{"id":216314,"date":"2026-08-07T10:01:57","date_gmt":"2026-08-07T10:01:57","guid":{"rendered":"https:\/\/10pearls.com\/uk\/blog\/\/"},"modified":"2026-09-15T12:28:10","modified_gmt":"2026-09-15T12:28:10","slug":"enterprise-ai-agent-security-lessons","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/enterprise-ai-agent-security-lessons\/","title":{"rendered":"Enterprise AI Agent Security: Lessons from the OpenAI Incident"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"216314\" class=\"elementor elementor-216314\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c2da5db e-flex e-con-boxed e-con e-parent\" data-id=\"5c2da5db\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8088bba elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"8088bba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">What the OpenAI Incident Reveals About Enterprise \nAI Agent Security<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bd9149 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2bd9149\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">10Pearls Editorial Team<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">7 min read<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Updated Aug 2026<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26ba572d e-flex e-con-boxed e-con e-parent\" data-id=\"26ba572d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4fbf46c4 e-con-full e-flex e-con e-child\" data-id=\"4fbf46c4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d388ef3 elementor-widget elementor-widget-heading\" data-id=\"4d388ef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Summary<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61673ca9 elementor-widget elementor-widget-text-editor\" data-id=\"61673ca9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The recent OpenAI testing incident offers a timely reminder that AI agent security needs to go beyond the model itself. Learn how enterprises can prepare for increasingly autonomous AI through least-privilege access, runtime monitoring, sandboxing, auditability, and security-by-design engineering.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4f044c6d e-con-full e-flex e-con e-child\" data-id=\"4f044c6d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7af192c2 e-con-full e-flex e-con e-child\" data-id=\"7af192c2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55273c1e section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"55273c1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recently, OpenAI disclosed that an agentic evaluation system combining GPT-5.6 Sol with a more capable internal research prototype broke containment during an internal test and compromised another company&#8217;s infrastructure. For enterprise leaders deploying AI agents of their own, this incident provides an important reminder &#8211; as AI agent capabilities advance, traditional assumptions about containment, permissions, and control can quickly become outdated. It is critical for security to not only focus on the model but the entire system surrounding the agent.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-605a7ed1 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"605a7ed1\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"incidentContext\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The incident in context<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4153fb9b section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"4153fb9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>While OpenAI was testing an agentic evaluation system combining GPT-5.6 Sol with a more capable internal research prototype in an isolated environment with certain safety restrictions intentionally relaxed, the system exploited a previously unknown vulnerability to escape the test environment and used exposed credentials on other services to gain access to Hugging Face&#8217;s infrastructure. Hugging Face detected and contained the activity before it knew OpenAI was the source.<\/p><p><a href=\"https:\/\/openai.com\/index\/hugging-face-model-evaluation-security-incident\/\" target=\"_blank\" rel=\"nofollow\">OpenAI<\/a> described the incident as a platform-level compromise, in which the models breached Hugging Face&#8217;s production infrastructure and obtained test solutions directly from its production database. No customer-facing models were compromised, and Hugging Face has said the data accessed was limited to a set of challenge-solution datasets.<\/p><p>It is important to remember that this happened within a research evaluation where guardrails were relaxed intentionally to stress-test the model&#8217;s ceiling. So this ought not to be seen as proof that production AI systems are unsafe or that every enterprise deploying AI agents will encounter incidents like this. However, it is a clear case of an autonomous agent exceeding the boundaries that the evaluation environment was designed to enforce.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76f37dff section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"76f37dff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"454\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image.webp\" class=\"attachment-large size-large wp-image-218185\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-300x158.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-768x405.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7331a01b indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"7331a01b\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"capabilityOutpacing\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Capability is outpacing containment assumptions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77cae67e section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"77cae67e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>While the immediate takeaway from this may be that the model \u201cwent rogue,\u201d this misses the more important point. The agent did not need malicious intent to create harm. It pursued its assigned objective with enough persistence and resourcefulness to find paths beyond the controls designed to contain it. The sandbox was designed around assumptions about what the model could and couldn&#8217;t do. Those assumptions turned out to be wrong.<\/p><p>That is precisely the dynamic enterprises need to internalize as they move agents from pilots into production. Most organizations design agent permissions, monitoring, and containment around today&#8217;s capability level and today&#8217;s threat model. But agentic capabilities of frontier models are evolving faster than our assumptions about what they can and can&#8217;t do. The challenge is that security assumptions don&#8217;t always keep up. Often the limits of safeguards are only discovered when an agent behaves in unanticipated ways. Although this happened during a frontier AI evaluation, the broader lesson applies to any organization giving agents access to enterprise systems, APIs, or sensitive information. <span class=\"TextRun Highlight SCXW32322956 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW32322956 BCX0\">It\u2019s<\/span><span class=\"NormalTextRun SCXW32322956 BCX0\">\u00a0also an important oversight consideration when\u00a0<\/span><span class=\"NormalTextRun SCXW32322956 BCX0\">organizations are<\/span><span class=\"NormalTextRun SCXW32322956 BCX0\">\u00a0working with\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW32322956 BCX0\">an<\/span><span class=\"NormalTextRun SCXW32322956 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW32322956 BCX0\" href=\"\/artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW32322956 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW32322956 BCX0\" data-ccp-charstyle=\"Hyperlink\">AI software development company<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW32322956 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW32322956 BCX0\">\u00a0for agentic deployments.<\/span><\/span><span class=\"TextRun SCXW64328206 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW64328206 BCX0\">\u00a0<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a32258a indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"4a32258a\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"whereAIAgents\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where AI agents create risks<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30c67bef section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"30c67bef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div><div><span class=\"TextRun Highlight SCXW254939223 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW254939223 BCX0\">Even a mature\u00a0<\/span><\/span><a class=\"Hyperlink SCXW254939223 BCX0\" href=\"\/artificial-intelligence\/agentic-ai-development-services\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW254939223 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW254939223 BCX0\" data-ccp-charstyle=\"Hyperlink\">agentic AI development company<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW254939223 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW254939223 BCX0\">\u00a0<\/span><span class=\"NormalTextRun SCXW254939223 BCX0\">may not be<\/span><\/span> running experiments as extreme as the cyber-capability <a href=\"https:\/\/www.cybergym.io\/exploitgym\/\" target=\"_blank\" rel=\"nofollow\">benchmark<\/a> OpenAI was using. But the underlying exposures can be generalized far beyond that scenario. These include:<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c27aecc indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"c27aecc\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"overlayBoard\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Overly broad tool &amp; API access<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b08704d section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"4b08704d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAgents are often granted more permissions than a given task requires, because scoping access precisely is more work than granting it broadly.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17f6132e indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"17f6132e\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"weakCredentials\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Weak credential &amp; environment isolation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-605f6630 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"605f6630\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Long-lived, shared, or overly permissive credentials &#8211; and agents that operate with a real path to the open internet or production systems &#8211; turn a contained failure into an uncontained one.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5aaf9710 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"5aaf9710\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"insufficentRuntime\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Insufficient runtime monitoring<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ab21b8a section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"2ab21b8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tMany organizations can monitor applications and infrastructure, but AI agents operate differently. They can make multiple decisions and invoke several tools in seconds, making it much harder to detect unexpected behavior as it happens.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61337ce4 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"61337ce4\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"limitedAuditability\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Limited auditability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74630816 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"74630816\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tIf an agent makes a mistake or behaves unexpectedly, organizations need to be able to trace exactly what it did, which tools it used, and why it made those decisions.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e540fe0 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e540fe0\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"falseConfidence\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">False confidence from successful testing<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ba86a78 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7ba86a78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An agent that performs reliably during testing or a pilot may behave differently once it&#8217;s connected to production systems, real data, and a broader set of tools. Testing is essential, but it shouldn&#8217;t be mistaken for proof that an agent will always behave safely in production.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffb19cf indigo-h2 section-title-margin-bottom elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"ffb19cf\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"buildSecurity\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to build security around enterprise AI agents<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-116dd5f4 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"116dd5f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The practical response isn&#8217;t to slow down agentic AI adoption. It&#8217;s to stop treating agent security as a property of the model and start treating it as a property of the system the agent operates within. For a well-behaved model you need a well-designed environment.<\/p><p>At 10Pearls, we view AI-native security as an architectural discipline rather than a single security feature. <span class=\"TextRun Highlight SCXW195071717 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW195071717 BCX0\">Agentic security is part of our broader\u00a0<\/span><\/span><a class=\"Hyperlink SCXW195071717 BCX0\" href=\"\/artificial-intelligence\/ai-security-services\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW195071717 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW195071717 BCX0\" data-ccp-charstyle=\"Hyperlink\">AI security services<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW195071717 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW195071717 BCX0\">\u00a0and a core part of our approach to agentic development, including the<\/span><span class=\"NormalTextRun SCXW195071717 BCX0\">\u00a0following<\/span><span class=\"NormalTextRun SCXW195071717 BCX0\">\u00a0<\/span><span class=\"NormalTextRun SCXW195071717 BCX0\">foundational practices<\/span><span class=\"NormalTextRun SCXW195071717 BCX0\">:<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4333a17 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"4333a17\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"leastPrivilege\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Least-privilege access by default<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3be8662d section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"3be8662d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Agent permissions should be scoped along multiple dimensions &#8211; task, tool, environment, data type, and duration &#8211; not just user role. Access should expire automatically when a workflow completes, and an agent should never be able to grant itself broader permissions or invoke more privileged tools without a separate, independent policy check.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44536103 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"44536103\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"genuineIsolation\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Genuine isolation for testing &amp; execution<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64eaae2c section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"64eaae2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tSandboxes should be built and verified to have no default path to the open internet or production systems. Verified isolation, not assumed isolation, is what actually contains an agent that goes off script.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c72881c indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2c72881c\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"credentialProtection\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Credential protection<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8f28c9 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e8f28c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAgents should operate with short-lived, narrowly scoped credentials that are rotated regularly and never embedded directly in configurations. This limits what a compromised or misdirected agent can do with the access it holds.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e7a74c2 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"7e7a74c2\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"runtimeMonitoring\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Runtime monitoring built for agent behavior<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ec72c84 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7ec72c84\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Runtime monitoring needs to check for particular signs that an agent is deviating from its declared plan: unusual tool-call sequences, repeated failed access attempts, privilege escalation, connections to unapproved network destinations, credential discovery activity, and unexpected data movement.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d8ec416 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"3d8ec416\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"approvalThreasholds\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Approval thresholds for high-risk actions<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-282d5003 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"282d5003\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>High-risk actions &#8211; touching production systems, external network calls, credential use &#8211; should require a human or policy checkpoint before execution. This holds regardless of how routine an agent&#8217;s other work has been.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f51cc5 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"f51cc5\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"fullAuditability\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Full auditability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28fcb7d section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"28fcb7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tOrganizations should be able to trace every significant action an agent takes, including the tools it uses and the decisions it makes. Clear audit trails help investigate incidents and demonstrate compliance.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8ec9c0 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"3a8ec9c0\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"riskMatched\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Risk-matched human oversight<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74616b82 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"74616b82\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tThe level of human involvement should scale with an agent&#8217;s autonomy and access. An agent with broad reach and high-impact permissions warrants closer oversight than one confined to a narrow, low-risk task.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-584e9889 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"584e9889\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"454\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-2.webp\" class=\"attachment-large size-large wp-image-218186\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-2.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-2-300x158.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-the-OpenAI-Incident-Reveals-About-Enterprise-image-2-768x405.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-205475b2 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"205475b2\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"preparingEnterprises\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Preparing enterprises for autonomous AI\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4dc1998b elementor-widget elementor-widget-text-editor\" data-id=\"4dc1998b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>This incident should be seen as an example to learn from. The organizations that get the most value from <a href=\"\/artificial-intelligence\/agentic-ai-development-services\/\" target=\"_blank\" rel=\"noopener\">agentic AI<\/a> over the next several years will be the ones that match agent autonomy to a security architecture that is actually capable of containing it. This requires security and governance practices that evolve just as quickly, and are part of how agentic systems are designed, not something layered on after deployment.<\/p><p><span class=\"TextRun Highlight SCXW130350628 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW130350628 BCX0\">As one of the top<\/span><span class=\"NormalTextRun SCXW130350628 BCX0\">\u00a0governance-focused<\/span><span class=\"NormalTextRun SCXW130350628 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW130350628 BCX0\" href=\"\/blog\/top-ai-software-development-companies\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW130350628 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW130350628 BCX0\" data-ccp-charstyle=\"Hyperlink\">AI\u00a0<\/span><span class=\"NormalTextRun SCXW130350628 BCX0\" data-ccp-charstyle=\"Hyperlink\">software\u00a0<\/span><span class=\"NormalTextRun SCXW130350628 BCX0\" data-ccp-charstyle=\"Hyperlink\">companies<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW130350628 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW130350628 BCX0\">,<\/span><\/span><span class=\"TextRun SCXW130350628 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW130350628 BCX0\">\u00a0<\/span><\/span>10Pearls works with enterprises to design and build AI-native agentic systems that balance autonomy with accountability through secure engineering, governance by design, and continuous operational oversight.<\/p><p>These are the foundations and guardrails that enable enterprises to confidently automate complex work and unlock the full value of autonomous AI.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60ccb08 e-con-full e-flex e-con e-child\" data-id=\"60ccb08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b856733 elementor-widget elementor-widget-heading\" data-id=\"3b856733\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21990979 elementor-widget elementor-widget-heading\" data-id=\"21990979\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#incidentContext\">The incident in context<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b87133 elementor-widget elementor-widget-heading\" data-id=\"18b87133\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#capabilityOutpacing\">Capability is outpacing containment assumptions <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-616825d3 elementor-widget elementor-widget-heading\" data-id=\"616825d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#whereAIAgents\">Where AI agents create risks<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ed96b78 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"5ed96b78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#overlayBoard\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Overly broad tool &amp; API access<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#weakCredentials\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Weak credential &amp; environment isolation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#insufficentRuntime\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Insufficient runtime monitoring<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#limitedAuditability\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Limited auditability<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#falseConfidence\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">False confidence from successful testing<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32398120 elementor-widget elementor-widget-heading\" data-id=\"32398120\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#buildSecurity\">How to build security around enterprise agents<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52f2e4f4 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"52f2e4f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#leastPrivilege\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Least-privilege access by default<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#genuineIsolation\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Genuine isolation for testing &amp; execution<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#credentialProtection\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Credential protection<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#runtimeMonitoring\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Runtime monitoring for agent behavior<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#approvalThreasholds\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Approval thresholds for high-risk actions<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#fullAuditability\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Full auditability<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#riskMatched\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Risk-matched human oversight<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1447653f elementor-widget elementor-widget-heading\" data-id=\"1447653f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#preparingEnterprises\">Preparing enterprises for autonomous AI<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41872497 section-padding gradient-lefttoright-service e-flex e-con-boxed e-con e-child\" data-id=\"41872497\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-14a2f9b e-con-full e-flex e-con e-child\" data-id=\"14a2f9b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72a8a041 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"72a8a041\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Build secure AI agents that are ready for enterprise scale<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7477b4b9 indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"7477b4b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/get-in-touch\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Let\u2019s connect<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49fa67df section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"49fa67df\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b6c2087 indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"7b6c2087\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related blogs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2030fee1 elementor-widget elementor-widget-insights_section_widget\" data-id=\"2030fee1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"insights_section_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\t\t\/* \u2500\u2500 Widget wrapper \u2500\u2500 *\/\n\t\t#isw-2030fee1 {\n\t\t\tposition: relative;\n\t\t\tpadding: 0 40px; \/* space for arrows on left\/right *\/\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-2030fee1 .isw-outer {\n\t\t\tposition: relative;\n\t\t\toverflow: hidden;\n\t\t\tpadding: 20px 0;\n\t\t\tmargin: -20px 0;\n\t\t}\n\t\t#isw-2030fee1 .isw-track {\n\t\t\tdisplay: flex;\n\t\t\tflex-direction: row;\n\t\t\tflex-wrap: nowrap;\n\t\t\tgap: 20px;\n\t\t\ttransition: transform .5s cubic-bezier(.25,.46,.45,.94);\n\t\t\twill-change: transform;\n\t\t\talign-items: stretch;\n\t\t\tvisibility: hidden;\n\t\t}\n\t\t#isw-2030fee1 .isw-slide { flex-shrink: 0; box-sizing: border-box; display: flex; }\n\n\t\t\/* \u2500\u2500 Card \u2014 no shadow by default, only on hover \u2500\u2500 *\/\n\t\t#isw-2030fee1 .isw-card {\n\t\t\tborder-radius: 16px; overflow: hidden; width: 100%; flex: 1;\n\t\t\tposition: relative; height: 380px; background: #fff;\n\t\t\tbox-shadow: none;\n\t\t\ttransition: box-shadow .3s ease;\n\t\t}\n\t\t#isw-2030fee1 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\n\t\t\/* Layer 1 \u2014 Image *\/\n\t\t#isw-2030fee1 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-2030fee1 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%; display: block; object-fit: cover;\n\t\t}\n\n\t\t\/* Layer 2 \u2014 Text bar *\/\n\t\t#isw-2030fee1 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 35%; z-index: 2;\n\t\t\tbackground: #fff; padding: 16px 24px 20px;\n\t\t\tbox-sizing: border-box; display: flex; flex-direction: column;\n\t\t\tgap: 8px; overflow: hidden;\n\t\t\ttransition: height .35s cubic-bezier(.4,0,.2,1);\n\t\t}\n\t\t#isw-2030fee1 .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-2030fee1 .isw-excerpt-wrap,\n\t\t#isw-2030fee1 .isw-readmore-wrap { display: none; }\n\t\t#isw-2030fee1 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-2030fee1 .isw-card:hover .isw-readmore-wrap { display: block; margin-top: auto; }\n\n\t\t\/* \u2500\u2500 Variation 2 overrides \u2500\u2500 *\/\n\t\t#isw-2030fee1.isw-v2 .isw-card {\n\t\t\theight: 530px;\n\t\t\tborder-radius: 15px;\n\t\t\tbox-shadow: none;\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%;\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\tobject-fit: cover;\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 120px; z-index: 2;\n\t\t\tpadding: 12px 20px;\n\t\t\tbox-sizing: border-box; display: flex;\n\t\t\tflex-direction: column; gap: 6px;\n\t\t\toverflow: hidden; justify-content: center;\n\t\t\ttransition: height .2s ease-in-out, padding .2s ease-in-out;\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-card:hover .isw-text-wrap {\n\t\t\theight: 100% !important;\n\t\t\tpadding: 24px 20px !important;\n\t\t\tjustify-content: flex-start !important;\n\t\t\toverflow-y: auto !important;\n\t\t}\n\t\t#isw-2030fee1.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-2030fee1.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-2030fee1.isw-v2 .isw-readmore { text-decoration: none; display: inline-block; }\n\t\t#isw-2030fee1.isw-v2 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-2030fee1.isw-v2 .isw-card:hover .isw-readmore-wrap {\n\t\t\tdisplay: flex; justify-content: flex-end; margin-top: auto;\n\t\t}\n\n\t\t\/* \u2500\u2500 Tag \u2014 no underline, same for V1 and V2 \u2500\u2500 *\/\n\t\t#isw-2030fee1 .isw-tag {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 14px !important;\n\t\t\tfont-weight: 600 !important;\n\t\t\ttext-transform: uppercase;\n\t\t\topacity: 0.75;\n\t\t\tmargin: 0;\n\t\t\tline-height: 18px;\n\t\t\tborder-bottom: none !important;\n\t\t\tdisplay: block;\n\t\t}\n\n\t\t\/* \u2500\u2500 Title \u2500\u2500 *\/\n\t\t#isw-2030fee1 .isw-title {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 20px !important;\n\t\t\tfont-weight: 700 !important;\n\t\t\tline-height: 24px !important;\n\t\t\tcolor: #171616 !important;\n\t\t\tmargin: 0;\n\t\t\tdisplay: -webkit-box;\n\t\t\t-webkit-line-clamp: 3;\n\t\t\t-webkit-box-orient: vertical;\n\t\t\toverflow: hidden;\n\t\t}\n\t\t#isw-2030fee1 .isw-title a { color: inherit !important; text-decoration: none; }\n\n\t\t\/* \u2500\u2500 Arrows \u2014 outside the slider via widget padding \u2500\u2500 *\/\n\t\t#isw-2030fee1 .isw-prev,\n\t\t#isw-2030fee1 .isw-next {\n\t\t\tposition: absolute;\n\t\t\ttop: calc(50% - 30px); \/* vertically centered on card area *\/\n\t\t\ttransform: translateY(-50%);\n\t\t\tbackground: none !important;\n\t\t\tborder: none !important;\n\t\t\tbox-shadow: none !important;\n\t\t\tpadding: 0;\n\t\t\tcursor: pointer;\n\t\t\twidth: 24px; height: 24px;\n\t\t\tdisplay: flex;\n\t\t\talign-items: center; justify-content: center;\n\t\t\tz-index: 10;\n\t\t\toutline: none;\n\t\t}\n\t\t#isw-2030fee1 .isw-prev { left: 4px; }\n\t\t#isw-2030fee1 .isw-next { right: 4px; }\n\t\t#isw-2030fee1 .isw-prev::after,\n\t\t#isw-2030fee1 .isw-next::after,\n\t\t#isw-2030fee1 .isw-prev::before,\n\t\t#isw-2030fee1 .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-2030fee1 .isw-prev,\n\t\t\t#isw-2030fee1 .isw-next { display: none !important; }\n\t\t\t#isw-2030fee1 { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-2030fee1.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-2030fee1.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-2030fee1.isw-v2 .isw-img-wrap img { object-fit: fill !important; height: 95% !important; }\n\t\t}\n\n\t\t\/* Dots *\/\n\t\t#isw-2030fee1 .isw-dots {\n\t\t\tdisplay: flex;\n\t\t\talign-items: center;\n\t\t\tjustify-content: center;\n\t\t\tgap: 16px;\n\t\t\tmargin-top: 32px;\n\t\t\theight: 36px;\n\t\t\tbox-sizing: content-box;\n\t\t}\n\t\t#isw-2030fee1 .isw-dot {\n\t\t\twidth: 10px !important;\n\t\t\theight: 10px !important;\n\t\t\tborder-radius: 50% !important;\n\t\t\tbackground: var(--e-global-color-f527530) !important;\n\t\t\topacity: 0.25;\n\t\t\tcursor: pointer;\n\t\t\tborder: none !important;\n\t\t\tpadding: 0;\n\t\t\ttransition: width .25s ease, height .25s ease, opacity .25s ease, background .25s ease, border .25s ease;\n\t\t\tflex-shrink: 0;\n\t\t\tdisplay: block;\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-2030fee1 .isw-dot.active {\n\t\t\twidth: 14px !important;\n\t\t\theight: 14px !important;\n\t\t\topacity: 1 !important;\n\t\t\tbackground: var(--e-global-color-5d532a8) !important;\n\t\t\tborder: 3px solid var(--e-global-color-f527530) !important;\n\t\t}\n\n\t\t\/* Read More *\/\n\t\t#isw-2030fee1 .isw-readmore {\n\t\t\tfont-size: 14px; font-weight: 600;\n\t\t\ttext-decoration: none; color: #171616 !important;\n\t\t\tborder-bottom: 1px solid #171616;\n\t\t\tdisplay: inline-block;\n\t\t}\n\t\t<\/style><div id=\"isw-2030fee1\" class=\"isw-v2\"><button class=\"isw-prev\" aria-label=\"Previous\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M15.75 19.5L8.25 12L15.75 4.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button class=\"isw-next\" aria-label=\"Next\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M8.25 4.5L15.75 12L8.25 19.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><div class=\"isw-outer\"><div class=\"isw-track\"><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/automated-regulatory-reporting-system\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Automated-Regulatory-Reporting-Thumbnail-1024x1024.webp\" alt=\"Building Compliant System with Automated Regulatory\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/automated-regulatory-reporting-system\/\">Building Compliant System with Automated Regulatory<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Turn agentic AI from an experimental concept into a production-ready capability with guidance on architecture, development, evaluation, deployment, observability, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/automated-regulatory-reporting-system\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/generative-ai-implementation-for-enterprises\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/generative-ai-implementation-for-enterprises-thumbnail.webp\" alt=\"Generative AI implementation roadmap for enterprise\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/generative-ai-implementation-for-enterprises\/\">Generative AI implementation roadmap for enterprise<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Learn what Banking as a Service (BaaS) is, how it powers embedded finance, and how non-banks integrate accounts, cards, payments,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/generative-ai-implementation-for-enterprises\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agentic-ai-telecom\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/AI-in-Telecom-Featured-1024x1024.webp\" alt=\"Agentic AI in the Telecom Industry\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agentic-ai-telecom\/\">Agentic AI in the Telecom Industry<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The telecom industry is embracing agentic AI for multiple operational and customer-facing use cases, while navigating legacy systems, integration, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/agentic-ai-telecom\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Can-AI-Fight-Fraud-Faster-Than-Fraud-Fights-Back-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"How AI Fraud Detection Works and Where It Still Fails\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection\/\">How AI Fraud Detection Works and Where It Still Fails<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">How AI fraud detection works in real time, which use cases scale first, and where models still fail against AI-powered...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/oracle-agentic-ai\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/oracle-agentic-ai-thumbnail.webp\" alt=\"Oracle Agentic AI: Inside Integration Cloud 26.04\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/oracle-agentic-ai\/\">Oracle Agentic AI: Inside Integration Cloud 26.04<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The OIC 26.04 release marks the evolution of Oracle agentic AI, turning OIC into an agent orchestration layer and moving...<\/p><\/div><div 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Learn how enterprises can prepare for increasingly autonomous AI through least-privilege access, runtime monitoring, sandboxing, auditability, and security-by-design engineering.<\/p>\n","protected":false},"author":85,"featured_media":216306,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[49],"tags":[4585],"class_list":["post-216314","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog","tag-ai-and-ml"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Enterprise AI Agent Security: Lessons from the OpenAI Incident<\/title>\n<meta name=\"description\" content=\"Discover what the recent OpenAI testing in UK &amp; Europe incident reveals about enterprise AI agent security and how to build safer, more resilient AI with security by design.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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