{"id":28771,"date":"2026-07-20T08:58:14","date_gmt":"2026-07-20T08:58:14","guid":{"rendered":"https:\/\/www.stroople.com\/?p=28771"},"modified":"2026-07-20T13:13:47","modified_gmt":"2026-07-20T13:13:47","slug":"orchestration-du-risque-de-securite-de-lia","status":"publish","type":"post","link":"https:\/\/www.stroople.com\/fr\/ai-security-orchestration-risk\/","title":{"rendered":"S\u00e9curit\u00e9 de l'IA : Le vrai risque n'est pas le mod\u00e8le"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"28771\" class=\"elementor elementor-28771\" wpc-filter-elementor-widget=\"1\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-75a7e495 elementor-section-full_width elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"75a7e495\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-379ca332 syd-sticky-section-no\" data-id=\"379ca332\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c67689e syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"c67689e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3b2c3dd elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-reverse-tablet elementor-section-height-default syd-sticky-section-no\" data-id=\"3b2c3dd\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4002b263 syd-sticky-section-no\" data-id=\"4002b263\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4d0edb4 syd-sticky-section-no elementor-widget elementor-widget-ha-social-icons happy-addon ha-social-icons\" data-id=\"4d0edb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"ha-social-icons-wrapper \">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/build-relation\/newsletter-follow?entityUrn=7120442855684231170\" class=\"ha-social-icon elementor-repeater-item-f2b3d32  elementor-social-icon-linkedin ha-social-icon--network\">\n\t\t\t\t\t<i class=\"fab fa-linkedin\"><\/i>\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7af1deef syd-sticky-section-no\" data-id=\"7af1deef\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e11c0f0 syd-sticky-section-no elementor-widget elementor-widget-post-info\" data-id=\"1e11c0f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-5b276ce elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/2026\/07\/20\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>juillet 20, 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42127c4d syd-sticky-section-no elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"42127c4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI Security: The Real Risk Isn&#8217;t the Model<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f87f821 elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"f87f821\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0e53a75 syd-sticky-section-no\" data-id=\"0e53a75\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3deb2ab0 syd-sticky-section-no elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"3deb2ab0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg\" class=\"attachment-full size-full wp-image-28773\" alt=\"AI Security\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg 640w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-300x169.jpg 300w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-18x10.jpg 18w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-230x129.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-350x197.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-480x270.jpg 480w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae97c8b syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"ae97c8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-064f662 elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"064f662\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-496d655 syd-sticky-section-no\" data-id=\"496d655\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-15e5835 syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"15e5835\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02b8cb4 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"02b8cb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>AI Security: The Danger Isn&#8217;t the Model, It&#8217;s the Orchestration<\/strong><\/p><p>AI security has been debated the wrong way. For months, the question has been which model is dangerous, which one should be censored, which one should be blocked at the border. Meanwhile, attackers stopped asking that question. Since breaking a well-defended model is now hard, they no longer try: they route around it by splitting the attack across several AIs, none of which sees the whole. The risk has left the model and now lives in the orchestration. And orchestration is what no one is watching.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8e67fb7 elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"8e67fb7\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d6117cb syd-sticky-section-no\" data-id=\"d6117cb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6f58e2e syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"6f58e2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Do AI Safety Guardrails Actually Work?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10ca4bd syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"10ca4bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"_animating_yu34g_10\" data-newtext-seq=\"10\">An AI safety guardrail <\/span><span class=\"_animating_yu34g_10\" data-newtext-seq=\"36\">(or safety classifier) is a <\/span><span class=\"_animating_yu34g_10\" data-newtext-seq=\"64\">filter that detects and blocks <\/span><span class=\"_animating_yu34g_10\" data-newtext-seq=\"95\">malicious requests before the model <\/span><span class=\"_animating_yu34g_10\" data-newtext-seq=\"131\">responds to them.<\/span><\/p><p>The best-documented answer to the &#8220;do they work?&#8221; question comes from an unexpected source: the criminal forums themselves. Monitoring of Russian, English and Chinese-language dark web communities in mid-2026 shows several unrelated actors reporting the same error message when they try to get frontier models to produce cybersecurity abuse. Independent corroboration confirms these classifiers activate in fewer than 5% of legitimate sessions, yet block most direct abuse attempts. In other words, the model-side controls hold, and it is the frustrated attackers who prove it.<\/p><p>The picture is not flawless. A jailbreak market has emerged, mixing genuine but narrow bypasses with outright scams. However, this very difficulty has produced a side effect: it displaces attacker effort elsewhere.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b59b59 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"3b59b59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">When Breaking the Model Becomes Pointless: the Swarm Attack<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fa5100 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"7fa5100\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Rather than force a protected model, attackers now decompose their goal into individually benign tasks distributed across several AIs, none of which perceives the overall intent.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"auto\">The observed pattern is precise. A frontier model plays the role of the &#8216;brain&#8217;, queried through defensively framed questions (&#8216;I was attacked, how do I protect myself? give me 24 well-developed ideas and the test code&#8217;). Uncensored models, often Chinese, act as the &#8216;hands&#8217; that execute.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"auto\">The work is then fanned out to dozens of dumb sub-agents, each handling a compartmentalised piece. Each request looks legitimate. No single safety filter sees the attack.<\/p><p>This is multi-agent orchestration turned into an evasion technique. Peer-reviewed research, including OWASP&#8217;s LLM Top 10 (entry LLM06 on excessive agency), confirms the structural weakness: a safety filter judges one request, not an intent distributed across ten. The attack does not exploit a flaw in any model. It exploits the trust between models.<\/p><p style=\"border-left: 4px solid #09025F; padding-left: 16px; margin: 24px 0;\"><strong>Key takeaway:<\/strong> a safety filter judges a request, not an intent scattered across ten requests. That structural limit is exactly what swarm attacks exploit.<\/p><div style=\"max-width: 100%; margin: 24px 0; font-family: inherit;\"><p style=\"font-weight: bold; color: #09025f; margin: 0 0 12px 0;\">The swarm attack: how orchestration bypasses guardrails<\/p><div style=\"border: 2px solid #09025F; border-radius: 6px; padding: 16px; background: #f8f8fc;\"><div style=\"text-align: center; margin-bottom: 16px;\"><div style=\"display: inline-block; background: #09025F; color: #fff; padding: 10px 20px; border-radius: 4px; font-weight: bold; font-size: 0.9em;\">1. HUMAN OPERATOR<\/div><div style=\"color: #555; font-size: 0.85em; margin-top: 6px; font-style: italic;\">&#8220;I was attacked, how do I protect myself?&#8221;<\/div><div style=\"color: #09025f; font-size: 1.5em; margin: 8px 0;\">\u2193<\/div><\/div><div style=\"text-align: center; margin-bottom: 16px;\"><div style=\"display: inline-block; background: #09025F; color: #fff; padding: 10px 20px; border-radius: 4px; font-weight: bold; font-size: 0.9em;\">2. FRONTIER MODEL as &#8220;BRAIN&#8221;<\/div><div style=\"color: #555; font-size: 0.85em; margin-top: 6px; font-style: italic;\">Generates a plan disguised as defensive advice. Guardrail sees a legitimate question.<\/div><div style=\"color: #09025f; font-size: 1.5em; margin: 8px 0;\">\u2193<\/div><\/div><div style=\"text-align: center; margin-bottom: 16px;\"><div style=\"display: inline-block; background: #00A7C4; color: #fff; padding: 10px 20px; border-radius: 4px; font-weight: bold; font-size: 0.9em;\">3. UNCENSORED MODEL as &#8220;HANDS&#8221;<\/div><div style=\"color: #555; font-size: 0.85em; margin-top: 6px; font-style: italic;\">Receives the plan and fragments it into isolated tasks. No global view.<\/div><div style=\"color: #09025f; font-size: 1.5em; margin: 8px 0;\">\u2193<\/div><\/div><div style=\"text-align: center;\"><div style=\"display: flex; justify-content: center; gap: 8px; flex-wrap: wrap;\"><div style=\"background: #00A7C4; color: #fff; padding: 8px 12px; border-radius: 4px; font-size: 0.8em;\">Sub-agent 1<\/div><div style=\"background: #00A7C4; color: #fff; padding: 8px 12px; border-radius: 4px; font-size: 0.8em;\">Sub-agent 2<\/div><div style=\"background: #00A7C4; color: #fff; padding: 8px 12px; border-radius: 4px; font-size: 0.8em;\">Sub-agent 3<\/div><div style=\"background: #00A7C4; color: #fff; padding: 8px 12px; border-radius: 4px; font-size: 0.8em;\">\u2026<\/div><div style=\"background: #00A7C4; color: #fff; padding: 8px 12px; border-radius: 4px; font-size: 0.8em;\">Sub-agent 100<\/div><\/div><div style=\"color: #555; font-size: 0.85em; margin-top: 10px; font-style: italic;\">Each sub-agent executes a compartmentalised piece. Each piece looks benign. The whole is an attack.<\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da1149c syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"da1149c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why This Shift Changes the Question for Your Organisation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d53c584 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"d53c584\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>If the risk no longer lives in the model but in how models are chained together, then choosing a &#8220;safe&#8221; model no longer protects you. Watching how AIs are orchestrated does.<\/p><p>Two consequences follow, one external, one internal.<\/p><p>Externally, swarm attacks lower the cost and speed of intrusion. Documented workflows target widely deployed CMS platforms (WordPress, Drupal) with AI-assisted vulnerability discovery, and refine phishing infrastructure to slip past ad platform moderation. The window between a flaw being disclosed and being weaponised keeps shrinking, a trend independently confirmed by ENISA&#8217;s Threat Landscape reporting, which links directly to patch prioritisation: with 600 flaws a month, absorbing them is a matter of process, not effort.<\/p><p>Internally, the same logic applies to your own usage. A staff member who chains an approved assistant and an unapproved model reproduces, without any malicious intent, the exact pattern attackers exploit. This is the direct extension of shadow AI in the enterprise: an unmapped AI usage is not just a potential data leak, it is an invisible orchestration link, one that your defences do not see because your governance never named it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f43480 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"4f43480\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Do You Defend What the Guardrails Cannot See?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a02c15b syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"a02c15b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The orchestration itself takes place on the attacker&#8217;s own infrastructure and is not visible from any defensive perimeter. What organisations actually observe are its downstream effects: a compressed window between vulnerability disclosure and exploitation, industrial-quality phishing without the tell-tale linguistic errors of earlier automated campaigns, and priority targeting of widely deployed platforms like WordPress and Drupal. Defence therefore shifts from trying to detect the adversarial orchestration to reducing exposure and cost of the outcomes it produces.<\/p>\n\n<p>Three lines of action structure the response.<\/p>\n\n<ol>\n<li><strong>Compress your patch window on industrialised targets.<\/strong> Prioritise by real exploitation and exposure rather than CVSS score alone, and shorten the delay between a critical CVE on WordPress, Drupal or a similar high-value target and its deployment in production. This is where AI-accelerated discovery hurts most, and where the defensive gain is largest.<\/li>\n<li><strong>Harden phishing detection on behaviour, not language.<\/strong> Linguistic quality is no longer a reliable filter. Detection needs to lean on sender reputation, authentication protocols, unusual sending patterns and user-behaviour analytics rather than on obvious grammatical clues.<\/li>\n<li><strong>Govern the internal version of the same pattern.<\/strong> The multi-agent logic can also reproduce inside an organisation when a staff member chains several unmanaged AIs. Here the SOC does have visibility: sequential API calls to multiple AI providers from a single endpoint, traffic to unauthorised API proxies that offer discounted access by removing identity verification and billing accountability, and OAuth consents granted to AI extensions inside the Microsoft or Google tenant. Two active proxies at the time of writing are hermesrouter.xyz and ainet.bytestrike.dev, worth blocking at the perimeter. Providing an approved alternative good enough to be adopted matters as much as any restriction.<\/li>\n<\/ol>\n\n<p>For an organisation subject to NIS2 or DORA, patch management, phishing defence and third-party risk governance (including unauthorised AI proxies used by staff) are explicit obligations, and the pace imposed by AI-orchestrated attacks now sits squarely inside them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eeb0d6 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"9eeb0d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Watching AI Instead of Choosing It<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba6a7d7 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"ba6a7d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The right AI security question is no longer &#8216;is this model dangerous?&#8217; but &#8216;do we see how AIs are chained, inside our organisation and against it?&#8217;. Model-side controls protect the model. Only monitoring protects the organisation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d45597 syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"0d45597\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-42f879c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"42f879c9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2c8bfc12 syd-sticky-section-no\" data-id=\"2c8bfc12\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6919a471 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"6919a471\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Share:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7f905bc1 syd-sticky-section-no\" data-id=\"7f905bc1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-28b6f900 elementor-share-buttons--skin-flat elementor-share-buttons--view-icon-text elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official syd-sticky-section-no elementor-widget elementor-widget-share-buttons\" data-id=\"28b6f900\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;share_url&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk&quot;,&quot;is_external&quot;:&quot;&quot;,&quot;nofollow&quot;:&quot;&quot;,&quot;custom_attributes&quot;:&quot;&quot;}}\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_x-twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on x-twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-x-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tX\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7652aef elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"7652aef\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ed0df97 syd-sticky-section-no\" data-id=\"ed0df97\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14be053 syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"14be053\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-74ef12d elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"74ef12d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-c535192 syd-sticky-section-no\" data-id=\"c535192\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ed3da5d ha-infobox-media-dir-left syd-sticky-section-no elementor-widget elementor-widget-ha-infobox happy-addon ha-infobox\" data-id=\"ed3da5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-infobox.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\t\t\t<figure class=\"ha-infobox-figure ha-infobox-figure--image\">\n\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash.jpg\" class=\"elementor-animation-disable-animation attachment-medium_large size-medium_large wp-image-26068\" alt=\"External Attack Surface Management &amp; Data Leak Detection\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash.jpg 640w, https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash-300x200.jpg 300w, https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash-18x12.jpg 18w, https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash-230x153.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash-350x234.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2025\/11\/a-c-fsy2bD7Pep8-unsplash-480x320.jpg 480w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t<\/figure>\n\t\t\n\t\t<div class=\"ha-infobox-body\">\n\t\t\t<h2 class=\"ha-infobox-title\">External Attack Surface Management<\/h2>\n\t\t\t\t\t\t\t<div class=\"ha-infobox-text\">\n\t\t\t\t\t<p>See your exposure before attackers do. Know what's already compromised.<\/p>\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<a class=\"ha-btn ha-btn--link\" href=\"https:\/\/www.stroople.com\/external-attack-surface-management\/\"><span class=\"ha-btn-text\">Learn more<\/span><\/a>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9f56b39 syd-sticky-section-no\" data-id=\"9f56b39\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div data-ha-element-link=\"{&quot;url&quot;:&quot;https:\\\/\\\/www.stroople.com\\\/audit\\\/&quot;,&quot;is_external&quot;:&quot;&quot;,&quot;nofollow&quot;:&quot;&quot;}\" style=\"cursor: pointer\" class=\"elementor-element elementor-element-18ca592 syd-sticky-section-no elementor-widget elementor-widget-counter\" data-id=\"18ca592\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"75\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">%<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2cd042 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"c2cd042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>of successful breaches start from publicly exposed assets.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5e63e1f elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"5e63e1f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6502000 syd-sticky-section-no\" data-id=\"6502000\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67d7aa6 syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"67d7aa6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2655d51e elementor-widget-divider--view-line_text elementor-widget-divider--element-align-right syd-sticky-section-no elementor-widget elementor-widget-divider\" data-id=\"2655d51e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tAI\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bb6bd8c syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"6bb6bd8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Posts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-473bbdd ha-pg-grid-3 ha-pg-grid-tablet-2 ha-pg-grid-mobile-1 syd-sticky-section-no elementor-widget elementor-widget-ha-post-grid-new happy-addon ha-post-grid-new happy-addon-pro\" data-id=\"473bbdd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;columns&quot;:&quot;3&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;}\" data-widget_type=\"ha-post-grid-new.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-pg-wrapper ha-pg-default ha-pg-classic\">\n\t\t\t\t\t<div class=\"ha-pg-grid-wrap\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-item\">\n\t\t\t\t\t\t\t<div class=\"ha-pg-thumb-area\">\n\t\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/agentic-ai-cybersecurity-openai-incident\/\" class=\"ha-pg-thumb\">\n\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity.jpg 640w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity-300x200.jpg 300w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity-18x12.jpg 18w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity-230x153.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity-350x234.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/Agentic-AI-Cybersecurity-480x320.jpg 480w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-badge\">\n\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/ai-security\/\" class=\"ha-pg-badge-taxonomy\" rel=\"tag\">AI Security<\/a>\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"ha-pg-content-area\">\n\n\t\t\t\t<h4 class=\"ha-pg-title\"><a href=\"https:\/\/www.stroople.com\/fr\/agentic-ai-cybersecurity-openai-incident\/\">Agentic AI Cybersecurity: OpenAI x Hugging Face<\/a><\/h4>\n\t\t\t\t\t\t\t<div class=\"ha-pg-meta-wrap\">\n\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-pg-date\">\n\t\t\t\t\t\t\t\t\t<a class=\"ha-pg-date-text\" href=\"https:\/\/www.stroople.com\/fr\/2026\/07\/22\/\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M32 16c0 8.8-7.2 16-16 16S0 24.8 0 16 7.2 0 16 0 32 7.2 32 16zM22.2 19.5c0-0.3-0.2-0.6-0.4-0.8L18.1 16V6.7c0-0.6-0.5-1-1-1H15c-0.6 0-1 0.5-1 1v10 0c0 0.7 0.4 1.6 1 2l4.3 3.2c0.2 0.1 0.4 0.2 0.6 0.2 0.3 0 0.6-0.2 0.8-0.4l1.3-1.6C22.1 20 22.2 19.7 22.2 19.5z\"\/><\/svg>\n\t\t\t\t\t\tjuillet 22, 2026\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<div class=\"ha-pg-excerpt\">\n\t\t\t\t<p>Agentic AI Cybersecurity: What the OpenAI x Hugging Face Incident Reveals Agentic AI cybersecurity has\u2026<\/p>\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"ha-pg-readmore\"><a href=\"https:\/\/www.stroople.com\/fr\/agentic-ai-cybersecurity-openai-incident\/\" target=\"_blank\">Continue Reading \u00bb<\/a><\/div>\t\t\t<\/div>\n\t\t<\/div>\n\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-item\">\n\t\t\t\t\t\t\t<div class=\"ha-pg-thumb-area\">\n\t\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/ai-security-orchestration-risk\/\" class=\"ha-pg-thumb\">\n\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"AI Security\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg 640w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-300x169.jpg 300w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-18x10.jpg 18w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-230x129.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-350x197.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack-480x270.jpg 480w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-badge\">\n\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/ai-security\/\" class=\"ha-pg-badge-taxonomy\" rel=\"tag\">AI Security<\/a>\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"ha-pg-content-area\">\n\n\t\t\t\t<h4 class=\"ha-pg-title\"><a href=\"https:\/\/www.stroople.com\/fr\/ai-security-orchestration-risk\/\">AI Security: The Real Risk Isn&#8217;t the Model<\/a><\/h4>\n\t\t\t\t\t\t\t<div class=\"ha-pg-meta-wrap\">\n\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-pg-date\">\n\t\t\t\t\t\t\t\t\t<a class=\"ha-pg-date-text\" href=\"https:\/\/www.stroople.com\/fr\/2026\/07\/20\/\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M32 16c0 8.8-7.2 16-16 16S0 24.8 0 16 7.2 0 16 0 32 7.2 32 16zM22.2 19.5c0-0.3-0.2-0.6-0.4-0.8L18.1 16V6.7c0-0.6-0.5-1-1-1H15c-0.6 0-1 0.5-1 1v10 0c0 0.7 0.4 1.6 1 2l4.3 3.2c0.2 0.1 0.4 0.2 0.6 0.2 0.3 0 0.6-0.2 0.8-0.4l1.3-1.6C22.1 20 22.2 19.7 22.2 19.5z\"\/><\/svg>\n\t\t\t\t\t\tjuillet 20, 2026\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<div class=\"ha-pg-excerpt\">\n\t\t\t\t<p>AI Security: The Danger Isn&#8217;t the Model, It&#8217;s the Orchestration AI security has been debated\u2026<\/p>\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"ha-pg-readmore\"><a href=\"https:\/\/www.stroople.com\/fr\/ai-security-orchestration-risk\/\" target=\"_blank\">Continue Reading \u00bb<\/a><\/div>\t\t\t<\/div>\n\t\t<\/div>\n\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-item\">\n\t\t\t\t\t\t\t<div class=\"ha-pg-thumb-area\">\n\t\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/cyber-safeguards-cvp-mythos\/\" class=\"ha-pg-thumb\">\n\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"AI cyber safeguards\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards.jpg 640w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards-300x200.jpg 300w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards-18x12.jpg 18w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards-230x153.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards-350x234.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/AI-cyber-safeguards-480x320.jpg 480w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<div class=\"ha-pg-badge\">\n\t\t\t\t<a href=\"https:\/\/www.stroople.com\/fr\/ai-security\/\" class=\"ha-pg-badge-taxonomy\" rel=\"tag\">AI Security<\/a>\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"ha-pg-content-area\">\n\n\t\t\t\t<h4 class=\"ha-pg-title\"><a href=\"https:\/\/www.stroople.com\/fr\/cyber-safeguards-cvp-mythos\/\">AI Cyber Safeguards: What Anthropic&#8217;s CVP Actually Changes<\/a><\/h4>\n\t\t\t\t\t\t\t<div class=\"ha-pg-meta-wrap\">\n\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-pg-date\">\n\t\t\t\t\t\t\t\t\t<a class=\"ha-pg-date-text\" href=\"https:\/\/www.stroople.com\/fr\/2026\/05\/31\/\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M32 16c0 8.8-7.2 16-16 16S0 24.8 0 16 7.2 0 16 0 32 7.2 32 16zM22.2 19.5c0-0.3-0.2-0.6-0.4-0.8L18.1 16V6.7c0-0.6-0.5-1-1-1H15c-0.6 0-1 0.5-1 1v10 0c0 0.7 0.4 1.6 1 2l4.3 3.2c0.2 0.1 0.4 0.2 0.6 0.2 0.3 0 0.6-0.2 0.8-0.4l1.3-1.6C22.1 20 22.2 19.7 22.2 19.5z\"\/><\/svg>\n\t\t\t\t\t\tmai 31, 2026\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<div class=\"ha-pg-excerpt\">\n\t\t\t\t<p>On April 23, 2026, Anthropic deployed real-time AI cyber safeguards on its most capable models.\u2026<\/p>\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"ha-pg-readmore\"><a href=\"https:\/\/www.stroople.com\/fr\/cyber-safeguards-cvp-mythos\/\" target=\"_blank\">Continue Reading \u00bb<\/a><\/div>\t\t\t<\/div>\n\t\t<\/div>\n\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-2113489 e-flex e-con-boxed syd-sticky-section-no e-con e-parent\" data-id=\"2113489\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2be9225 e-flex e-con-boxed syd-sticky-section-no e-con e-parent\" data-id=\"2be9225\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c8193f syd-sticky-section-no elementor-widget elementor-widget-html\" data-id=\"7c8193f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Do AI safety guardrails actually work?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Yes, for the most part. Monitoring of criminal forums in mid-2026 shows several actors reporting the same error messages when trying to make frontier models produce cybersecurity abuse. Safety classifiers block most direct attempts, while activating in fewer than 5% of legitimate sessions. Their limits show elsewhere: attackers now bypass by orchestrating several AIs rather than breaking one.\"}},{\"@type\":\"Question\",\"name\":\"What is a multi-agent AI swarm attack?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"A swarm attack decomposes a malicious goal into individually benign tasks distributed across several AI models, none of which sees the overall intent. A frontier model plays the strategic brain, uncensored models execute, and dozens of sub-agents handle compartmentalised pieces. Each request looks legitimate, so no single safety classifier catches the attack.\"}},{\"@type\":\"Question\",\"name\":\"Does a safe AI model protect my organisation?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Not on its own. If the risk lies in how AIs are chained rather than in any single model, choosing a well-guarded model does not protect you from swarm attacks or from staff chaining an approved model with an unapproved one. Behavioural monitoring of orchestration patterns and governance of internal AI usage matter more than model selection.\"}},{\"@type\":\"Question\",\"name\":\"How do I detect malicious AI usage?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Focus on behaviour, not content. Watch for sequential API calls from one source to multiple AI providers, for traffic to unauthorised API proxies that offer discounted access without identity verification, and for chained usage that mixes approved and unapproved models internally. This behavioural detection is a SOC capability, not a filter capability.\"}}]}<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e42818 syd-sticky-section-no elementor-widget elementor-widget-html\" data-id=\"7e42818\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Les garde-fous des IA fonctionnent-ils vraiment ?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Oui, pour l'essentiel. La surveillance des forums criminels \u00e0 mi-2026 montre que plusieurs acteurs rapportent les m\u00eames messages d'erreur lorsqu'ils tentent d'obtenir des mod\u00e8les de pointe pour des abus li\u00e9s \u00e0 la cybers\u00e9curit\u00e9. Les classifieurs de s\u00e9curit\u00e9 bloquent la plupart des tentatives directes, tout en se d\u00e9clenchant dans moins de 5 % des sessions l\u00e9gitimes. Leurs limites apparaissent ailleurs : les attaquants contournent d\u00e9sormais en orchestrant plusieurs IA plut\u00f4t qu'en cassant une seule.\"}},{\"@type\":\"Question\",\"name\":\"Qu'est-ce qu'une attaque IA en essaim multi-agents ?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Une attaque en essaim d\u00e9compose un objectif malveillant en t\u00e2ches individuellement anodines distribu\u00e9es entre plusieurs mod\u00e8les d'IA, dont aucun ne per\u00e7oit l'intention globale. Un mod\u00e8le de pointe joue le r\u00f4le du cerveau strat\u00e9gique, des mod\u00e8les non censur\u00e9s ex\u00e9cutent, et des dizaines de sous-agents traitent des fragments compartiment\u00e9s. Chaque requ\u00eate para\u00eet l\u00e9gitime, donc aucun classifieur de s\u00e9curit\u00e9 ne d\u00e9tecte l'attaque.\"}},{\"@type\":\"Question\",\"name\":\"Un mod\u00e8le d'IA s\u00fbr prot\u00e8ge-t-il mon organisation ?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Pas \u00e0 lui seul. Si le risque r\u00e9side dans la mani\u00e8re dont les IA sont encha\u00een\u00e9es plut\u00f4t que dans un mod\u00e8le donn\u00e9, choisir un mod\u00e8le bien prot\u00e9g\u00e9 ne vous met pas \u00e0 l'abri des attaques en essaim ni d'un collaborateur qui encha\u00eene un mod\u00e8le approuv\u00e9 avec un mod\u00e8le non approuv\u00e9. La surveillance comportementale des motifs d'orchestration et la gouvernance des usages IA internes comptent davantage que le choix du mod\u00e8le.\"}},{\"@type\":\"Question\",\"name\":\"Comment d\u00e9tecter un usage malveillant de l'IA ?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Se concentrer sur le comportement, pas sur le contenu. Surveiller les appels API s\u00e9quentiels depuis une m\u00eame source vers plusieurs fournisseurs d'IA, le trafic vers des proxys API non autoris\u00e9s qui offrent un acc\u00e8s \u00e0 prix cass\u00e9 sans v\u00e9rification d'identit\u00e9, et les usages cha\u00een\u00e9s qui m\u00e9langent en interne des mod\u00e8les approuv\u00e9s et non approuv\u00e9s. Cette d\u00e9tection comportementale est une capacit\u00e9 de SOC, pas de filtre.\"}}]}<\/script>\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI Security: The Danger Isn&#8217;t the Model, It&#8217;s the Orchestration AI security has been debated the wrong way. For months, the question [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":28773,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[113],"tags":[],"class_list":["post-28771","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Security: The Real Risk Isn&#039;t the Model - Stroople<\/title>\n<meta name=\"description\" content=\"AI security: safety filters work, so attackers chain multiple AIs to bypass them. Watch orchestration, not just model choice.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.stroople.com\/fr\/orchestration-du-risque-de-securite-de-lia\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Security: The Real Risk Isn&#039;t the Model - Stroople\" \/>\n<meta property=\"og:description\" content=\"AI security: safety filters work, so attackers chain multiple AIs to bypass them. Watch orchestration, not just model choice.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.stroople.com\/fr\/orchestration-du-risque-de-securite-de-lia\/\" \/>\n<meta property=\"og:site_name\" content=\"Stroople\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-20T08:58:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-20T13:13:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"360\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"STROOPLEADMINISTRATOR\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Stroople1\" \/>\n<meta name=\"twitter:site\" content=\"@Stroople1\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"STROOPLEADMINISTRATOR\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/\"},\"author\":{\"name\":\"STROOPLEADMINISTRATOR\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#\\\/schema\\\/person\\\/a1eb93cbbffe1681999993af123a6d44\"},\"headline\":\"AI Security: The Real Risk Isn&#8217;t the Model\",\"datePublished\":\"2026-07-20T08:58:14+00:00\",\"dateModified\":\"2026-07-20T13:13:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/\"},\"wordCount\":1185,\"publisher\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/ai-security-multi-agent-orchestration-attack.jpg\",\"articleSection\":[\"AI Security\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/\",\"url\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/\",\"name\":\"AI Security: The Real Risk Isn't the Model - Stroople\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/ai-security-multi-agent-orchestration-attack.jpg\",\"datePublished\":\"2026-07-20T08:58:14+00:00\",\"dateModified\":\"2026-07-20T13:13:47+00:00\",\"description\":\"AI security: safety filters work, so attackers chain multiple AIs to bypass them. Watch orchestration, not just model choice.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/ai-security-multi-agent-orchestration-attack.jpg\",\"contentUrl\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/ai-security-multi-agent-orchestration-attack.jpg\",\"width\":640,\"height\":360,\"caption\":\"AI Security\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/ai-security-orchestration-risk\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/www.stroople.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI Security: The Real Risk Isn&#8217;t the Model\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#website\",\"url\":\"https:\\\/\\\/www.stroople.com\\\/\",\"name\":\"Stroople\",\"description\":\"Cybersecurity Expertise\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.stroople.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#organization\",\"name\":\"Stroople Cybersecurity\",\"alternateName\":\"Stroople\",\"url\":\"https:\\\/\\\/www.stroople.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Logo-Stroople-responsive.png\",\"contentUrl\":\"https:\\\/\\\/www.stroople.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Logo-Stroople-responsive.png\",\"width\":1000,\"height\":1000,\"caption\":\"Stroople Cybersecurity\"},\"image\":{\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/Stroople1\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/stroople\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UC_kTnaswN04kjIrHU0Pi_qg\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.stroople.com\\\/#\\\/schema\\\/person\\\/a1eb93cbbffe1681999993af123a6d44\",\"name\":\"STROOPLEADMINISTRATOR\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g\",\"caption\":\"STROOPLEADMINISTRATOR\"},\"sameAs\":[\"https:\\\/\\\/stroople.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"S\u00e9curit\u00e9 de l'IA : Le vrai risque n'est pas le mod\u00e8le - Stroople","description":"S\u00e9curit\u00e9 de l'IA : les filtres de s\u00e9curit\u00e9 fonctionnent, donc les attaquants cha\u00eenent plusieurs IA pour les contourner. Surveillez l'orchestration, pas seulement le choix du mod\u00e8le.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.stroople.com\/fr\/orchestration-du-risque-de-securite-de-lia\/","og_locale":"fr_FR","og_type":"article","og_title":"AI Security: The Real Risk Isn't the Model - Stroople","og_description":"AI security: safety filters work, so attackers chain multiple AIs to bypass them. Watch orchestration, not just model choice.","og_url":"https:\/\/www.stroople.com\/fr\/orchestration-du-risque-de-securite-de-lia\/","og_site_name":"Stroople","article_published_time":"2026-07-20T08:58:14+00:00","article_modified_time":"2026-07-20T13:13:47+00:00","og_image":[{"width":640,"height":360,"url":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg","type":"image\/jpeg"}],"author":"STROOPLEADMINISTRATOR","twitter_card":"summary_large_image","twitter_creator":"@Stroople1","twitter_site":"@Stroople1","twitter_misc":{"\u00c9crit par":"STROOPLEADMINISTRATOR","Dur\u00e9e de lecture estim\u00e9e":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#article","isPartOf":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/"},"author":{"name":"STROOPLEADMINISTRATOR","@id":"https:\/\/www.stroople.com\/#\/schema\/person\/a1eb93cbbffe1681999993af123a6d44"},"headline":"AI Security: The Real Risk Isn&#8217;t the Model","datePublished":"2026-07-20T08:58:14+00:00","dateModified":"2026-07-20T13:13:47+00:00","mainEntityOfPage":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/"},"wordCount":1185,"publisher":{"@id":"https:\/\/www.stroople.com\/#organization"},"image":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#primaryimage"},"thumbnailUrl":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg","articleSection":["AI Security"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/","url":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/","name":"S\u00e9curit\u00e9 de l'IA : Le vrai risque n'est pas le mod\u00e8le - Stroople","isPartOf":{"@id":"https:\/\/www.stroople.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#primaryimage"},"image":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#primaryimage"},"thumbnailUrl":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg","datePublished":"2026-07-20T08:58:14+00:00","dateModified":"2026-07-20T13:13:47+00:00","description":"S\u00e9curit\u00e9 de l'IA : les filtres de s\u00e9curit\u00e9 fonctionnent, donc les attaquants cha\u00eenent plusieurs IA pour les contourner. Surveillez l'orchestration, pas seulement le choix du mod\u00e8le.","breadcrumb":{"@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.stroople.com\/ai-security-orchestration-risk\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#primaryimage","url":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg","contentUrl":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/07\/ai-security-multi-agent-orchestration-attack.jpg","width":640,"height":360,"caption":"AI Security"},{"@type":"BreadcrumbList","@id":"https:\/\/www.stroople.com\/ai-security-orchestration-risk\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/www.stroople.com\/"},{"@type":"ListItem","position":2,"name":"AI Security: The Real Risk Isn&#8217;t the Model"}]},{"@type":"WebSite","@id":"https:\/\/www.stroople.com\/#website","url":"https:\/\/www.stroople.com\/","name":"Stroople","description":"Expertise en cybers\u00e9curit\u00e9","publisher":{"@id":"https:\/\/www.stroople.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.stroople.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/www.stroople.com\/#organization","name":"Stroople Cybers\u00e9curit\u00e9","alternateName":"Stroople","url":"https:\/\/www.stroople.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.stroople.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/Logo-Stroople-responsive.png","contentUrl":"https:\/\/www.stroople.com\/wp-content\/uploads\/2026\/05\/Logo-Stroople-responsive.png","width":1000,"height":1000,"caption":"Stroople Cybersecurity"},"image":{"@id":"https:\/\/www.stroople.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/Stroople1","https:\/\/www.linkedin.com\/company\/stroople\/","https:\/\/www.youtube.com\/channel\/UC_kTnaswN04kjIrHU0Pi_qg"]},{"@type":"Person","@id":"https:\/\/www.stroople.com\/#\/schema\/person\/a1eb93cbbffe1681999993af123a6d44","name":"STROOPLEADMINISTRATEUR","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/cf565399cf069755c53f17b9c363d364247d5ad1c1bc3bc3ff3b9ff928b80411?s=96&d=mm&r=g","caption":"STROOPLEADMINISTRATOR"},"sameAs":["https:\/\/stroople.com"]}]}},"_links":{"self":[{"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/posts\/28771","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/comments?post=28771"}],"version-history":[{"count":43,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/posts\/28771\/revisions"}],"predecessor-version":[{"id":28822,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/posts\/28771\/revisions\/28822"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/media\/28773"}],"wp:attachment":[{"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/media?parent=28771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/categories?post=28771"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.stroople.com\/fr\/wp-json\/wp\/v2\/tags?post=28771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}