{"id":216314,"date":"2026-08-07T10:01:57","date_gmt":"2026-08-07T10:01:57","guid":{"rendered":"https:\/\/10pearls.com\/uk\/blog\/\/"},"modified":"2026-08-07T10:26:16","modified_gmt":"2026-08-07T10:26:16","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-09d58cc e-flex e-con-boxed e-con e-parent\" data-id=\"09d58cc\" 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-fbc73bf elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"fbc73bf\" 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-7a56759 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"7a56759\" 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-7e9471b e-flex e-con-boxed e-con e-parent\" data-id=\"7e9471b\" 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-3e6e071 e-con-full e-flex e-con e-child\" data-id=\"3e6e071\" 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-5bb1c6d elementor-widget elementor-widget-heading\" data-id=\"5bb1c6d\" 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-9615441 elementor-widget elementor-widget-text-editor\" data-id=\"9615441\" 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-9efc401 e-con-full e-flex e-con e-child\" data-id=\"9efc401\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f5f87aa e-con-full e-flex e-con e-child\" data-id=\"f5f87aa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b2df97 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"4b2df97\" 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-a9fea5f indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a9fea5f\" 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-16930fb section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"16930fb\" 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-691a405 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"691a405\" 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\/08\/OpenAI-and-Hugging-Face-1.png\" class=\"attachment-large size-large wp-image-216310\" alt=\"OpenAI and Hugging Face 1\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-1.png 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-1-300x158.png 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-1-768x405.png 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-33c37dd indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"33c37dd\" 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-f7439da section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f7439da\" 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.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5882d6 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"b5882d6\" 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-8d12b10 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"8d12b10\" 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>Not many organizations are 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-43447bb indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"43447bb\" 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-3870af5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"3870af5\" 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-08d48a0 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"08d48a0\" 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-011f6fb section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"011f6fb\" 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-eea2a98 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"eea2a98\" 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-361b035 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"361b035\" 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-0931abf indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0931abf\" 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-f41aa56 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f41aa56\" 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-e7e986b indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e7e986b\" 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-2f4e50c section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"2f4e50c\" 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-a5e08b6 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a5e08b6\" 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 <br \/>AI agents<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0a6792 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"d0a6792\" 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. That includes several foundational practices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-567787f indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"567787f\" 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-f8e0b25 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f8e0b25\" 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-a3bb45b indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a3bb45b\" 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-7796244 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7796244\" 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-a97acf5 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a97acf5\" 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-5726fe3 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"5726fe3\" 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-4fa7b79 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"4fa7b79\" 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-172eb8d section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"172eb8d\" 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-1beef9a indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"1beef9a\" 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-6e9ead2 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"6e9ead2\" 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-7e26ca0 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"7e26ca0\" 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-7c6f6f5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7c6f6f5\" 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-0218578 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0218578\" 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-dcf09d5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"dcf09d5\" 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-20fcc38 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"20fcc38\" 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\/08\/OpenAI-and-Hugging-Face-2.png\" class=\"attachment-large size-large wp-image-216309\" alt=\"OpenAI and Hugging Face 2\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-2.png 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-2-300x158.png 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-2-768x405.png 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-da9e2e4 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"da9e2e4\" 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-fb6bc27 elementor-widget elementor-widget-text-editor\" data-id=\"fb6bc27\" 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\/\">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>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-0303a0b e-con-full e-flex e-con e-child\" data-id=\"0303a0b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce93594 elementor-widget elementor-widget-heading\" data-id=\"ce93594\" 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-56f9ea4 elementor-widget elementor-widget-heading\" data-id=\"56f9ea4\" 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-2809a74 elementor-widget elementor-widget-heading\" data-id=\"2809a74\" 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-2fd6b27 elementor-widget elementor-widget-heading\" data-id=\"2fd6b27\" 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-e5c55c3 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"e5c55c3\" 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-eece7c6 elementor-widget elementor-widget-heading\" data-id=\"eece7c6\" 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-2ae2eb7 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2ae2eb7\" 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-75c4b59 elementor-widget elementor-widget-heading\" data-id=\"75c4b59\" 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-f5fbc23 section-padding gradient-lefttoright-service e-flex e-con-boxed e-con e-child\" data-id=\"f5fbc23\" 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-3b3693f e-con-full e-flex e-con e-child\" data-id=\"3b3693f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c33c163 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"c33c163\" 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-a6b1c57 indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"a6b1c57\" 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\/\">\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-2acf5a5 section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"2acf5a5\" 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-18e6594 indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"18e6594\" 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-16ec313 elementor-widget elementor-widget-insights_section_widget\" data-id=\"16ec313\" 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-16ec313 {\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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-16ec313 .isw-excerpt-wrap,\n\t\t#isw-16ec313 .isw-readmore-wrap { display: none; }\n\t\t#isw-16ec313 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-16ec313 .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-16ec313.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-16ec313.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-16ec313.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-16ec313.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-16ec313.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-16ec313.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-16ec313.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-16ec313.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-16ec313.isw-v2 .isw-readmore { text-decoration: none; display: inline-block; }\n\t\t#isw-16ec313.isw-v2 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-16ec313.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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .isw-prev,\n\t\t#isw-16ec313 .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-16ec313 .isw-prev { left: 4px; }\n\t\t#isw-16ec313 .isw-next { right: 4px; }\n\t\t#isw-16ec313 .isw-prev::after,\n\t\t#isw-16ec313 .isw-next::after,\n\t\t#isw-16ec313 .isw-prev::before,\n\t\t#isw-16ec313 .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-16ec313 .isw-prev,\n\t\t\t#isw-16ec313 .isw-next { display: none !important; }\n\t\t\t#isw-16ec313 { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-16ec313.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-16ec313.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-16ec313.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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313 .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-16ec313\" 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\/enterprise-ai-agent-security-lessons\/\" 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\/OpenAI-and-Hugging-Face-Featured-1024x1024.webp\" alt=\"Enterprise AI Agent Security: Lessons from the OpenAI Incident\" 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\/enterprise-ai-agent-security-lessons\/\">Enterprise AI Agent Security: Lessons from the OpenAI Incident<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The recent OpenAI testing incident offers a timely reminder that AI agent security needs to go beyond the model itself....<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/enterprise-ai-agent-security-lessons\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/offshore-software-development-companies\/\" 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\/Top-Offshore-Software-Development-Main-thumbnail-1024x1024.webp\" alt=\"Top 10 offshore software development companies (2026)\" 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\/offshore-software-development-companies\/\">Top 10 offshore software development companies (2026)<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In a recent Mauloa podcast, 10Pearls CEO Imran Aftab shares practical lessons on AI-native transformation, leadership, engineering excellence, and building...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/offshore-software-development-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/\" 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-code-security-gap-thumbnail.webp\" alt=\"AI Code Security: Who\u2019s Testing AI-Generated Code?\" 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-code-security-testing-ai-generated-code\/\">AI Code Security: Who\u2019s Testing AI-Generated Code?<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">This article compares the top 10 custom software development companies for 2026. The rankings are based on the average review...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\" 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\/07\/nevigating-ai-shift-blog-featured-1024x1024.webp\" alt=\"Navigating the AI Shift: Lessons from Imran Aftab\" 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\/navigating-ai-transformation\/\">Navigating the AI Shift: Lessons from Imran Aftab<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In a recent Mauloa podcast, 10Pearls CEO Imran Aftab shares practical lessons on AI-native transformation, leadership, engineering excellence, and building...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\" 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\/07\/last-social-mile-blog-featured-1024x1024.webp\" alt=\"How AI Is Reaching the Charity Sector\" 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\/the-last-social-mile\/\">How AI Is Reaching the Charity Sector<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is reshaping how charities work and how people donate. The real opportunity lies less in new tools than in...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\" 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\/07\/ai-software-testing-companies-blog-thumb-1024x1024.webp\" alt=\"Top AI-Powered Software Testing Companies\" 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\/top-software-testing-companies\/\">Top AI-Powered Software Testing Companies<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Compare the top AI-powered software testing services and learn how automation, self-healing tests, and AI-augmented QA de-risk enterprise releases.<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\" 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\/07\/Why-AI-Powered-QA-Main-thumbnail.webp\" alt=\"Why AI-Powered QA Still Needs Human Judgement\" 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-powered-qa-human-judgement\/\">Why AI-Powered QA Still Needs Human Judgement<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is helping QA teams move faster, generating test cases, healing broken automation, and flagging risk before it becomes a...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\" 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\/07\/The-Future-of-Software-Engineering-main-thumbnail-1024x1024.webp\" alt=\"How AI Is Changing Software Engineering Roles\" 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\/future-of-software-engineering\/\">How AI Is Changing Software Engineering Roles<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is changing what makes software engineers valuable. Learn why business context, architecture, and problem-solving matter more than ever in...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\" 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\/07\/corporate-ai-featured.webp\" alt=\"Corporate AI Implementation Failure &#8211; Role of Leadership\" 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-fails-because-of-leadership-not-technology\/\">Corporate AI Implementation Failure &#8211; Role of Leadership<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Most enterprises now share the same models and tools, so why does AI still fail? 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Learn how governance, oversight, and human judgment prevent thinkslop.<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-can-avoid-ai-skill-erosion\/\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-16ec313\";\n\t\t\tvar spvDesk  = 3;\n\t\t\tvar spvTab   = 2;\n\t\t\tvar gap      = 20;\n\t\t\tvar total    = 10;\n\t\t\tvar autoplay = true;\n\t\t\tvar autoSpd  = 5000;\n\t\t\tvar showDots = true;\n\n\t\t\tvar wrap  = document.getElementById(id);\n\t\t\tif(!wrap) return;\n\t\t\tvar outer  = wrap.querySelector(\".isw-outer\");\n\t\t\tvar track  = wrap.querySelector(\".isw-track\");\n\t\t\tvar slides = wrap.querySelectorAll(\".isw-slide\");\n\t\t\tvar dotsWrap = wrap.querySelector(\".isw-dots\");\n\t\t\tvar btnPrev  = wrap.querySelector(\".isw-prev\");\n\t\t\tvar btnNext  = wrap.querySelector(\".isw-next\");\n\n\t\t\tvar cur      = 0;\n\t\t\tvar timer    = null;\n\t\t\tvar spv      = spvDesk;\n\n\t\t\tfunction getSpv(){\n\t\t\t\tvar w = window.innerWidth;\n\t\t\t\tif(w <= 480)  return 1;\n\t\t\t\tif(w <= 900)  return spvTab;\n\t\t\t\treturn spvDesk;\n\t\t\t}\n\n\t\t\tfunction setSlideWidths(){\n\t\t\t\tspv = getSpv();\n\t\t\t\tvar outerW = outer.offsetWidth;\n\t\t\t\tvar slideW = (outerW - gap * (spv - 1)) \/ spv;\n\t\t\t\t[].forEach.call(slides, function(s){\n\t\t\t\t\ts.style.width    = slideW + \"px\";\n\t\t\t\t\ts.style.minWidth = slideW + \"px\";\n\t\t\t\t});\n\t\t\t}\n\n\t\t\tfunction maxPage(){ return Math.max(0, total - spv); 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