensitive transactions and data, requiring stringent protocols to safeguard assets and comply with regulations.</li> <li><strong>Healthcare:</strong> Patient data confidentiality and regulatory compliance (e.g., HIPAA) necessitate robust NHI and secrets management frameworks.</li> <li><strong>DevOps:</strong> Speed and innovation are paramount, but not at the cost of security. AI supports rapid deployment cycles by embedding security checks seamlessly.</li> <li><strong>Security Operations:</strong> SOCs benefit from the streamlined incident response and threat detection capabilities offered by AI-enhanced dynamic secrets management.</li> </ul><p>Wherever your organization stands, the heightened focus on efficient NHI management ensures alignment with both operational needs and compliance requirements. The evolving nature of technology requires that we approach security as an integral, dynamic component of organizational strategy.</p><h3>AI’s Evolution in Non-Human Identity Security</h3><p>The journey of AI in transforming security strategies for non-human identities is just beginning. With technology advances, organizations must remain vigilant, seeking ways to integrate these tools into their infrastructure effectively. By doing so, they position themselves to be at the forefront of innovation while maintaining tight security controls.</p><p>Consider the potential of self-correcting systems where AI not only detects and identifies threats but also takes corrective measures automatically. Real-time recommendations and solutions will become the new standard, pushing the boundaries of what’s possible in cybersecurity management. To explore more on connecting AI’s capabilities to real-world actions and enterprise needs, check out this <a href="https://sema4.ai/blog/connecting-ai-agents-actions-to-enterprise/" rel="noopener">blog post</a> offering strategic insights.</p><p>Where the industry adapts to new challenges brought on by technological changes, the future of Non-Human Identity management will require a proactive and innovative approach integrating AI as a central player in cybersecurity strategies. This ongoing evolution promises a future where security solutions are not just reactive but anticipatory, setting the stage for enhanced protection capabilities.</p><p>The balance between technological advancement and security continues to be pivotal. Organizations that recognize the strategic role of NHIs and secrets security will navigate this terrain more effectively, maintaining the integrity and trust essential for success.</p><p>The post <a href="https://entro.security/how-does-ai-support-dynamic-secrets-management/">How does AI support dynamic secrets management</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/how-does-ai-support-dynamic-secrets-management/" data-a2a-title="How does AI support dynamic secrets management"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhow-does-ai-support-dynamic-secrets-management%2F&amp;linkname=How%20does%20AI%20support%20dynamic%20secrets%20management" 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%2Fhow-does-ai-support-dynamic-secrets-management%2F&amp;linkname=How%20does%20AI%20support%20dynamic%20secrets%20management" 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%2Fhow-does-ai-support-dynamic-secrets-management%2F&amp;linkname=How%20does%20AI%20support%20dynamic%20secrets%20management" 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%2Fhow-does-ai-support-dynamic-secrets-management%2F&amp;linkname=How%20does%20AI%20support%20dynamic%20secrets%20management" 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%2Fhow-does-ai-support-dynamic-secrets-management%2F&amp;linkname=How%20does%20AI%20support%20dynamic%20secrets%20management" 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/how-does-ai-support-dynamic-secrets-management/">https://entro.security/how-does-ai-support-dynamic-secrets-management/</a> </p>

How smart are AI systems in managing cloud compliance

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  • Published date: 2026-01-17 00:00:00

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<h2>What Are Non-Human Identities and Secrets Security Management?</h2><p>How does one navigate the intricate web of cybersecurity if non-human identities are participating in networks as much as humans? The proliferation of these machine identities, known as Non-Human Identities (NHIs), has added layers of complexity to cybersecurity management, especially in cloud environments where the stakes are incredibly high. Understanding and managing these non-human participants’ identities and their secrets is vital for robust cloud compliance and security.</p><h3>Breaking Down Non-Human Identities</h3><p>Non-Human Identities, or NHIs, represent machine identities used in cybersecurity protocols. They consist of a “Secret,” which might be an encrypted password, token, or key, serving as a unique identifier akin to a passport. The permissions associated with the Secret are like a visa, which grants specific access rights based on the identifier. Together, these elements create a digital entity that performs tasks, accesses data, and interacts with other systems, all without human intervention.</p><p>The challenge lies in managing these NHIs effectively. Unlike human identities, these digital personas can multiply rapidly and may not be tracked diligently, leading to potential security gaps and vulnerabilities. To address these concerns, organizations need to deploy a strategic approach to managing NHIs, one that spans all lifecycle stages—from discovery and classification to continuous threat detection and remediation.</p><h3>Filling Security Gaps: A Holistic Approach</h3><p>A comprehensive strategy for NHI management is essential for creating a secure cloud environment that seamlessly integrates with various departments such as financial services, healthcare, DevOps, and SOC teams. This holistic approach contrasts with the limited capabilities of point solutions like secret scanners, which only offer fragmented protection. NHI management platforms provide invaluable insights, including details on ownership, permissions, usage patterns, and potential vulnerabilities, creating a context-aware security framework.</p><p>Effective management of NHIs delivers several benefits:</p><ul> <li><strong>Reduced Risk:</strong> By proactively identifying and mitigating security risks, comprehensive NHI management significantly reduces the likelihood of breaches and data leaks.</li> <li><strong>Improved Compliance:</strong> Organizations can meet stringent regulatory requirements through better policy enforcement and comprehensive audit trails.</li> <li><strong>Increased Efficiency:</strong> With automated management of NHIs and secrets, security teams can focus more on strategic initiatives.</li> <li><strong>Enhanced Visibility and Control:</strong> A centralized view enhances access management and governance, offering unparalleled control.</li> <li><strong>Cost Savings:</strong> Automation of secrets rotation and NHIs decommissioning leads to reduced operational costs.</li> </ul><h3>The Importance of Context</h3><p>Why is contextual awareness so critical in NHI management? Context-aware security is about understanding not just the identities and their access credentials but also their behavior within the system. It’s akin to monitoring the activities of a tourist in a foreign country: while you may have granted them a visa, their actions while in the country are still subject to scrutiny. This continual monitoring ensures that any anomaly is detected and addressed promptly, mitigating potential security threats.</p><p>In managing NHIs, this context comes from insights into how these identities interact. Through sophisticated algorithms, security professionals can develop a comprehensive understanding of the digital environment’s dynamics. For example, by analyzing usage patterns and permissions, businesses can identify unusual activities that may signify a compromised identity or leaked secret.</p><h3>Industry Use Cases</h3><p>Let’s explore how managing NHIs effectively serves different industries:</p><p>– <strong>Financial Services</strong>: In financial institutions, where regulatory requirements are stringent, managing NHIs is crucial for maintaining compliance. It allows for real-time tracking of machine activities, ensuring that no unauthorized transactions occur.</p><p>– <strong>Healthcare</strong>: With sensitive patient data at stake, healthcare organizations employ NHI management to safeguard data against breaches, thereby maintaining patient privacy and trust.</p><p>– <strong>DevOps</strong>: By automating the management of secrets and NHIs, DevOps teams can achieve quicker deployment cycles, freeing them to focus on innovation and improving product offerings.</p><p>For more insights into implementing these strategies, organizations can explore detailed narratives such as the one on <a href="https://entro.security/blog/how-elastic-scaled-secrets-nhi-security-elastics-playbook-from-visibility-to-automation/">elastic scaling and automation in NHI management</a>.</p><h3>Harnessing AI for Cloud Compliance</h3><p>How do artificial intelligence and smart systems contribute to managing cloud compliance more effectively? AI introduces predictive capabilities and automation that significantly reduce the scope of human error. Through AI-driven insights, organizations can not only achieve compliance but also streamline operations and optimize resource allocation. For instance, <a href="https://actusdigital.com/actus-digital-introduces-ai-driven-compliance-logging-remote-monitoring-including-monitoring-as-a-service-at-ibc2025/" rel="noopener">AI-driven compliance logging and monitoring</a> create a seamless compliance environment that operates continuously and autonomously.</p><p>Harnessing these AI capabilities allows for more nuanced management of NHIs, enabling real-time anomaly detection and automated responses to security incidents. Where cloud environments evolve, the smart integration of AI into NHI management platforms becomes indispensable.</p><p>Non-Human Identity management is no longer a peripheral concern but a core element of modern cybersecurity strategies. By leveraging AI and adopting a holistic approach, organizations can achieve smarter, more efficient cloud compliance strategies. When businesses continue to migrate to cloud environments, the strategic importance of managing NHIs will only increase, unlocking security, efficiency, and reliability across industries globally.</p><p>How can the integration of advanced technologies like AI reshape how we manage Non-Human Identities (NHIs) and Secrets Security Management in complex cloud environments? Organizations across the spectrum from healthcare to financial services are increasingly realizing the strategic value of effective NHI management. The surge in machine identities necessitates a robust approach, particularly when entities expand their digital footprints and embrace cloud technology. Understanding the existing dynamics and potential solutions of NHI management is critical to maintaining security, privacy, and efficiency within diverse industry.</p><h3>AI and Machine Learning: The New Vanguard</h3><p>How can AI and machine learning deepen the effectiveness of NHI management? These advanced technologies can identify and analyze patterns in large datasets that human analysts might overlook. By leveraging machine learning algorithms, organizations can more accurately identify anomalies in NHI behavior, making it easier to preemptively address potential security threats. In addition to anomaly detection, AI can automate tedious and repetitive tasks, such as secrets rotation and compliance checks, thus freeing up human resources for more strategic activities.</p><p>This capability is not purely speculative. For example, companies that adopt <a href="https://www.sprinterra.com/ai-powered-solutions-for-construction-industry-using-acumatica/" rel="noopener">AI-powered solutions</a> often find a marked improvement in operational efficiency, highlighting AI’s transformative potential across sectors. By applying these insights to cybersecurity, organizations can implement more responsive and adaptive security protocols, making AI a key component in the comprehensive management of NHIs.</p><h3>From Silos to Synergy: Bridging Gaps</h3><p>How can effective NHI management create synergy between otherwise disparate teams? Traditionally, security and R&amp;D departments have operated somewhat independently, leading to communication breakdowns that complicate the nurturing of a secure digital environment. However, through a consistent and centralized NHI management strategy, organizations can establish a collaborative framework that brings these teams together.</p><p>By unifying the approach to managing machine identities, companies not only fortify their security postures but also bolster their compliance with industry regulations. This streamlined operation enhances visibility and audits, ensuring both efficiency and accountability. When all stakeholders—from security personnel to developers—are on the same page, it eliminates redundancies and gaps that could otherwise lead to vulnerabilities.</p><h3>Implementing Agile Security Frameworks</h3><p>How can an agile security framework offer a dynamic response to evolving threats? The concept of agility, borrowed from software development methodologies, can be applied to NHI management. This approach involves regularly updating security measures to adapt to new threats while they emerge. An agile framework allows for quick pivots and continuous improvements, keeping security measures aligned with current best practices and technologies.</p><p>The importance of agility can further extend to disaster recovery and incident response protocols, which must adapt swiftly to cybersecurity threats that emerge unpredictably. By implementing agile security frameworks, organizations can not only protect NHIs more effectively but also maintain the continuity and integrity of their operations.</p><h3>Understanding the Economic Implications</h3><p>What economic benefits do robust NHI management systems offer? Cost savings are a well-cited advantage, but the implications go much further. Organizations reduce direct costs by automating processes, such as secrets management and access control, which traditionally required substantial human oversight. Furthermore, indirect savings accrue from mitigated risk of breaches, which often result in significant financial and reputational damage.</p><p>It’s crucial to recognize that effective NHI management can provide a competitive edge by fostering customer trust and confidence, particularly in industries like financial services where security and privacy are key market differentiators. Reduced risk of regulatory fines by improving compliance also feeds into the bottom line, ensuring that businesses not only survive but thrive amid complex regulatory.</p><h3>Lessons from Real-World Applications</h3><p>Can lessons from empirical settings inspire better practices in NHI management? There is much to learn from applied use cases. For instance, in healthcare, strong NHI management ensures compliance with patient privacy laws while maintaining data integrity and accessibility. Meanwhile, <a href="https://entro.security/blog/entro-joins-the-silverfort-isa/">DevOps teams</a> benefit from automating secret management, allowing them to accelerate product development timelines without compromising security.</p><p>In another example, the adoption of <a href="https://entro.security/blog/entro-wiz-integration/">innovative integrations</a> has shown capacity for refined security measures in reaction to evolving organizational needs. Such initiatives not only underline the proficiency of contemporary technology but also the need for an adaptable, forward-thinking mindset in cybersecurity.</p><p>Where do the opportunities for innovation lie in NHI and Secrets Security Management? Organizations must evolve their strategies by constantly reevaluating context and risk—especially in the face of emerging technologies like quantum computing, which poses new challenges to cryptographic security. Collaboration with AI and machine learning not only fortifies current defenses but also sets the stage for advancements in predictive analytics and automated adaptive security measures.</p><p>Continual progress in this domain ultimately empowers businesses to preempt threats and manage identities and secrets with precision, redefining what it means to secure digital fields. By accounting for both current shifts and future potentials, organizations invest not just in immediate gains but in lasting resilience and innovation.</p><p>Such explorations prompt broader industry discussions that will inevitably shape foundations of future cybersecurity. Engaging actively with these considerations will be crucial for sustained success.</p><p>By taking a proactive, technology-forward approach, organizations can better navigate the intricacies of Non-Human Identities and Secrets Security Management, ensuring not only compliance and continuity but also robust innovation.</p><p>The post <a href="https://entro.security/how-smart-are-ai-systems-in-managing-cloud-compliance/">How smart are AI systems in managing cloud compliance</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/how-smart-are-ai-systems-in-managing-cloud-compliance/" data-a2a-title="How smart are AI systems in managing cloud compliance"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhow-smart-are-ai-systems-in-managing-cloud-compliance%2F&amp;linkname=How%20smart%20are%20AI%20systems%20in%20managing%20cloud%20compliance" 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%2Fhow-smart-are-ai-systems-in-managing-cloud-compliance%2F&amp;linkname=How%20smart%20are%20AI%20systems%20in%20managing%20cloud%20compliance" 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%2Fhow-smart-are-ai-systems-in-managing-cloud-compliance%2F&amp;linkname=How%20smart%20are%20AI%20systems%20in%20managing%20cloud%20compliance" 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%2Fhow-smart-are-ai-systems-in-managing-cloud-compliance%2F&amp;linkname=How%20smart%20are%20AI%20systems%20in%20managing%20cloud%20compliance" 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%2Fhow-smart-are-ai-systems-in-managing-cloud-compliance%2F&amp;linkname=How%20smart%20are%20AI%20systems%20in%20managing%20cloud%20compliance" 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/how-smart-are-ai-systems-in-managing-cloud-compliance/">https://entro.security/how-smart-are-ai-systems-in-managing-cloud-compliance/</a> </p>

How Attackers Target Financial Applications and VAPT Stops Them?

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  • Published date: 2026-01-17 00:00:00

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<p>Financial applications, ranging from mobile banking apps to payment gateways, are among the most targeted systems worldwide. In 2025 alone, the <strong>Indusface State of Application Security Report</strong> revealed that banks and financial institutions endured <strong>1.2 billion attacks</strong>, with each financial app experiencing <strong>double the attack frequency compared to other industries</strong>. This surge highlights the urgent need for <strong><a href="https://kratikal.com/vapt-services"><mark class="has-inline-color has-luminous-vivid-orange-color">Vulnerability Assessment and Penetration Testing </mark></a>(VAPT)</strong>. VAPT services combine automated vulnerability scanning with manual penetration testing to identify, validate, and remediate exploitable weaknesses. When paired with <strong>mobile application testing</strong>, it provides a comprehensive defense against attackers exploiting APIs, mobile ecosystems, and business logic flaws.</p><h2 class="wp-block-heading">How Attackers Target Financial Applications?</h2><p>Financial applications remain one of the most lucrative targets for hackers due to the direct access they provide to money, sensitive customer data, and critical business systems. Modern attacks are no longer opportunistic; they are calculated, automated, and designed to exploit both technical and operational gaps.</p><h3 class="wp-block-heading"><strong>Exploiting Known Vulnerabilities</strong></h3><p>Attackers actively scan financial applications for unpatched Common Vulnerabilities and Exposures (CVEs). In 2025, exploitation of known vulnerabilities surged by <strong>74%</strong>, driven largely by automated attack frameworks. Outdated third-party libraries, legacy payment gateway components, and weak SSL/TLS configurations are frequent entry points. Once exploited, these vulnerabilities allow attackers to gain unauthorized access, execute remote code, or escalate privileges within critical financial systems.</p><h3 class="wp-block-heading"><strong>API Abuse in Open Banking Ecosystems</strong></h3><p>APIs form the backbone of fintech platforms, enabling integrations across payment processors, banks, and third-party services. However, poorly secured APIs are a prime target. Attackers exploit weak authentication mechanisms, excessive API permissions, broken object-level authorization (BOLA), and unvalidated inputs to manipulate transactions. </p><h3 class="wp-block-heading"><strong>Business Logic Exploitation</strong></h3><p>Unlike technical vulnerabilities, business logic flaws abuse the intended functionality of financial applications. Attackers reverse-engineer workflows to bypass transaction limits, reuse or stack promotional discounts, manipulate fee calculations, or exploit weaknesses in loan approval and refund processes. These attacks are particularly risky because they mimic legitimate user behavior and frequently evade traditional security controls.</p><h3 class="wp-block-heading"><strong>Misconfigurations and Shadow Assets</strong></h3><p>Financial institutions often maintain multiple environments, including staging servers, customer support portals, legacy admin panels, and third-party integrations. These “shadow assets” are frequently misconfigured or insufficiently monitored. Attackers target exposed databases, weak access controls, and unsecured cloud storage to gain an initial foothold, then pivot laterally into core banking or payment systems.</p><h3 class="wp-block-heading">How VAPT Prevents Attacks on Financial Applications?</h3><div class="wp-block-image"> <figure class="aligncenter size-large"><img fetchpriority="high" decoding="async" width="1024" height="498" src="https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info-1024x498.jpg" alt="" class="wp-image-14520" srcset="https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info-1024x498.jpg 1024w, https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info-300x146.jpg 300w, https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info-150x73.jpg 150w, https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info-768x374.jpg 768w, https://kratikal.com/blog/wp-content/uploads/2026/01/Financial-Applications-and-VAPT_info.jpg 1099w" sizes="(max-width: 1024px) 100vw, 1024px"></figure> </div><h4 class="wp-block-heading"><strong>Proactive Threat Prevention and Continuous Protection:</strong></h4><p>Instead of reacting to cyber incidents after they occur, VAPT allows banks and fintech organizations to proactively strengthen their security posture. Through structured vulnerability assessments, security gaps are identified and remediated before attackers can exploit them. Penetration testing then replicates real-world attack scenarios to reveal how multiple weaknesses could be chained together to cause a major breach. When conducted annually or after significant system changes, this proactive strategy ensures continuous protection against an evolving threat landscape—significantly reducing the risk of costly downtime and financial losses.</p><h4 class="wp-block-heading"><strong>Strengthening Customer Confidence and Data Protection</strong></h4><p>In the financial sector, customer trust is paramount, and VAPT plays a critical role in reinforcing it. By demonstrating a strong commitment to protecting sensitive financial and personal data through rigorous security assessments, organizations instill greater confidence in their customers. Preventing major data breaches not only safeguards the institution’s reputation but also protects clients’ financial interests, creating a powerful and lasting competitive advantage.  </p><h4 class="wp-block-heading"><strong>Meeting Compliance Requirements</strong> </h4><p>The financial services industry is among the most heavily regulated sectors, governed by stringent cybersecurity mandates from bodies such as the Reserve Bank of India (RBI) and global standards like PCI DSS. Regular VAPT is often a mandatory requirement for compliance. By providing detailed, actionable reports, VAPT enables financial institutions to demonstrate proactive risk identification and remediation, helping them avoid regulatory penalties, reduce legal exposure, and maintain a strong, audit-ready security posture.</p><h4 class="wp-block-heading"><strong>Securing Real-Time Payment System</strong></h4><p>VAPT delivers comprehensive vulnerability discovery by identifying security gaps across multiple layers, including network configurations, exposed API endpoints, and misconfigured payment gateways. Simulating real-world attack scenarios, it allows organizations to assess the resilience of their payment systems against common threats such as SQL injection and cross-site scripting (XSS). VAPT also validates transaction integrity by emulating man-in-the-middle attacks to confirm proper end-to-end encryption and secure data transmission. In addition, detailed API security testing ensures strong authentication, effective data handling, and appropriate access controls, significantly reducing the risk of exploitation and safeguarding the core infrastructure behind real-time financial transactions.</p><p><br> <br> </p><br><meta charset="UTF-8"><br><meta name="viewport" content="width=device-width, initial-scale=1.0"><br><title>Cyber Security Squad – Newsletter Signup</title><link rel="stylesheet" href="https://kratikal.com/blog/how-attackers-target-financial-applications-and-vapt-stops-them/styles.css"><link rel="preconnect" href="https://fonts.googleapis.com/"><link rel="preconnect" href="https://fonts.gstatic.com/" crossorigin><link href="https://fonts.googleapis.com/css2?family=Roboto:wght@400;500;700&amp;display=swap" rel="stylesheet"><style type="text/css"> /* Reset and base styles */</p> <p>.newsletterwrap .containerWrap { width: 100%; max-width: 800px; margin: 25px auto; }</p> <p>/* Card styles */ .newsletterwrap .signup-card { background-color: white; 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}</p> <p>/* Responsive styles */ @media (max-width: 768px) { .newsletterwrap .content { flex-direction: column; text-align: center; }</p> <p> .newsletterwrap .text-content { margin-right: 0; margin-bottom: 20px; }</p> <p> .newsletterwrap .rightlogo { margin-top: 20px; } }</p> <p>@media (max-width: 480px) { .newsletterwrap .signup-form { flex-direction: column; }</p> <p> .newsletterwrap input[type="email"] { border-radius: 4px; margin-bottom: 10px; }</p> <p> .newsletterwrap .submitBtn { border-radius: 4px; width: 100%; } } </style><p><br> </p><script defer src="https://static.cloudflareinsights.com/beacon.min.js/vcd15cbe7772f49c399c6a5babf22c1241717689176015" integrity="sha512-ZpsOmlRQV6y907TI0dKBHq9Md29nnaEIPlkf84rnaERnq6zvWvPUqr2ft8M1aS28oN72PdrCzSjY4U6VaAw1EQ==" data-cf-beacon='{"version":"2024.11.0","token":"33edbdb5f462496f85e52978979b687b","server_timing":{"name":{"cfCacheStatus":true,"cfEdge":true,"cfExtPri":true,"cfL4":true,"cfOrigin":true,"cfSpeedBrain":true},"location_startswith":null}}' crossorigin="anonymous"></script><script>(function(){function c(){var b=a.contentDocument||a.contentWindow.document;if(b){var d=b.createElement('script');d.innerHTML="window.__CF$cv$params={r:'9bfb2f633ab6aae6',t:'MTc2ODcwODgyMw=='};var a=document.createElement('script');a.src='/cdn-cgi/challenge-platform/scripts/jsd/main.js';document.getElementsByTagName('head')[0].appendChild(a);";b.getElementsByTagName('head')[0].appendChild(d)}}if(document.body){var a=document.createElement('iframe');a.height=1;a.width=1;a.style.position='absolute';a.style.top=0;a.style.left=0;a.style.border='none';a.style.visibility='hidden';document.body.appendChild(a);if('loading'!==document.readyState)c();else if(window.addEventListener)document.addEventListener('DOMContentLoaded',c);else{var e=document.onreadystatechange||function(){};document.onreadystatechange=function(b){e(b);'loading'!==document.readyState&&(document.onreadystatechange=e,c())}}}})();</script><div class="containerWrap"> <div class="signup-card"> <div class="content"> <div class="text-content"> <h1 class="main-heading">Get in!</h1> <p class="para">Join our weekly <span style="color: #e75d10;">newsletter</span> and stay updated</p> </div> <div class="rightlogo"> <div class="logo-icon"> <div class="c-outer"></div> <div class="c-middle"></div> <div class="c-inner"></div> </div> <div class="logo-text">CYBER SECURITY SQUAD</div> </div> </div> <form class="signup-form" action="https://kratikal.com/thanks/thankyou-newsletter" method="get"> <input type="email" name="email" value="" placeholder="Email" required><br> <input type="submit" name="submit" value="I am interested!" class="submitBtn"><br> </form> </div> </div><p><br> </p><h3 class="wp-block-heading"><strong>Technical Benefits of VAPT</strong></h3><figure class="wp-block-table"> <table class="has-fixed-layout"> <tbody> <tr> <td><strong>Attack Vectors </strong></td> <td><strong>How VAPT Counters It?</strong></td> </tr> <tr> <td>Known CVEs</td> <td>Security testers manually verify whether reported CVEs are exploitable in the specific environment, attempt proof‑of‑concept exploits, and confirm impact instead of relying solely on automated flags.</td> </tr> <tr> <td>API Abuse </td> <td>Pen testers craft custom payloads, bypass weak authentication, manipulate rate limits, and fuzz API endpoints to uncover logic flaws and privilege escalation opportunities.</td> </tr> <tr> <td>Malicious Apps</td> <td>Through <strong>mobile application testing</strong>, testers reverse engineer APKs/IPA files, analyze code for hardcoded secrets, simulate runtime attacks, and manually validate encryption/storage mechanisms.</td> </tr> <tr> <td>Misconfigurations</td> <td>Manual reviews of server configs, SSL/TLS setups, and exposed services are performed; testers attempt direct exploitation to validate the risk. </td> </tr> <tr> <td>Credential Stuffing</td> <td>Testers replicate brute force and credential stuffing attacks with controlled datasets, evaluate lockout/MFA bypass mechanisms, and confirm whether protections withstand sustained manual attack attempts.</td> </tr> </tbody> </table> </figure><div class="containers"> <!-- Left Section --> <div class="left-section"> <h1>Book Your Free Cybersecurity Consultation Today!</h1> <p> <img decoding="async" src="https://awareness.threatcop.ai/marketing/new_asset_blog_form.svg" alt="People working on cybersecurity" class="consultation-image"> </p></div> <p> <!-- Right Section --></p> <div class="right-section"> <div class="form-containers"> <form action="https://kratikal.com/thanks/thankyou-blog" method="get" onsubmit="return validateForm(this)"> <div class="form-group"> <label for="fullName">Full Name</label><br> <input type="text" required name="FullName" placeholder="Enter full name"> </div> <div class="form-group"> <label for="email">Email ID</label><br> <input type="email" required name="email" placeholder="your name @ example.com"> </div> <div class="form-group"> <label for="company">Company Name</label><br> <input type="text" required name="CompanyName" placeholder="Enter company name"> </div> <div class="form-group"> <label for="phone">Phone Number</label><br> <input type="number" required name="Phone" placeholder="Enter phone number"> </div> <p> <input type="hidden" name="BlogForm" value="BlogForm"><br> <button type="submit" class="submit-btnns" name="submit" value="I am interested!">I am interested!</button><br> </p></form> </div> </div> </div><p><!-- CSS Styles --></p><style> .containers{ display: flex; width: 100%; max-width: 800px; height: 500px; box-shadow: 0 0 10px rgba(0, 0, 0, 0.1); border-radius: 4px; overflow: hidden; margin: 25px auto; } .left-section { width: 50%; background-color: #000; color: white; padding: 30px; display: flex; flex-direction: column; position: relative; overflow: hidden; } .left-section h1 { font-size: 26px; line-height: 40px; margin-bottom: 30px; z-index: 2; position: relative; color: white; } .consultation-image { position: absolute; bottom: 0; left: 0; width: 100%; height: 70%; object-fit: cover; object-position: center; } .right-section { width: 50%; background-color: white; padding: 30px; display: flex; flex-direction: column; justify-content: center; } .form-containers { width: 100%; } .form-group { margin-bottom: 20px; } label { display: block; color: #666; margin-bottom: 5px; font-size: 14px; } .right-section input { width: 88%; padding: 12px 15px; border: 1px solid #e0e0e0; border-radius: 8px; font-size: 16px; } .submit-btnns { width: 100%; padding: 15px; background: linear-gradient(to right, #e67e22, #d35400); border: none; border-radius: 8px; color: white; font-size: 18px; font-weight: bold; cursor: pointer; margin-top: 10px; } /* Responsive */ @media (max-width: 768px) { .containers { flex-direction: column; height: auto; } .left-section, .right-section { width: 100%; } .left-section { height: 400px; } .consultation-image { height: 60%; } } @media (max-width: 480px) { .left-section { padding: 20px; height: 350px; } .left-section h1 { font-size: 16px; line-height: 28px; } .right-section { padding: 20px; } .right-section input, .submit-btnns { padding: 10px; } } </style><p><!-- JS Validation --><br> <script> function validateForm(form) { const inputs = form.querySelectorAll("input[type=text], input[type=email], input[type=number]"); for (let i = 0; i < inputs.length; i++) { if (/[<>]/.test(inputs[i].value)) { alert("Tags and attributes are not allowed in form fields!"); return false; // prevent submission } } return true; // allow submission } </script></p><h3 class="wp-block-heading"><strong>How Kratikal Can Help You With VAPT Services?</strong></h3><p><a href="https://kratikal.com/"><mark class="has-inline-color has-luminous-vivid-orange-color">Kratikal</mark></a> helps financial institutions stay ahead of evolving cyber threats through comprehensive VAPT services designed specifically for banking and fintech environments. By identifying vulnerabilities across applications, APIs, networks, and payment systems, Kratikal uncovers security gaps before attackers can exploit them. Our expert-led penetration testing simulates real-world attack scenarios to reveal how weaknesses could be chained into serious breaches, while detailed, actionable reports support faster remediation and regulatory compliance. With Kratikal’s <mark class="has-inline-color has-black-color">VAPT services,</mark> organizations can strengthen their security posture, protect sensitive financial data, and build lasting trust with customers in an increasingly hostile threat landscape.</p><h3 class="wp-block-heading">FAQs</h3><div class="schema-how-to wp-block-yoast-how-to-block"> <p class="schema-how-to-description"> </p><ol class="schema-how-to-steps"> <li class="schema-how-to-step" id="how-to-step-1768553548602"><strong class="schema-how-to-step-name"><strong>How does </strong>VAPT help<strong> secure financial applications?</strong><br></strong> <p class="schema-how-to-step-text">VAPT helps financial institutions detect exploitable vulnerabilities early, understand real-world attack paths, and remediate risks before they can be exploited by attackers.</p> </li> <li class="schema-how-to-step" id="how-to-step-1768553566640"><strong class="schema-how-to-step-name"><strong>How does VAPT protect APIs used in banking and fintech platforms?</strong></strong> <p class="schema-how-to-step-text"> VAPT evaluates API security by testing authentication mechanisms, access controls, rate limits, and input validation. Pen testers attempt to exploit broken object-level authorization (BOLA), excessive permissions, and logic flaws to ensure APIs cannot be abused for unauthorized transactions or data exfiltration.</p> </li> </ol> </div><p>The post <a href="https://kratikal.com/blog/how-attackers-target-financial-applications-and-vapt-stops-them/">How Attackers Target Financial Applications and VAPT Stops Them?</a> appeared first on <a href="https://kratikal.com/blog">Kratikal Blogs</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/how-attackers-target-financial-applications-and-vapt-stops-them/" data-a2a-title="How Attackers Target Financial Applications and VAPT Stops Them?"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fhow-attackers-target-financial-applications-and-vapt-stops-them%2F&amp;linkname=How%20Attackers%20Target%20Financial%20Applications%20and%20VAPT%20Stops%20Them%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%2Fhow-attackers-target-financial-applications-and-vapt-stops-them%2F&amp;linkname=How%20Attackers%20Target%20Financial%20Applications%20and%20VAPT%20Stops%20Them%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%2Fhow-attackers-target-financial-applications-and-vapt-stops-them%2F&amp;linkname=How%20Attackers%20Target%20Financial%20Applications%20and%20VAPT%20Stops%20Them%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%2Fhow-attackers-target-financial-applications-and-vapt-stops-them%2F&amp;linkname=How%20Attackers%20Target%20Financial%20Applications%20and%20VAPT%20Stops%20Them%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%2Fhow-attackers-target-financial-applications-and-vapt-stops-them%2F&amp;linkname=How%20Attackers%20Target%20Financial%20Applications%20and%20VAPT%20Stops%20Them%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://kratikal.com/blog/">Kratikal Blogs</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Shikha Dhingra">Shikha Dhingra</a>. Read the original post at: <a href="https://kratikal.com/blog/how-attackers-target-financial-applications-and-vapt-stops-them/">https://kratikal.com/blog/how-attackers-target-financial-applications-and-vapt-stops-them/</a> </p>

UAE's Hotel Revenue Growth and Tourism Expansion Fuel Demand for Automated Garage Doors

  • Research and Markets
  • Published date: 2026-01-16 16:23:00

The GCC Garage Door Market is valued at USD 215.00 Million in 2025 and expected to reach USD 299.07 Million by 2031, growing at a CAGR of 5.65%. Urbanization in the UAE and Saudi Arabia fuels demand for garage doors, driven by mega-infrastructure projects lik…

Dublin, Jan. 16, 2026 (GLOBE NEWSWIRE) -- The "GCC Garage Door Market Research Report 2026-2031" has been added to ResearchAndMarkets.com's offering. The GCC witnessed sustained urbanization with th… [+9791 chars]

Forensic Watermarking Represents a $1.45 Billion Global Market Opportunity by 2032 - Accelerating Demand for Forensic Watermarking Amidst AI and Piracy Risks

  • Research and Markets
  • Published date: 2026-01-16 14:20:00

Dublin, Jan. 16, 2026 (GLOBE NEWSWIRE) -- The "Forensic Watermarking Market - Global Forecast 2026-2032" has been added to ResearchAndMarkets.com's offering.

Dublin, Jan. 16, 2026 (GLOBE NEWSWIRE) -- The "Forensic Watermarking Market - Global Forecast 2026-2032" has been added to ResearchAndMarkets.com's offering. The forensic watermarking market, which … [+8740 chars]

Your headphones may be tracking you – how a Google Fast Pair exploit lets hackers spy in seconds

Researchers have discovered that hackers can access millions of speakers and headphones in just a few seconds.

<ul><li>Attackers can hack your speaker’s microphones and track your location</li><li>The vulnerability is found in Google’s Fast Pair feature</li><li>Researchers say the flaw could affect millions o… [+3923 chars]

iOS 26 Guide: New features in the latest iPhone update and what’s coming in iOS 26.3

  • Karen Haslam
  • Published date: 2026-01-16 11:29:02

Macworld The latest version of the iPhone operating system is iOS 26.2 and everyone with a compatible iPhone can install it now. Read on to find out what’s new, what is still to come, and everything else you need to know about the latest iPhone update…

<ul><li>Real-time voice translations in English, French, German, Portuguese, and Spanish.</li><li>Translated Live Captions in FaceTime video calls.</li><li>Automated translations in Messages.</li><li… [+3615 chars]

CyPurr Session: A Real Kick in the KOSA

  • Melissa Srago
  • Published date: 2026-01-16 01:53:46

January 17, 2026 - 3:00pm to 5:00pm EST January 17, 2026 - 12:00pm to 2:00pm PST Brooklyn, NY The CyPurr Collective (not EFF) will host this event. EFF Senior Counsel David Greene and EFF Director of Open Access & Tech Community Engagement Rory Mir will b…

David Greene, EFF's Senior Counsel, has significant experience litigating First Amendment issues in state and federal trial and appellate courts. David currently serves on the steering committee of t… [+2414 chars]

Your Android App Needs Scanning – Best Android App Vulnerability Scanner in 2026

  • None
  • Published date: 2026-01-16 00:00:00

None

<p>Given the threat-dominating space we cannot escape, we need a game-changer that becomes the ultimate tool for protecting our Android app. Now, imagine your organisation’s application is used by hundreds and thousands of Android users, given that your flagship Android app is always running on it. <strong>How sure are you that your app security is keeping up?</strong> It’s widely acknowledged that Android dominates the mobile world, and with that popularity comes a surge in cyber threats. In fact, Android’s huge market share makes it a prime target for the bad actors, and the past year saw a <strong>45% </strong>jump in new Android vulnerabilities.</p><p>You should not read this as a mere statistic, but a number that you need to jot down in our priority notebook. As you read further, we have addressed an important question on why organizations urgently need an <strong>Android App Vulnerability Scanner</strong>, what to look for in such a tool, and how modern AI-driven solutions are redefining mobile app security. We’ll take you on a conversational journey, no boring lists of features, but just the facts and insights you need to secure your Android ecosystem.</p><h2 class="wp-block-heading">Why Businesses Need The Best Android App Vulnerability Scanner and Can’t Afford to Ignore Android App Security</h2><p>Android has become the workhorse of modern enterprises. From employee phones and tablets to custom apps, Android is everywhere. By the end of 2024, there were <strong>2.87 million </strong>apps on Google Play and <strong>66% </strong>of American employees using personal smartphones for work, with 70% of companies embracing BYOD (Bring Your Own Device) policies. </p><p>If we talk in practical terms, this implies that most corporations now extend to mobile devices that IT doesn’t fully control, apart from the regular users. We stand on a no-option double-edged sword: productivity rises, but so does risk. The average employee’s phone carries dozens of apps, out of which many are unrelated to work, and each is a potential doorway for threats. Your app being in it also makes your application highlight on the red zone.</p><p>The result? A fragmented, under-secured landscape where Android devices can become weak links. Mobile apps account for<strong> 70% </strong>of digital interactions, and vulnerabilities in those apps contributed to about<strong> 40% </strong>of data breaches involving personal data in 2023, where the possibility of data leak from your app is also high if it is not secured from your end.</p><p><strong>Picture the impact:</strong>  An unpatched flaw in your Android app on an employee’s phone could leak customer data or provide a foothold into your network. </p><p>This is why organizations urgently need to <strong>proactively </strong>scan for vulnerabilities in their Android app ecosystem, before a series of unfortunate events starts surfacing.</p><h2 class="wp-block-heading">Android App Vulnerability Scanner – What Makes It Best?</h2><p>Knowing the challenges, how do you choose the best vulnerability scanner for your Android app? Whether you’re evaluating solutions for your business or just curious, consider these:</p><figure class="wp-block-image size-full is-resized"><img fetchpriority="high" decoding="async" width="966" height="764" src="https://kratikal.com/blog/wp-content/uploads/2026/01/Network-Scanner-Tool_info.jpg" alt="Vulnerabilities Detected by an Android App Vulnerability Scanner" class="wp-image-14506" style="width:743px;height:auto" srcset="https://kratikal.com/blog/wp-content/uploads/2026/01/Network-Scanner-Tool_info.jpg 966w, https://kratikal.com/blog/wp-content/uploads/2026/01/Network-Scanner-Tool_info-300x237.jpg 300w, https://kratikal.com/blog/wp-content/uploads/2026/01/Network-Scanner-Tool_info-150x119.jpg 150w, https://kratikal.com/blog/wp-content/uploads/2026/01/Network-Scanner-Tool_info-768x607.jpg 768w" sizes="(max-width: 966px) 100vw, 966px"></figure><p>The best Android App Vulnerability Scanner for an organization covers the real ways apps get breached, not just what looks good in your security report. It must go far beyond surface-level checks and deeply analyze how the app stores data, communicates over networks, and protects sensitive secrets. </p><p>Furthermore, a strong scanner identifies insecure local storage, hardcoded credentials, and weak cryptography that attackers routinely exploit after reverse engineering an APK. It inspects network behavior to catch insecure TLS configurations and missing certificate validation that enable man-in-the-middle attacks. </p><p>Adding to the above capabilities, it also evaluates application logic by flagging broken authentication flows, over-privileged permissions, and misconfigured exported components that allow unauthorized access. Equally important, it tests WebView usage, logging practices, and debuggable settings that make exploitation easier in real-world conditions. </p><p>In short, the best scanner combines static and dynamic analysis to expose vulnerabilities that attackers can actually weaponize, helping organizations reduce true breach risk, not just pass security checklists.</p><h3 class="wp-block-heading">Traditional Tools vs. Modern AI: A Quick Reality Check</h3><p>In a nutshell, the gap between the old and new is like <strong>night and day</strong>. Legacy scanners are like night guards with flashlights; they patrol and can catch known bad guys, but might miss someone sneaking in a new way. AI-powered Android App Vulnerability Scanners are more like smart security cameras: always on, learning intruder tactics as they evolve, and distinguishing between harmless shadows and real threats. Now, let’s meet one of these modern solutions up close.</p><h2 class="wp-block-heading">Meet AutoSecT: The Best Android App Vulnerability Scanner</h2><p><a href="https://kratikal.com/autosect"><strong><mark class="has-inline-color has-luminous-vivid-orange-color">AutoSecT</mark></strong></a> is an <strong>AI-driven VMDR and pentest tool</strong> that covers your entire technology stack in one platform. For an organization with Android apps, this means one tool can assess your Android app code, test its backend APIs, scan your infrastructure for weaknesses, and even check your cloud configs, all together. </p><h3 class="wp-block-heading">Why is it Special for Android Apps? </h3><h4 class="wp-block-heading"><strong>Blazing Fast Updates</strong></h4><p>AutoSecT’s AI engine can literally write new scanning code on its own within 2 hours of a new vulnerability disclosure. Picture a new Android app exploit being announced, perhaps a critical flaw in Android’s Wi-Fi stack. AutoSecT’s AI scours the details, whips up a check or even a safe exploit test, and adds it to the scanner almost immediately. Traditional tools might leave you waiting for the next vendor update. This speed gives you minimal exposure to emerging threats.</p><h4 class="wp-block-heading"><strong>Zero-Day Detection and Verification</strong></h4><p>We talked about zero-days – those unknown, unpatched bugs. AutoSecT combines real-time threat intelligence feeds with AI reasoning to spot suspicious patterns even if it’s not a known CVE. More importantly, it doesn’t just alert you with a scary “possible 0-day” note. Its AI-agent actually tries to verify the threat in a controlled way, so you get confirmation if it’s exploitable. </p><h4 class="wp-block-heading"><strong>Deep Android App Penetration Testing</strong></h4><p>For companies with Android apps, AutoSecT shines by automating what a human pentester would do. You can upload your Android APK, and it will decompile and analyze the code, check every component against OWASP Mobile Top 10 risks, test all the network calls, and even fuzz the APIs your app talks to. It maps out issues like insecure data storage on the device, weak authentication flows, or vulnerable third-party libraries. All of this is done much faster than a manual review, and it can be part of your CI/CD – meaning every time your devs make changes, AutoSecT can run a scan and catch security bugs before release.</p><h4 class="wp-block-heading"><strong>Near Zero False Positives</strong></h4><p>AutoSecT effectively thinks like an expert analyst. When it finds a vulnerability, say insecure data storage or broken authentication on an Android app, it doesn’t stop there. It attempts to exploit or thoroughly analyze it using AI. Only if it confirms the issue will it bother you with it. That’s why it delivers “AI-verified” results you can trust, with almost no false positives. Security teams who use AutoSecT often mention how quiet the dashboard is; not because it’s missing things, but because it’s focusing you on the real problems, not hypothetical ones. This improves productivity and morale.</p><h3 class="wp-block-heading">Wrapping Up: Securing the Android App Frontier with Confidence</h3><p>Android’s role in business is only growing, and so are the threats targeting it. We’ve gone from a world where mobile app security was an afterthought to one where it’s at the forefront of enterprise risk management. When <strong>nearly half of new vulnerabilities</strong> are mobile-app related, and mobile apps drive the majority of user interactions, it’s obvious that organizations need to invest in the best defenses for their Android app ecosystem. The best <a href="https://kratikal.com/autosect/mobile-app-pentest"><strong><mark class="has-inline-color has-luminous-vivid-orange-color">Android App Vulnerability Scanner</mark></strong></a>, AutoSecT, is like having a tireless security analyst who never sleeps and reads every hacker forum patrolling your Android app territory. It brings automation and intelligence together, aligning perfectly with what busy B2B security teams need today.</p><h3 class="wp-block-heading">FAQs</h3><div class="schema-how-to wp-block-yoast-how-to-block"> <p class="schema-how-to-description"> </p><ol class="schema-how-to-steps"> <li class="schema-how-to-step" id="how-to-step-1768546757306"><strong class="schema-how-to-step-name">Why does every enterprise Android app need a vulnerability scanner in 2026?</strong> <p class="schema-how-to-step-text">Android apps are a prime attack surface due to massive adoption, BYOD usage, and frequent new vulnerabilities. A dedicated Android App Vulnerability Scanner helps organizations proactively detect exploitable flaws before attackers weaponize them.</p> </li> <li class="schema-how-to-step" id="how-to-step-1768546857420"><strong class="schema-how-to-step-name">What features define the best Android App Vulnerability Scanner?</strong> <p class="schema-how-to-step-text">The best Android App Vulnerability Scanner combines static and dynamic analysis, detects insecure storage, weak authentication, misconfigured components, and insecure network communication, and validates findings to reduce false positives and real breach risk.</p> </li> <li class="schema-how-to-step" id="how-to-step-1768546884953"><strong class="schema-how-to-step-name">How are AI-powered Android App Vulnerability Scanners better than traditional tools?</strong> <p class="schema-how-to-step-text">AI-powered scanners adapt faster to new threats, detect zero-day patterns, verify exploitability, and minimize noise.</p> </li> </ol> </div><p>The post <a href="https://kratikal.com/blog/best-android-app-vulnerability-scanner-in-2026/">Your Android App Needs Scanning – Best Android App Vulnerability Scanner in 2026</a> appeared first on <a href="https://kratikal.com/blog">Kratikal Blogs</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/your-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026/" data-a2a-title="Your Android App Needs Scanning – Best Android App Vulnerability Scanner in 2026"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fyour-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026%2F&amp;linkname=Your%20Android%20App%20Needs%20Scanning%20%E2%80%93%20Best%20Android%20App%20Vulnerability%20Scanner%20in%202026" 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%2Fyour-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026%2F&amp;linkname=Your%20Android%20App%20Needs%20Scanning%20%E2%80%93%20Best%20Android%20App%20Vulnerability%20Scanner%20in%202026" 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%2Fyour-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026%2F&amp;linkname=Your%20Android%20App%20Needs%20Scanning%20%E2%80%93%20Best%20Android%20App%20Vulnerability%20Scanner%20in%202026" 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%2Fyour-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026%2F&amp;linkname=Your%20Android%20App%20Needs%20Scanning%20%E2%80%93%20Best%20Android%20App%20Vulnerability%20Scanner%20in%202026" 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%2Fyour-android-app-needs-scanning-best-android-app-vulnerability-scanner-in-2026%2F&amp;linkname=Your%20Android%20App%20Needs%20Scanning%20%E2%80%93%20Best%20Android%20App%20Vulnerability%20Scanner%20in%202026" 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://kratikal.com/blog/">Kratikal Blogs</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Puja Saikia">Puja Saikia</a>. Read the original post at: <a href="https://kratikal.com/blog/best-android-app-vulnerability-scanner-in-2026/">https://kratikal.com/blog/best-android-app-vulnerability-scanner-in-2026/</a> </p>

Randall Munroe’s XKCD ‘Pole Vault Pole’

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  • Published date: 2026-01-16 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/3183/"></a></p> <p> <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png" data-image-dimensions="550x464" 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/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=1000w" width="550" height="464" 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/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5355d604e4b03c3e9896e131/cf3f6c6e-3214-48b7-8f0c-564bbf103d20/pole_vault_pole.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/2026/1/16/randall-munroes-xkcd-pole-vault-pole">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-pole-vault-pole/" data-a2a-title="Randall Munroe’s XKCD ‘Pole Vault Pole’"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Frandall-munroes-xkcd-pole-vault-pole%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Pole%20Vault%20Pole%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-pole-vault-pole%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Pole%20Vault%20Pole%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-pole-vault-pole%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Pole%20Vault%20Pole%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-pole-vault-pole%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Pole%20Vault%20Pole%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-pole-vault-pole%2F&amp;linkname=Randall%20Munroe%E2%80%99s%20XKCD%20%E2%80%98Pole%20Vault%20Pole%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/3183/">https://xkcd.com/3183/</a> </p>

Agents Aren’t People: What the ServiceNow Vulnerability Reveals About Agentic AI Access Control

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  • Published date: 2026-01-16 00:00:00

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<div data-elementor-type="wp-post" data-elementor-id="53789" class="elementor elementor-53789" data-elementor-post-type="post"> <div class="elementor-element elementor-element-024fa2f ccustom_blogdetail_topsec e-flex e-con-boxed e-con e-parent" data-id="024fa2f" data-element_type="container" data-settings='{"background_background":"classic"}'> <div class="e-con-inner"> <div class="elementor-element elementor-element-988554d elementor-widget elementor-widget-text-editor" data-id="988554d" data-element_type="widget" data-widget_type="text-editor.default"> <div class="elementor-widget-container"> <p>Enterprise security teams are beginning to encounter a category of access failure that feels unfamiliar only because its consequences arrive faster than expected. </p> <p>Systems that once required multiple steps, approvals, or manual intervention are now able to act continuously, across tools, and with little friction. In that environment, long-tolerated identity shortcuts, such as shared credentials or over-privileged tokens, become immediately problematic once execution begins.</p> <p>That risk was underscored by the recent disclosure <a href="https://www.darkreading.com/remote-workforce/ai-vulnerability-servicenow" rel="noopener">of a critical impersonation vulnerability in ServiceNow</a>, the cloud-based workflow automation platform widely deployed by enterprises. Since patched, the flaw could have allowed an unauthenticated attacker to impersonate arbitrary users, including administrators. The issue originated in ServiceNow’s Virtual Agent integration, which exposes an API for third-party chat and automation tools. A platform-wide credential trusted by that API, combined with email-based account linking, bypassed standard authentication controls.</p> <p>ServiceNow relied on a chain of assumptions that were already unsound: A shared credential was trusted across integrations. User identity could be asserted with little more than an email address. Once those assumptions were combined with agentic workflows capable of creating records and provisioning access, impersonation turned into persistence.</p> <p>This outcome should not surprise anyone responsible for securing non-human access. Agentic systems <a href="https://aembit.io/blog/agentic-ai-cybersecurity-risks-security-guide/" rel="noopener">remove much of the separation</a> between authorization and execution. What made this vulnerability consequential was the <a href="https://aembit.io/blog/the-emerging-identity-imperatives-of-agentic-ai/" rel="noopener">absence of meaningful limits</a> on who an agent could act as, what it was allowed to do, and how quickly that authority could be withdrawn once something went wrong.</p> <h2>What Enterprises Should Require Before Allowing Agentic Access</h2> <p>The ServiceNow incident fits a pattern already visible across SaaS platforms and internal tooling. Software actors inherit access patterns designed for people, and those patterns were never built to withstand continuous execution, delegation, or chaining across systems.</p> <p>Enterprises deploying agentic workflows <a href="https://aembit.io/blog/dynamic-authorization-vs-static-secrets-rethinking-cloud-access-controls" rel="noopener">should insist on</a> a small number of structural controls before granting access to sensitive resources.</p> <ul> <li aria-level="1"><strong>First, agents must have distinct identities that exist independently of the humans who invoke them.</strong> When agent activity is recorded under user credentials, attribution collapses and accountability becomes speculative. Where human context is relevant, it should be bound explicitly and narrowly to the agent’s execution context rather than assumed implicitly.</li> <li aria-level="1"><strong>Second, authorization must be enforced at runtime, not embedded in credentials handed to the agent.</strong> Agents should not receive long-lived keys, reusable tokens, or broad permissions that persist beyond the immediate task. Access should be evaluated at the moment of use and materialized as a short-lived credential that expires quickly and cannot be reused elsewhere.</li> <li aria-level="1"><strong>Third, enterprises need a reliable way to interrupt agent (mis)behavior.</strong> Revoking access by rotating credentials or disabling accounts is too slow once an agent is operating autonomously. Security teams need policy-driven controls that allow them to halt access immediately without dismantling infrastructure.</li> <li aria-level="1"><strong>Finally, audit records must reflect what actually happened.</strong> Each action should be traceable to a specific agent identity, the context under which it operated, and the resource it accessed. Without that clarity, incident response becomes guesswork and compliance reporting becomes defensive paperwork rather than evidence.</li> </ul> <p>Agentic AI will continue to spread because it delivers real operational leverage. The question enterprises must answer is whether their identity architecture is <a href="https://aembit.io/blog/agentic-ai-guardrails-for-safe-scaling/" rel="noopener">designed with appropriate guardrails</a> to handle software that acts continuously, independently, and at scale.</p> <p>The ServiceNow vulnerability suggests that, in many environments, that answer remains uncomfortable and uncertain.</p> <p>Platforms such as <a href="https://aembit.io/product-overview/" rel="noopener">Aembit Workload IAM</a> help apply the above principles by treating agents as non-human workloads, enforcing access through centralized policy, issuing ephemeral credentials at runtime, and preserving attribution across systems. </p> <p>For more information or to talk to an engineer, visit <a href="http://aembit.io/">aembit.io</a>.<span style="font-weight: 400;"><br></span></p> </div> </div> </div> </div> <div class="elementor-element elementor-element-40f988bb e-con-full e-flex e-con e-child" data-id="40f988bb" data-element_type="container"> <div class="elementor-element elementor-element-6f30385b e-con-full e-flex e-con e-child" data-id="6f30385b" data-element_type="container" data-settings='{"background_background":"classic"}'> <div class="elementor-element elementor-element-50d5b88e e-con-full e-flex e-con e-child" data-id="50d5b88e" data-element_type="container" data-settings='{"background_background":"classic"}'> <div class="elementor-element elementor-element-1077370c elementor-widget elementor-widget-heading" data-id="1077370c" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <h3 class="elementor-heading-title elementor-size-default">Ready to Try Aembit?</h3> </div> </div> <div class="elementor-element elementor-element-10ddf1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor" data-id="10ddf1" data-element_type="widget" data-widget_type="text-editor.default"> <div class="elementor-widget-container"> <p>Get started in minutes, with no sales calls required. Our free- forever tier is just a click away.</p> </div> </div> <div class="elementor-element elementor-element-4d446bf9 elementor-align-left elementor-mobile-align-left elementor-widget elementor-widget-button" data-id="4d446bf9" data-element_type="widget" data-widget_type="button.default"> <div class="elementor-widget-container"> <div class="elementor-button-wrapper"> <a class="elementor-button elementor-button-link elementor-size-sm" href="https://useast2.aembit.io/signup" id="requestdemobutton_home_bottomcta"><br> <span class="elementor-button-content-wrapper"><br> <span class="elementor-button-icon"><br> <i aria-hidden="true" class="far fa-arrow-right"></i> </span><br> <span class="elementor-button-text">TRY AEMBIT TODAY</span><br> </span><br> </a> </div> </div> </div> </div> <div class="elementor-element elementor-element-637247bd e-con-full e-flex e-con e-child" data-id="637247bd" data-element_type="container"> <div class="elementor-element elementor-element-cd9b345 e-con-full e-flex e-con e-child" data-id="cd9b345" data-element_type="container" data-settings='{"background_background":"classic","position":"absolute"}'> </div> </div> </div> </div> </div><p>The post <a href="https://aembit.io/blog/agents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control/">Agents Aren’t People: What the ServiceNow Vulnerability Reveals About Agentic AI Access Control</a> appeared first on <a href="https://aembit.io/">Aembit</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/agents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control/" data-a2a-title="Agents Aren’t People: What the ServiceNow Vulnerability Reveals About Agentic AI Access Control"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2026%2F01%2Fagents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control%2F&amp;linkname=Agents%20Aren%E2%80%99t%20People%3A%20What%20the%20ServiceNow%20Vulnerability%20Reveals%20About%20Agentic%20AI%20Access%20Control" 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%2Fagents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control%2F&amp;linkname=Agents%20Aren%E2%80%99t%20People%3A%20What%20the%20ServiceNow%20Vulnerability%20Reveals%20About%20Agentic%20AI%20Access%20Control" 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%2Fagents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control%2F&amp;linkname=Agents%20Aren%E2%80%99t%20People%3A%20What%20the%20ServiceNow%20Vulnerability%20Reveals%20About%20Agentic%20AI%20Access%20Control" 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%2Fagents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control%2F&amp;linkname=Agents%20Aren%E2%80%99t%20People%3A%20What%20the%20ServiceNow%20Vulnerability%20Reveals%20About%20Agentic%20AI%20Access%20Control" 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%2Fagents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control%2F&amp;linkname=Agents%20Aren%E2%80%99t%20People%3A%20What%20the%20ServiceNow%20Vulnerability%20Reveals%20About%20Agentic%20AI%20Access%20Control" 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://aembit.io/">Aembit</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Dan Kaplan">Dan Kaplan</a>. Read the original post at: <a href="https://aembit.io/blog/agents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control/">https://aembit.io/blog/agents-arent-people-what-the-servicenow-vulnerability-reveals-about-agentic-ai-access-control/</a> </p>