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<title>When AI SRE Fails: Production Reality, Failure Modes, and What They Cost - SoftwareSeni</title>
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href="https://www.softwareseni.com/what-we-do/development-teams/#augmented-team-extension" class="mega-menu-link " data-el-depth="3">Augmented Team Extension</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/development-teams/#dedicated-development-squad" class="mega-menu-link " data-el-depth="3">Dedicated Development Squad</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/#product-development-process" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/product-development-process.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Development Processes</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/mvp-development/" class="mega-menu-link " data-el-depth="3">MVP Development</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/our-service/ai-enhanced-development/" class="mega-menu-link " data-el-depth="3">AI Enhanced Development</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/product-development-process/ai-accelerated-development/" class="mega-menu-link " data-el-depth="3">AI Accelerated Development</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/product-development-process/bmad-structured-ai-development/" class="mega-menu-link " data-el-depth="3">BMAD: Structured AI Development</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/product-development-process/rapid-prototyping-with-ai/" class="mega-menu-link " data-el-depth="3">Rapid Prototyping with AI</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><!-- lvl:1 --></ul></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- el:0 --></li><li class="main-nav-menu-item" data-el-depth="0"><a href="https://www.softwareseni.com/who-we-support/" class="mega-menu-link " data-el-depth="0">Who We Support</a><div class="mega-menu" data-lvl-depth="0"><div class="mega-menu-container" data-lvl-depth="0"><div class="mega-menu-heading" data-lvl-depth="1"><div class="mega-menu-column heading menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="1"><span class="mega-menu-link " data-el-depth="1">Tailored Software Solutions for Every Organisation</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-support/" class="mega-menu-link " data-el-depth="2">See Who We Support</a><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-support/support-solutions/" class="mega-menu-link " data-el-depth="2">Learn More About Our Support Solutions</a><!-- el:2 --></li><!-- lvl:1 --></ul></div></div><div class="mega-menu-menu" data-lvl-depth="1"><div class="mega-menu-column menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="2"><span class="mega-menu-link hidden" data-el-depth="1">[Column-1]</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-support/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/industry.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Industry</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/proptech/" class="mega-menu-link " data-el-depth="3">Proptech</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/real-estate-agencies/" class="mega-menu-link " data-el-depth="3">Real Estate Agencies</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/travel-and-accomodation/" class="mega-menu-link " data-el-depth="3">Travel &#038; Accomodation</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/marketplace-and-ecommerce/" class="mega-menu-link " data-el-depth="3">Marketplace &#038; eCommerce</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/media-and-publishing/" class="mega-menu-link " data-el-depth="3">Media and Publishing</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/saas/" class="mega-menu-link " data-el-depth="3">SaaS</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-support/#enterprise" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/organisation.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Organisation</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/#enterprise" class="mega-menu-link " data-el-depth="3">Enterprise</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/#corporate" class="mega-menu-link " data-el-depth="3">Corporate</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/#scaleups" class="mega-menu-link " data-el-depth="3">Scaleups</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/#startups" class="mega-menu-link " data-el-depth="3">Startups</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/our-work/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/portfolio.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Portfolio</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/portfolio/#team-extension" class="mega-menu-link " data-el-depth="3">Augmented Team Extension</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-support/portfolio/#project-based" class="mega-menu-link " data-el-depth="3">Project Based</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><!-- lvl:1 --></ul></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- el:0 --></li><li class="main-nav-menu-item" data-el-depth="0"><a href="https://www.softwareseni.com/who-we-are/" class="mega-menu-link " data-el-depth="0">About Us</a><div class="mega-menu" data-lvl-depth="0"><div class="mega-menu-container" data-lvl-depth="0"><div class="mega-menu-heading" data-lvl-depth="1"><div class="mega-menu-column heading menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="1"><span class="mega-menu-link " data-el-depth="1">We are SoftwareSeni</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-are/" class="mega-menu-link " data-el-depth="2">Learn About Us</a><!-- el:2 --></li><!-- lvl:1 --></ul></div></div><div class="mega-menu-menu" data-lvl-depth="1"><div class="mega-menu-column menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="2"><span class="mega-menu-link hidden" data-el-depth="1">[Column-1]</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-are/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/who-we-are.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="29" height="28"/><span>Who We Are</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/#purpose-and-history" class="mega-menu-link " data-el-depth="3">Purpose &#038; History</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/#values-and-mission" class="mega-menu-link " data-el-depth="3">Values &#038; Mission</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/#social-impact" class="mega-menu-link " data-el-depth="3">Social Impact</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/who-we-are/leadership/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/our-team.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="29" height="28"/><span>Our Team</span></a><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/leadership/" class="mega-menu-link " data-el-depth="3">Leadership Team</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/staff-and-culture/" class="mega-menu-link " data-el-depth="3">Staff &#038; Culture</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/people-development/" class="mega-menu-link " data-el-depth="3">People Development</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><span class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/our-approach.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="29" height="28"/><span>Our Approach</span></span><ul class="mega-menu-submenu" data-lvl-depth="2"><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/customer-reviews#enduring-partnerships" class="mega-menu-link " data-el-depth="3">Enduring Partnerships</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/customer-reviews#client-expectations" class="mega-menu-link " data-el-depth="3">Customer Reviews</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/security-and-compliance/" class="mega-menu-link " data-el-depth="3">Security &#038; Compliance</a><!-- el:3 --></li><li class="mega-menu-submenu-item" data-el-depth="3"><a href="https://www.softwareseni.com/who-we-are/modern-slavery-policy/" class="mega-menu-link " data-el-depth="3">Modern Slavery <span>Policy</span></a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><!-- lvl:1 --></ul></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- el:0 --></li><li class="main-nav-menu-item" data-el-depth="0"><a href="https://www.softwareseni.com/insights/" class="mega-menu-link " data-el-depth="0">Insights</a><div class="mega-menu" data-lvl-depth="0"><div class="mega-menu-container" data-lvl-depth="0"><div class="mega-menu-heading" data-lvl-depth="1"><div class="mega-menu-column heading menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="1"><span class="mega-menu-link " data-el-depth="1">Technology and software industry trends and information</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile " data-el-depth="2"><a href="https://www.softwareseni.com/insights/" class="mega-menu-link " data-el-depth="2">See Insights</a><!-- el:2 --></li><!-- lvl:1 --></ul></div></div><div class="mega-menu-menu" data-lvl-depth="1"><div class="mega-menu-column col-8 menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="2"><span class="mega-menu-link " data-el-depth="1">Themes</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/themes/security/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/security.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Security</span></a><span class="mega-menu-main-item-desc">Secure operations ensure vigilant resilience</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/themes/cloud/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/cloud.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Cloud</span></a><span class="mega-menu-main-item-desc">Scalability and efficiency in the cloud</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/themes/generative-ai/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/generative-ai.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Generative AI</span></a><span class="mega-menu-main-item-desc">Creativity meets cutting-edge intelligence</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/themes/mobile-apps/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/mobile-app.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Mobile &#038; App</span></a><span class="mega-menu-main-item-desc">Building engaging mobile experiences</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/themes/remote-work/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/remote-work.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Remote Work</span></a><span class="mega-menu-main-item-desc">Connecting productivity across distances</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/resource-hub/culture/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/culture.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Culture</span></a><span class="mega-menu-main-item-desc">Explore what it means to be a Software worker</span><!-- el:2 --></li><!-- lvl:1 --></ul></div><div class="mega-menu-column col-4 menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-el-depth="1" data-el-ch="3"><span class="mega-menu-link " data-el-depth="1">Resource Hub</span><ul class="mega-menu-main" data-lvl-depth="1"><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/resource-hub/technology/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/technology.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Technology</span></a><span class="mega-menu-main-item-desc">Enterprise technology and engineering excellence</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/resource-hub/product-development/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/product-development.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Product Development</span></a><span class="mega-menu-main-item-desc">Building engaging experiences</span><!-- el:2 --></li><li class="mega-menu-main-item hide-mobile has-description" data-el-depth="2"><a href="https://www.softwareseni.com/category/resource-hub/business/" class="mega-menu-link " data-el-depth="2"><img src="https://www.softwareseni.com/wp-content/uploads/2024/06/business.svg" class="_mi _before _svg" aria-hidden="true" alt="" width="28" height="28"/><span>Business</span></a><span class="mega-menu-main-item-desc">Modern business practices for digital leaders</span><!-- el:2 --></li><!-- lvl:1 --></ul></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- lvl:0 --></div><!-- el:0 --></li></ul></div>
<div class="nav-mobile-menu-container"><ul id="menu-mega-menu-2024" class="nav-mobile-list_wrapper"><li class="nav-mobile-list_item" data-el-depth="0"><span class="" data-el-depth="0">What We Do<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child_wrapper nav-child-hide" data-lvl-depth="0"><p class="nav-title-mobile " data-el-depth="1">Managed team extensions and custom software</p><ul class="" data-lvl-depth="1"><li class="nav-mobile-list-child_heading" data-el-depth="2"><a href="https://www.softwareseni.com/what-we-do/development-teams/" class="" data-el-depth="2">See What We Do</a><!-- el:2 --></li><!-- lvl:1 --></ul><div class="divider-lines"></div><li class="nav-mobile-list-child_item" data-el-depth="2"><span data-el-depth="2">Our Products<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://autonomist.com.au/data" data-el-depth="3" target="_blank" rel="noopener noreferrer">Autonomist Data</a></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://cybermatika.com/" data-el-depth="3" target="_blank" rel="noopener noreferrer">Cybermatika</a></li></ul><!-- el:2 --></li><span class="hidden" data-el-depth="1">[Column-1]</span><ul class="nav-mobile-list-sub-child_wrapper" data-lvl-depth="1"><li class="nav-mobile-list-child_item" data-el-depth="2"><span class="" data-el-depth="2">Product Services Expertise<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/saas-development/" class="" data-el-depth="3">SaaS Development</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/marketplace-development/" class="" data-el-depth="3">Marketplace Development</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/ecommerce-development/" class="" data-el-depth="3">eCommerce Development</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/website-development/" class="" data-el-depth="3">Website Development</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/mobile-app-development/" class="" data-el-depth="3">Mobile App Development</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="nav-mobile-list-child_item" data-el-depth="2"><span class="" data-el-depth="2">Functional Service Expertise<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/#product-and-ux" class="" data-el-depth="3">Product & UX</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/#project-management" class="" data-el-depth="3">Project Management</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/#engineering" class="" 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href="https://www.softwareseni.com/what-we-do/tech-stack/#apis-and-integrations" class="" data-el-depth="3">API & Integrations</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/tech-stack/#product-ux-and-project-management" class="" data-el-depth="3">Product, UX & Project Management</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><!-- lvl:1 --></ul><span class="hidden" data-el-depth="1">[Column-2]</span><ul class="nav-mobile-list-sub-child_wrapper" data-lvl-depth="1"><li class="nav-mobile-list-child_item" data-el-depth="2"><span class="" data-el-depth="2">Operational Services Expertise<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/#hosting-monitoring-and-support" class="" data-el-depth="3">Hosting, Monitoring & Support</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/#security-and-pentests" class="" data-el-depth="3">Security & Pen Tests</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="nav-mobile-list-child_item" data-el-depth="2"><span class="" data-el-depth="2">Development Teams<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/development-teams/#augmented-team-extension" class="" data-el-depth="3">Augmented Team Extension</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/development-teams/#dedicated-development-squad" class="" data-el-depth="3">Dedicated Development Squad</a><!-- el:3 --></li><!-- lvl:2 --></ul><!-- el:2 --></li><li class="nav-mobile-list-child_item" data-el-depth="2"><span class="" data-el-depth="2">Development Processes<img src="https://www.softwareseni.com/wp-content/themes/ssau-theme/assets/icons/ssau-2023/nav-chevron-down.svg" alt="" loading="lazy"></span><ul class="nav-mobile-list-child-lv2_wrapper nav-child-hide" data-lvl-depth="2"><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/what-we-do/our-services/mvp-development/" class="" data-el-depth="3">MVP Development</a><!-- el:3 --></li><li class="nav-mobile-list-child-lv2_item" data-el-depth="3"><a href="https://www.softwareseni.com/our-service/ai-enhanced-development/" class="" data-el-depth="3">AI Enhanced Development</a><!-- 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<span class="ssau-breadcrumb-text ssau-breadcrumb-bold ssau-breadcrumb-truncate">When AI SRE Fails: Production Reality, Failure Modes, and What They Cost</span>
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<div>Apr 24, 2026</div>
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<h1 class="ssau-ima__title">When AI SRE Fails: Production Reality, Failure Modes, and What They Cost</h1>
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<p>Vendor marketing for AI SRE platforms is built around the win. The incident resolved in minutes. The alert suppressed before anyone woke up. The autonomous agent that did the work of three engineers. What you won&#8217;t find in the marketing collateral is the documented production case where a four-agent AI SRE system runs to €8,500 per month — a 15x multiplier over a simple LLM chat implementation — a number most teams discover only after they&#8217;ve deployed.</p>
<p>This article gives you the failure data, cost data, and risk picture you need to make an accurate decision about AI SRE adoption. If you&#8217;re still getting your bearings in <a href="/what-is-ai-sre-and-how-does-autonomous-incident-response-actually-work">the AI SRE category</a>, start there first. If you&#8217;re already sold on the value and want to understand the risk profile before committing, read on.</p>
<h2>What Is the Real Tool-Calling Failure Rate for AI SRE Agents in Production?</h2>
<p><strong>Production AI SRE agents fail on tool calls 3–15% of the time.</strong> That&#8217;s the range documented by <a href="https://medium.com/@michael.hannecke/why-ai-agents-fail-in-production-what-ive-learned-the-hard-way-05f5df98cbe5">Michael Hannecke</a> across real deployments, not benchmark environments. At 3%, an incident requiring 30 tool calls carries roughly a 60% chance of at least one failure. At 15%, that probability climbs above 99%. Every remediation decision made downstream of a failed tool call is made on potentially corrupted information.</p>
<p>What does a tool-calling failure actually look like? The agent sends a correctly formatted API call and receives a malformed response, a timeout, or an error code. It doesn&#8217;t stop. It keeps reasoning from the degraded input, treating bad data as its working model of the incident. Wrong diagnosis and wrong remediation targets follow.</p>
<p>The <a href="https://arxiv.org/abs/2503.13657">UC Berkeley MAST study (arXiv:2503.13657)</a> annotated 1,642 agent traces across seven state-of-the-art multi-agent systems. Overall task failure rates ranged from 41% to 86.7% on real-world tasks. Tool execution failures are among the primary contributing categories.</p>
<p>Vendors present per-call reliability figures. What matters for incident management is chain reliability. A 97% per-call success rate across 30 calls produces roughly a 40% chance the chain completes without a single failure. No AI SRE vendor publishes tool-chain failure rate benchmarks. That disclosure gap is worth noting.</p>
<p>For guidance on <a href="/beyond-the-ai-washing-how-to-evaluate-ai-incident-management-platforms">how to evaluate platforms on their failure mode handling</a>, the platform evaluation framework covers this gap systematically.</p>
<h2>How Much Does It Actually Cost to Run a Multi-Agent AI SRE System?</h2>
<p><strong>A documented four-agent AI SRE production deployment costs approximately €8,500 per month.</strong> A simple single-LLM chat implementation of comparable function costs approximately €50 per month. The 15x cost multiplier comes down to one structural property: each agent in a coordinated multi-agent system processes its own context window independently, multiplying API token consumption with every coordination step. Lower incident volumes mean lower absolute costs, but the ratio stays the same.</p>
<p>The most dangerous cost vector is the retry loop. When an agent calls a failing tool repeatedly without a <a href="https://martinfowler.com/bliki/CircuitBreaker.html">circuit breaker</a> — no token budget cap, no retry limit with exponential back-off, no automatic escalation trigger — costs spike with no ceiling. In some documented deployments, the cost spike is the first operational signal that something has gone wrong. By that point, if the agent has write permissions and has already queued remediation actions, the incident may have worsened before anyone noticed the loop.</p>
<p>Hidden costs compound the headline figure. Development and testing overhead runs 3–5x higher than single-agent equivalents. Governance tooling, AI-specific runbook development, and cross-functional oversight teams are typically absent from vendor total cost of ownership models.</p>
<p>The cost data relevant to <a href="/running-an-ai-sre-pilot-budget-team-impact-and-what-to-do-first">your ROI calculation for an AI SRE pilot</a> should include these figures from the outset, not after deployment.</p>
<h2>What Does Hallucination Look Like in a Live Incident — and What Does It Cost?</h2>
<p><strong>In an SRE context, hallucination isn&#8217;t abstract. It&#8217;s a concrete failure mode with a specific error propagation chain.</strong> The LLM agent confidently names a service that doesn&#8217;t exist in the topology. It queries the wrong resource identifier. It constructs a plausible but fabricated dependency map. Every reasoning step that follows compounds the error.</p>
<p>The chain in practice: hallucinated service name → wrong topology query → wrong dependency map → wrong remediation target → action taken on the wrong system → incident worsened or extended.</p>
<p>Context window constraints amplify hallucination risk as incidents progress. Production data shows 20% performance degradation in middle-context positions — the &#8220;lost in the middle&#8221; effect. Vendors promote 128K and 1M token context windows as solving this problem. They don&#8217;t. Effective context window utilisation in production caps at 8K–50K tokens. The longer the incident, the higher the hallucination probability.</p>
<p>Hallucinations can&#8217;t be eliminated at the model level. <a href="https://neubird.ai/blog/ai-sre-hallucination-guardrails/">NeuBird</a>&#8216;s position: &#8220;Hallucinations are not anomalies; they are an expected property of probabilistic systems. The solution is disciplined systems engineering: testing, validation, structure, redundancy, and controlled inputs.&#8221; <a href="/ai-sre-safety-architecture-guardrails-escalation-paths-and-human-control">The guardrail framework that addresses each of these failure modes</a> covers the architectural design in detail.</p>
<h2>What Is Prompt Injection and Why Is the 11.2% Success Rate Alarming?</h2>
<p><strong>Prompt injection is the same class of attack as <a href="https://owasp.org/www-community/attacks/SQL_Injection">SQL injection</a>, just targeting a different vector.</strong> In SQL injection, malicious input overrides database query logic. In prompt injection, malicious content embedded in agent inputs — log entries, alert messages, ticket descriptions, runbook text — overrides the agent&#8217;s intended instructions without the agent signalling it has been compromised.</p>
<p>In an SRE context, the attack surface is broader than in most agentic AI applications. SRE agents routinely ingest untrusted content from logs, external monitoring tools, third-party alerting integrations, and user-submitted incident tickets. An attacker who controls a single log line has a potential injection surface.</p>
<p>Production data from Hannecke&#8217;s analysis shows an 11.2% prompt injection success rate in agentic deployments. <a href="https://adversa.ai/blog/cascading-failures-in-agentic-ai-complete-owasp-asi08-security-guide-2026/">OWASP ASI08</a>, maintained by the Agentic Security Initiative at <a href="https://adversa.ai/">Adversa.ai</a>, formally classifies cascading failures initiated by compromised agents. Three properties make these failures especially dangerous: semantic opacity (natural language errors pass standard validation), emergent behaviour (multiple agents create unintended interaction outcomes), and temporal compounding (errors persist in agent memory and contaminate future operations).</p>
<p>The most dangerous outcomes in an SRE context: suppressed alerts that mask a worsening incident, misdirected escalations, remediation actions executed on the wrong system. Most AI SRE deployments currently have no injection detection or alerting in place.</p>
<h2>What Happens When an AI Agent Gets Stuck — the Cascade Failure Scenario?</h2>
<p><strong>The cascade failure scenario begins with a single stuck agent and ends with a production system worsened by the tool that was supposed to protect it.</strong> An AI SRE agent calls a failing tool, receives an error, retries, receives another error, retries again. Without a circuit breaker, the loop continues. Each iteration consumes tokens and API quota.</p>
<p>Michael Hannecke&#8217;s production failure analysis documents a case where a retry loop without a circuit breaker resulted in repeated remediation calls on a healthy system while the actual fault went unaddressed. The agent&#8217;s retry logic was functioning as designed. What was missing was the circuit breaker — a token budget cap, a retry limit with exponential back-off, or an automatic escalation trigger on repeated tool failure.</p>
<p>In a four-agent coordination graph, a stuck agent isn&#8217;t isolated. Its repeated failed calls propagate errors to dependent agents, which take autonomous remediation actions on corrupted data. OWASP ASI08 calls this tight coupling without circuit breakers. The blast radius is determined by the write permissions the stuck agent holds at the moment the loop begins.</p>
<p>The graduated rollout model — read-only monitoring first, then advisory roles with human approval required, then narrow autonomous remediation authority only on demonstrated incident types — is the deployment-side governance response. The safety architecture that governs autonomous remediation covers the graduated privilege model in engineering detail.</p>
<h2>When Does Human-Guided Investigation Outperform Autonomous AI? The ClickHouse Data</h2>
<p><strong><a href="https://clickhouse.com/blog/agentic-coding">ClickHouse</a>&#8216;s on-call engineers found real value in AI-assisted investigation — and also found the limits.</strong> One engineer&#8217;s direct account: &#8220;I&#8217;m using Claude heavily, finding its limits and learning when and how to push back. In general, I feel I&#8217;m much faster at the initial investigation (doing in a day what would take me 3–4 days), but once it has a theory, you need to keep asking it to prove it with data and logs, and then review it and push again because it often cannot back them or is wrong.&#8221;</p>
<p>On well-characterised, previously-seen incident patterns, autonomous AI does well. On novel incidents — the ones most likely to threaten production SLAs — the agent&#8217;s pattern matching fails against failure modes it hasn&#8217;t seen before. That&#8217;s where autonomous investigation falls short.</p>
<p>The reliable production pattern: hypothesis generation by the agent, validation and decision by the human engineer. The agent reads logs, generates candidate root causes, proposes options. The engineer pushes back, demands proof with data, and approves or rejects before any write operation executes. Autonomous remediation authority should be scoped to incident types the system has demonstrably resolved correctly in the past, with novel categories triggering automatic human escalation.</p>
<h2>How Does the UC Berkeley MAST Failure Taxonomy Apply to AI SRE?</h2>
<p><strong>The UC Berkeley MAST taxonomy (arXiv:2503.13657) is a peer-reviewed classification of multi-agent LLM failure modes, derived from annotation of 1,642 agent traces across seven systems, with inter-annotator agreement of κ = 0.88.</strong> It identifies 14 unique failure modes clustered into three categories: System Design Issues, Inter-Agent Misalignment, and Task Verification. The 41–86.7% task failure range across the seven tested systems should anchor every AI SRE capability assessment — and these figures come from normal operation, not adversarial testing.</p>
<p>The MAST failure modes most relevant to SRE, with their observed rates and SRE context:</p>
<p><strong>System Design Issues</strong> — FM-1.3 Step repetitions (15.7%): the retry loop covered above. FM-1.5 Not recognising task completion (12.4%): agent continues remediating after incident is resolved. FM-1.1 Failing to follow task requirements (11.8%): agent executes wrong remediation category. FM-1.4 Context loss (2.8%): agent loses incident history mid-investigation.</p>
<p><strong>Inter-Agent Misalignment</strong> — FM-2.6 Mismatches between reasoning and action (13.2%): agent&#8217;s stated diagnosis does not match the remediation it executes. FM-2.3 Task derailment (7.4%): supervisor agent misroutes investigation, propagating the error downstream. FM-2.2 Proceeding with wrong assumptions (6.8%): agent acts on unvalidated hypothesis without seeking clarification.</p>
<p><strong>Task Verification</strong> — FM-3.3 Incorrect verification (9.1%): agent checks the wrong metric to confirm resolution. FM-3.2 No or incomplete verification (8.2%): remediation declared successful without confirming improvement. FM-3.1 Premature termination (6.2%): incident declared resolved before system state has recovered.</p>
<p>MAST gives your team a shared language for AI agent risk that&#8217;s independent of vendor-supplied framing. For each of the 14 categories, ask your vendor: does your architecture address this failure mode, and what is your evidence? Vendors who can&#8217;t answer have likely not stress-tested their systems at the failure boundary. For evaluation frameworks that incorporate MAST as a criterion, see AI-driven incident management.</p>
<h2>What Are the Governance Responses to Non-Deterministic Agent Behaviour?</h2>
<p><strong>Non-determinism is the foundational property that makes AI SRE governance structurally different from traditional SRE governance.</strong> Identical inputs can produce different outputs. Standard deterministic runbooks, postmortem formats, and escalation logic all need adaptation — they were designed for systems where the same action always produces the same result.</p>
<p>Four governance responses are in production.</p>
<p><strong>AI-specific runbooks</strong> must define not just what to do when a system fails, but what to do when the AI agent is wrong, when it&#8217;s been compromised, when it&#8217;s stuck, and when the postmortem can&#8217;t reconstruct agent reasoning reliably.</p>
<p><strong>Human-in-the-loop checkpoints</strong> at high-risk action boundaries are the second response. Three HITL models are in use: Human-in-the-Loop (engineer drives and approves; agent supports), Human-on-the-Loop (engineer supervises; agent takes bounded actions), and Human-out-of-the-Loop (engineer audits; agent acts within policy boundaries). For novel incidents, Human-in-the-Loop materially outperforms Human-out-of-the-Loop.</p>
<p><strong>Token budget enforcement with automatic circuit breakers</strong> — hard token limits per incident session — is the most technically immediate response. Most platforms support this as a configurable parameter.</p>
<p><strong>Postmortem adaptation</strong>: when an AI agent&#8217;s tool-call sequence can&#8217;t be reliably reproduced — the normal condition given non-determinism — standard postmortems must be supplemented with agent trace logging and token-level audit trails.</p>
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<p>The full governance architecture is in the guardrail framework that addresses each of these failure modes. Pilot design incorporating realistic failure rates and costs is in the ROI and risk analysis for your first AI SRE pilot. For the full AI SRE landscape including the promise and the peril, the series overview covers where failure mode analysis fits within the broader discipline.</p>
<h2>Frequently Asked Questions</h2>
<h3>Does a 3–15% tool-calling failure rate make AI SRE unusable?</h3>
<p>No — but it makes autonomous remediation risky at scale without compensating architecture. At 15% per-call failure across a 30-call chain, the probability of at least one failure exceeds 99%. The answer is scoped autonomy, not abandonment.</p>
<h3>Is the €8,500/month cost typical or an outlier?</h3>
<p>It&#8217;s a documented production case, not an engineered worst case. The 15x multiplier is driven by multi-agent token multiplication, not unusual usage patterns. Teams with lower incident volumes will see lower absolute costs, but the same multiplier dynamic applies.</p>
<h3>What is the difference between a hallucination and a bug in the AI agent?</h3>
<p>A bug is deterministic: same input, same wrong output, reproducible and patchable. A hallucination is non-deterministic: the agent may respond correctly nine times out of ten and fabricate on the tenth, under conditions that are difficult to isolate. Hallucinations require guardrails — not patches.</p>
<h3>How do I know if my AI SRE agent has been prompt-injected?</h3>
<p>Most deployments have no injection detection in place. Behavioural signals: agent actions that diverge from expected runbook flow without an explained decision trail; escalations or tool calls directed at unexpected targets; suppressed alerts without documented rationale. With an 11.2% production injection success rate, assume injection attempts are occurring in any deployment that ingests untrusted log or alert data.</p>
<h3>What is the UC Berkeley MAST taxonomy and where can I read it?</h3>
<p>A 14-category classification of multi-agent LLM failure modes derived from annotation of 1,642 agent traces across seven state-of-the-art systems. Published on arXiv as arXiv:2503.13657. Inter-annotator agreement of κ = 0.88 validates the category definitions. Available open access.</p>
<h3>Why does adding more AI agents to an SRE pipeline increase risk rather than reduce it?</h3>
<p>Each additional agent adds a failure surface — its own tool-calling failures, context window limits, and non-deterministic outputs — and a propagation pathway through which its errors can cascade to dependent agents. A single-agent failure in a four-agent system triggers downstream agents operating on corrupted data. Coordination failures are one of the MAST taxonomy&#8217;s 14 categories precisely because they are systematically observed.</p>
<h3>What should I do in the first 30 minutes after my AI SRE agent worsens an incident?</h3>
<p>Revoke write access at the permission layer — not just disable the agent, but account for any queued actions. Capture agent trace logs before session expiry. Assign a human SRE lead to own the incident directly, without resuming AI-assisted investigation in the same session. Post-incident, review the agent trace for the decision point where reasoning diverged and file it as a candidate for AI-specific runbook update.</p>
<h3>How is AI-assisted remediation different from autonomous remediation in terms of risk?</h3>
<p>In AI-assisted remediation, the agent generates hypotheses but a human approves before execution. Blast radius is bounded by human decision quality. In autonomous remediation, blast radius is bounded only by the agent&#8217;s permission scope and circuit breaker architecture. The ClickHouse data shows that for novel incidents, the human-assisted model materially outperforms autonomous execution.</p>
<h3>Can I use the MAST taxonomy to evaluate AI SRE vendors?</h3>
<p>Yes. It&#8217;s a vendor-neutral framework with 14 structured categories. For each one, ask the vendor whether their architecture addresses this failure mode and what evidence they have. Vendors who can&#8217;t answer specific MAST categories have likely not stress-tested their systems at the failure boundary.</p>
<h3>What does context window management mean in practice for an SRE agent handling a major incident?</h3>
<p>A major incident accumulates context rapidly. Reasoning quality on earlier context degrades — production data shows 20% performance drop in middle-context positions. The effective context limit of 8K–50K tokens in practice may also be exceeded. For a multi-hour P1 incident, this is a routine operational constraint. Architectural responses include context compression and relevance-ranked retrieval.</p>
<h3>What governance tooling exists for controlling multi-agent AI SRE costs?</h3>
<p><a href="https://www.langchain.com/langsmith">LangSmith</a>, <a href="https://langfuse.com/">Langfuse</a>, and <a href="https://www.agentops.ai/">AgentOps</a> are the main platforms for LLM observability and spend tracking. None was designed for SRE incident management; SRE teams must configure custom dashboards for per-incident cost attribution and alert on retry loop signatures. Token budget enforcement — hard limits per incident session — is the most reliable circuit breaker available.</p>
<h3>How should I communicate an AI SRE failure to non-technical stakeholders?</h3>
<p>Frame the failure mode, not the technology: &#8220;the automated analysis tool produced an incorrect recommendation that was acted on before human review&#8221; communicates accountability without triggering broader rejection of AI tooling. Include the corrective action taken and the process change being implemented. Frame the governance gap that allowed the failure to propagate, not the AI system as broken.</p>
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"text": "LangSmith, Langfuse, and AgentOps are the main platforms for LLM observability and spend tracking. None was designed for SRE incident management; SRE teams must configure custom dashboards for per-incident cost attribution and alert on retry loop signatures. Token budget enforcement — hard limits per incident session — is the most reliable circuit breaker available."
}
},
{
"@type": "Question",
"name": "How should I communicate an AI SRE failure to non-technical stakeholders?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Frame the failure mode, not the technology: 'the automated analysis tool produced an incorrect recommendation that was acted on before human review' communicates accountability without triggering broader rejection of AI tooling. Include the corrective action taken and the process change being implemented. Frame the governance gap that allowed the failure to propagate, not the AI system as broken."
}
}
]
}
</script></p>
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2|CINK SLIM|CINK SLIM 2|CINK +|CINK KING|CINK PEAX|CINK SLIM|SUBLIM",iMobile:"i-mobile (IQ|i-STYLE|idea|ZAA|Hitz)",SimValley:"\\b(SP-80|XT-930|SX-340|XT-930|SX-310|SP-360|SP60|SPT-800|SP-120|SPT-800|SP-140|SPX-5|SPX-8|SP-100|SPX-8|SPX-12)\\b",Wolfgang:"AT-B24D|AT-AS50HD|AT-AS40W|AT-AS55HD|AT-AS45q2|AT-B26D|AT-AS50Q",Alcatel:"Alcatel",Nintendo:"Nintendo (3DS|Switch)",Amoi:"Amoi",INQ:"INQ",OnePlus:"ONEPLUS",GenericPhone:"Tapatalk|PDA;|SAGEM|\\bmmp\\b|pocket|\\bpsp\\b|symbian|Smartphone|smartfon|treo|up.browser|up.link|vodafone|\\bwap\\b|nokia|Series40|Series60|S60|SonyEricsson|N900|MAUI.*WAP.*Browser"},tablets:{iPad:"iPad|iPad.*Mobile",NexusTablet:"Android.*Nexus[\\s]+(7|9|10)",GoogleTablet:"Android.*Pixel C",SamsungTablet:"SAMSUNG.*Tablet|Galaxy.*Tab|SC-01C|GT-P1000|GT-P1003|GT-P1010|GT-P3105|GT-P6210|GT-P6800|GT-P6810|GT-P7100|GT-P7300|GT-P7310|GT-P7500|GT-P7510|SCH-I800|SCH-I815|SCH-I905|SGH-I957|SGH-I987|SGH-T849|SGH-T859|SGH-T869|SPH-P100|GT-P3100|GT-P3108|GT-P3110|GT-P5100|GT-P5110|GT-P6200|GT-P7320|GT-P7511|GT-N8000|GT-P8510|SGH-I497|SPH-P500|SGH-T779|SCH-I705|SCH-I915|GT-N8013|GT-P3113|GT-P5113|GT-P8110|GT-N8010|GT-N8005|GT-N8020|GT-P1013|GT-P6201|GT-P7501|GT-N5100|GT-N5105|GT-N5110|SHV-E140K|SHV-E140L|SHV-E140S|SHV-E150S|SHV-E230K|SHV-E230L|SHV-E230S|SHW-M180K|SHW-M180L|SHW-M180S|SHW-M180W|SHW-M300W|SHW-M305W|SHW-M380K|SHW-M380S|SHW-M380W|SHW-M430W|SHW-M480K|SHW-M480S|SHW-M480W|SHW-M485W|SHW-M486W|SHW-M500W|GT-I9228|SCH-P739|SCH-I925|GT-I9200|GT-P5200|GT-P5210|GT-P5210X|SM-T311|SM-T310|SM-T310X|SM-T210|SM-T210R|SM-T211|SM-P600|SM-P601|SM-P605|SM-P900|SM-P901|SM-T217|SM-T217A|SM-T217S|SM-P6000|SM-T3100|SGH-I467|XE500|SM-T110|GT-P5220|GT-I9200X|GT-N5110X|GT-N5120|SM-P905|SM-T111|SM-T2105|SM-T315|SM-T320|SM-T320X|SM-T321|SM-T520|SM-T525|SM-T530NU|SM-T230NU|SM-T330NU|SM-T900|XE500T1C|SM-P605V|SM-P905V|SM-T337V|SM-T537V|SM-T707V|SM-T807V|SM-P600X|SM-P900X|SM-T210X|SM-T230|SM-T230X|SM-T325|GT-P7503|SM-T531|SM-T330|SM-T530|SM-T705|SM-T705C|SM-T535|SM-T331|SM-T800|SM-T700|SM-T537|SM-T807|SM-P907A|SM-T337A|SM-T537A|SM-T707A|SM-T807A|SM-T237|SM-T807P|SM-P607T|SM-T217T|SM-T337T|SM-T807T|SM-T116NQ|SM-T116BU|SM-P550|SM-T350|SM-T550|SM-T9000|SM-P9000|SM-T705Y|SM-T805|GT-P3113|SM-T710|SM-T810|SM-T815|SM-T360|SM-T533|SM-T113|SM-T335|SM-T715|SM-T560|SM-T670|SM-T677|SM-T377|SM-T567|SM-T357T|SM-T555|SM-T561|SM-T713|SM-T719|SM-T813|SM-T819|SM-T580|SM-T355Y?|SM-T280|SM-T817A|SM-T820|SM-W700|SM-P580|SM-T587|SM-P350|SM-P555M|SM-P355M|SM-T113NU|SM-T815Y|SM-T585|SM-T285|SM-T825|SM-W708|SM-T835|SM-T830|SM-T837V|SM-T720|SM-T510|SM-T387V|SM-P610|SM-T290|SM-T515|SM-T590|SM-T595|SM-T725|SM-T817P|SM-P585N0|SM-T395|SM-T295|SM-T865|SM-P610N|SM-P615|SM-T970|SM-T380|SM-T5950|SM-T905|SM-T231|SM-T500|SM-T860",Kindle:"Kindle|Silk.*Accelerated|Android.*\\b(KFOT|KFTT|KFJWI|KFJWA|KFOTE|KFSOWI|KFTHWI|KFTHWA|KFAPWI|KFAPWA|WFJWAE|KFSAWA|KFSAWI|KFASWI|KFARWI|KFFOWI|KFGIWI|KFMEWI)\\b|Android.*Silk/[0-9.]+ like Chrome/[0-9.]+ (?!Mobile)",SurfaceTablet:"Windows NT [0-9.]+; ARM;.*(Tablet|ARMBJS)",HPTablet:"HP Slate (7|8|10)|HP ElitePad 900|hp-tablet|EliteBook.*Touch|HP 8|Slate 21|HP SlateBook 10",AsusTablet:"^.*PadFone((?!Mobile).)*$|Transformer|TF101|TF101G|TF300T|TF300TG|TF300TL|TF700T|TF700KL|TF701T|TF810C|ME171|ME301T|ME302C|ME371MG|ME370T|ME372MG|ME172V|ME173X|ME400C|Slider SL101|\\bK00F\\b|\\bK00C\\b|\\bK00E\\b|\\bK00L\\b|TX201LA|ME176C|ME102A|\\bM80TA\\b|ME372CL|ME560CG|ME372CG|ME302KL| K010 | K011 | K017 | K01E |ME572C|ME103K|ME170C|ME171C|\\bME70C\\b|ME581C|ME581CL|ME8510C|ME181C|P01Y|PO1MA|P01Z|\\bP027\\b|\\bP024\\b|\\bP00C\\b",BlackBerryTablet:"PlayBook|RIM Tablet",HTCtablet:"HTC_Flyer_P512|HTC Flyer|HTC Jetstream|HTC-P715a|HTC EVO View 4G|PG41200|PG09410",MotorolaTablet:"xoom|sholest|MZ615|MZ605|MZ505|MZ601|MZ602|MZ603|MZ604|MZ606|MZ607|MZ608|MZ609|MZ615|MZ616|MZ617",NookTablet:"Android.*Nook|NookColor|nook browser|BNRV200|BNRV200A|BNTV250|BNTV250A|BNTV400|BNTV600|LogicPD Zoom2",AcerTablet:"Android.*; \\b(A100|A101|A110|A200|A210|A211|A500|A501|A510|A511|A700|A701|W500|W500P|W501|W501P|W510|W511|W700|G100|G100W|B1-A71|B1-710|B1-711|A1-810|A1-811|A1-830)\\b|W3-810|\\bA3-A10\\b|\\bA3-A11\\b|\\bA3-A20\\b|\\bA3-A30|A3-A40",ToshibaTablet:"Android.*(AT100|AT105|AT200|AT205|AT270|AT275|AT300|AT305|AT1S5|AT500|AT570|AT700|AT830)|TOSHIBA.*FOLIO",LGTablet:"\\bL-06C|LG-V909|LG-V900|LG-V700|LG-V510|LG-V500|LG-V410|LG-V400|LG-VK810\\b",FujitsuTablet:"Android.*\\b(F-01D|F-02F|F-05E|F-10D|M532|Q572)\\b",PrestigioTablet:"PMP3170B|PMP3270B|PMP3470B|PMP7170B|PMP3370B|PMP3570C|PMP5870C|PMP3670B|PMP5570C|PMP5770D|PMP3970B|PMP3870C|PMP5580C|PMP5880D|PMP5780D|PMP5588C|PMP7280C|PMP7280C3G|PMP7280|PMP7880D|PMP5597D|PMP5597|PMP7100D|PER3464|PER3274|PER3574|PER3884|PER5274|PER5474|PMP5097CPRO|PMP5097|PMP7380D|PMP5297C|PMP5297C_QUAD|PMP812E|PMP812E3G|PMP812F|PMP810E|PMP880TD|PMT3017|PMT3037|PMT3047|PMT3057|PMT7008|PMT5887|PMT5001|PMT5002",LenovoTablet:"Lenovo TAB|Idea(Tab|Pad)( A1|A10| K1|)|ThinkPad([ ]+)?Tablet|YT3-850M|YT3-X90L|YT3-X90F|YT3-X90X|Lenovo.*(S2109|S2110|S5000|S6000|K3011|A3000|A3500|A1000|A2107|A2109|A1107|A5500|A7600|B6000|B8000|B8080)(-|)(FL|F|HV|H|)|TB-X103F|TB-X304X|TB-X304F|TB-X304L|TB-X505F|TB-X505L|TB-X505X|TB-X605F|TB-X605L|TB-8703F|TB-8703X|TB-8703N|TB-8704N|TB-8704F|TB-8704X|TB-8704V|TB-7304F|TB-7304I|TB-7304X|Tab2A7-10F|Tab2A7-20F|TB2-X30L|YT3-X50L|YT3-X50F|YT3-X50M|YT-X705F|YT-X703F|YT-X703L|YT-X705L|YT-X705X|TB2-X30F|TB2-X30L|TB2-X30M|A2107A-F|A2107A-H|TB3-730F|TB3-730M|TB3-730X|TB-7504F|TB-7504X|TB-X704F|TB-X104F|TB3-X70F|TB-X705F|TB-8504F|TB3-X70L|TB3-710F|TB-X704L",DellTablet:"Venue 11|Venue 8|Venue 7|Dell Streak 10|Dell Streak 7",YarvikTablet:"Android.*\\b(TAB210|TAB211|TAB224|TAB250|TAB260|TAB264|TAB310|TAB360|TAB364|TAB410|TAB411|TAB420|TAB424|TAB450|TAB460|TAB461|TAB464|TAB465|TAB467|TAB468|TAB07-100|TAB07-101|TAB07-150|TAB07-151|TAB07-152|TAB07-200|TAB07-201-3G|TAB07-210|TAB07-211|TAB07-212|TAB07-214|TAB07-220|TAB07-400|TAB07-485|TAB08-150|TAB08-200|TAB08-201-3G|TAB08-201-30|TAB09-100|TAB09-211|TAB09-410|TAB10-150|TAB10-201|TAB10-211|TAB10-400|TAB10-410|TAB13-201|TAB274EUK|TAB275EUK|TAB374EUK|TAB462EUK|TAB474EUK|TAB9-200)\\b",MedionTablet:"Android.*\\bOYO\\b|LIFE.*(P9212|P9514|P9516|S9512)|LIFETAB",ArnovaTablet:"97G4|AN10G2|AN7bG3|AN7fG3|AN8G3|AN8cG3|AN7G3|AN9G3|AN7dG3|AN7dG3ST|AN7dG3ChildPad|AN10bG3|AN10bG3DT|AN9G2",IntensoTablet:"INM8002KP|INM1010FP|INM805ND|Intenso Tab|TAB1004",IRUTablet:"M702pro",MegafonTablet:"MegaFon V9|\\bZTE V9\\b|Android.*\\bMT7A\\b",EbodaTablet:"E-Boda (Supreme|Impresspeed|Izzycomm|Essential)",AllViewTablet:"Allview.*(Viva|Alldro|City|Speed|All TV|Frenzy|Quasar|Shine|TX1|AX1|AX2)",ArchosTablet:"\\b(101G9|80G9|A101IT)\\b|Qilive 97R|Archos5|\\bARCHOS (70|79|80|90|97|101|FAMILYPAD|)(b|c|)(G10| Cobalt| TITANIUM(HD|)| Xenon| Neon|XSK| 2| XS 2| PLATINUM| CARBON|GAMEPAD)\\b",AinolTablet:"NOVO7|NOVO8|NOVO10|Novo7Aurora|Novo7Basic|NOVO7PALADIN|novo9-Spark",NokiaLumiaTablet:"Lumia 2520",SonyTablet:"Sony.*Tablet|Xperia Tablet|Sony Tablet S|SO-03E|SGPT12|SGPT13|SGPT114|SGPT121|SGPT122|SGPT123|SGPT111|SGPT112|SGPT113|SGPT131|SGPT132|SGPT133|SGPT211|SGPT212|SGPT213|SGP311|SGP312|SGP321|EBRD1101|EBRD1102|EBRD1201|SGP351|SGP341|SGP511|SGP512|SGP521|SGP541|SGP551|SGP621|SGP641|SGP612|SOT31|SGP771|SGP611|SGP612|SGP712",PhilipsTablet:"\\b(PI2010|PI3000|PI3100|PI3105|PI3110|PI3205|PI3210|PI3900|PI4010|PI7000|PI7100)\\b",CubeTablet:"Android.*(K8GT|U9GT|U10GT|U16GT|U17GT|U18GT|U19GT|U20GT|U23GT|U30GT)|CUBE U8GT",CobyTablet:"MID1042|MID1045|MID1125|MID1126|MID7012|MID7014|MID7015|MID7034|MID7035|MID7036|MID7042|MID7048|MID7127|MID8042|MID8048|MID8127|MID9042|MID9740|MID9742|MID7022|MID7010",MIDTablet:"M9701|M9000|M9100|M806|M1052|M806|T703|MID701|MID713|MID710|MID727|MID760|MID830|MID728|MID933|MID125|MID810|MID732|MID120|MID930|MID800|MID731|MID900|MID100|MID820|MID735|MID980|MID130|MID833|MID737|MID960|MID135|MID860|MID736|MID140|MID930|MID835|MID733|MID4X10",MSITablet:"MSI \\b(Primo 73K|Primo 73L|Primo 81L|Primo 77|Primo 93|Primo 75|Primo 76|Primo 73|Primo 81|Primo 91|Primo 90|Enjoy 71|Enjoy 7|Enjoy 10)\\b",SMiTTablet:"Android.*(\\bMID\\b|MID-560|MTV-T1200|MTV-PND531|MTV-P1101|MTV-PND530)",RockChipTablet:"Android.*(RK2818|RK2808A|RK2918|RK3066)|RK2738|RK2808A",FlyTablet:"IQ310|Fly Vision",bqTablet:"Android.*(bq)?.*\\b(Elcano|Curie|Edison|Maxwell|Kepler|Pascal|Tesla|Hypatia|Platon|Newton|Livingstone|Cervantes|Avant|Aquaris ([E|M]10|M8))\\b|Maxwell.*Lite|Maxwell.*Plus",HuaweiTablet:"MediaPad|MediaPad 7 Youth|IDEOS S7|S7-201c|S7-202u|S7-101|S7-103|S7-104|S7-105|S7-106|S7-201|S7-Slim|M2-A01L|BAH-L09|BAH-W09|AGS-L09|CMR-AL19",NecTablet:"\\bN-06D|\\bN-08D",PantechTablet:"Pantech.*P4100",BronchoTablet:"Broncho.*(N701|N708|N802|a710)",VersusTablet:"TOUCHPAD.*[78910]|\\bTOUCHTAB\\b",ZyncTablet:"z1000|Z99 2G|z930|z990|z909|Z919|z900",PositivoTablet:"TB07STA|TB10STA|TB07FTA|TB10FTA",NabiTablet:"Android.*\\bNabi",KoboTablet:"Kobo Touch|\\bK080\\b|\\bVox\\b Build|\\bArc\\b Build",DanewTablet:"DSlide.*\\b(700|701R|702|703R|704|802|970|971|972|973|974|1010|1012)\\b",TexetTablet:"NaviPad|TB-772A|TM-7045|TM-7055|TM-9750|TM-7016|TM-7024|TM-7026|TM-7041|TM-7043|TM-7047|TM-8041|TM-9741|TM-9747|TM-9748|TM-9751|TM-7022|TM-7021|TM-7020|TM-7011|TM-7010|TM-7023|TM-7025|TM-7037W|TM-7038W|TM-7027W|TM-9720|TM-9725|TM-9737W|TM-1020|TM-9738W|TM-9740|TM-9743W|TB-807A|TB-771A|TB-727A|TB-725A|TB-719A|TB-823A|TB-805A|TB-723A|TB-715A|TB-707A|TB-705A|TB-709A|TB-711A|TB-890HD|TB-880HD|TB-790HD|TB-780HD|TB-770HD|TB-721HD|TB-710HD|TB-434HD|TB-860HD|TB-840HD|TB-760HD|TB-750HD|TB-740HD|TB-730HD|TB-722HD|TB-720HD|TB-700HD|TB-500HD|TB-470HD|TB-431HD|TB-430HD|TB-506|TB-504|TB-446|TB-436|TB-416|TB-146SE|TB-126SE",PlaystationTablet:"Playstation.*(Portable|Vita)",TrekstorTablet:"ST10416-1|VT10416-1|ST70408-1|ST702xx-1|ST702xx-2|ST80208|ST97216|ST70104-2|VT10416-2|ST10216-2A|SurfTab",PyleAudioTablet:"\\b(PTBL10CEU|PTBL10C|PTBL72BC|PTBL72BCEU|PTBL7CEU|PTBL7C|PTBL92BC|PTBL92BCEU|PTBL9CEU|PTBL9CUK|PTBL9C)\\b",AdvanTablet:"Android.* \\b(E3A|T3X|T5C|T5B|T3E|T3C|T3B|T1J|T1F|T2A|T1H|T1i|E1C|T1-E|T5-A|T4|E1-B|T2Ci|T1-B|T1-D|O1-A|E1-A|T1-A|T3A|T4i)\\b ",DanyTechTablet:"Genius Tab G3|Genius Tab S2|Genius Tab Q3|Genius Tab G4|Genius Tab Q4|Genius Tab G-II|Genius TAB GII|Genius TAB GIII|Genius Tab S1",GalapadTablet:"Android [0-9.]+; [a-z-]+; \\bG1\\b",MicromaxTablet:"Funbook|Micromax.*\\b(P250|P560|P360|P362|P600|P300|P350|P500|P275)\\b",KarbonnTablet:"Android.*\\b(A39|A37|A34|ST8|ST10|ST7|Smart Tab3|Smart Tab2)\\b",AllFineTablet:"Fine7 Genius|Fine7 Shine|Fine7 Air|Fine8 Style|Fine9 More|Fine10 Joy|Fine11 Wide",PROSCANTablet:"\\b(PEM63|PLT1023G|PLT1041|PLT1044|PLT1044G|PLT1091|PLT4311|PLT4311PL|PLT4315|PLT7030|PLT7033|PLT7033D|PLT7035|PLT7035D|PLT7044K|PLT7045K|PLT7045KB|PLT7071KG|PLT7072|PLT7223G|PLT7225G|PLT7777G|PLT7810K|PLT7849G|PLT7851G|PLT7852G|PLT8015|PLT8031|PLT8034|PLT8036|PLT8080K|PLT8082|PLT8088|PLT8223G|PLT8234G|PLT8235G|PLT8816K|PLT9011|PLT9045K|PLT9233G|PLT9735|PLT9760G|PLT9770G)\\b",YONESTablet:"BQ1078|BC1003|BC1077|RK9702|BC9730|BC9001|IT9001|BC7008|BC7010|BC708|BC728|BC7012|BC7030|BC7027|BC7026",ChangJiaTablet:"TPC7102|TPC7103|TPC7105|TPC7106|TPC7107|TPC7201|TPC7203|TPC7205|TPC7210|TPC7708|TPC7709|TPC7712|TPC7110|TPC8101|TPC8103|TPC8105|TPC8106|TPC8203|TPC8205|TPC8503|TPC9106|TPC9701|TPC97101|TPC97103|TPC97105|TPC97106|TPC97111|TPC97113|TPC97203|TPC97603|TPC97809|TPC97205|TPC10101|TPC10103|TPC10106|TPC10111|TPC10203|TPC10205|TPC10503",GUTablet:"TX-A1301|TX-M9002|Q702|kf026",PointOfViewTablet:"TAB-P506|TAB-navi-7-3G-M|TAB-P517|TAB-P-527|TAB-P701|TAB-P703|TAB-P721|TAB-P731N|TAB-P741|TAB-P825|TAB-P905|TAB-P925|TAB-PR945|TAB-PL1015|TAB-P1025|TAB-PI1045|TAB-P1325|TAB-PROTAB[0-9]+|TAB-PROTAB25|TAB-PROTAB26|TAB-PROTAB27|TAB-PROTAB26XL|TAB-PROTAB2-IPS9|TAB-PROTAB30-IPS9|TAB-PROTAB25XXL|TAB-PROTAB26-IPS10|TAB-PROTAB30-IPS10",OvermaxTablet:"OV-(SteelCore|NewBase|Basecore|Baseone|Exellen|Quattor|EduTab|Solution|ACTION|BasicTab|TeddyTab|MagicTab|Stream|TB-08|TB-09)|Qualcore 1027",HCLTablet:"HCL.*Tablet|Connect-3G-2.0|Connect-2G-2.0|ME Tablet U1|ME Tablet U2|ME Tablet G1|ME Tablet X1|ME Tablet Y2|ME Tablet Sync",DPSTablet:"DPS Dream 9|DPS Dual 7",VistureTablet:"V97 HD|i75 3G|Visture V4( HD)?|Visture V5( HD)?|Visture V10",CrestaTablet:"CTP(-)?810|CTP(-)?818|CTP(-)?828|CTP(-)?838|CTP(-)?888|CTP(-)?978|CTP(-)?980|CTP(-)?987|CTP(-)?988|CTP(-)?989",MediatekTablet:"\\bMT8125|MT8389|MT8135|MT8377\\b",ConcordeTablet:"Concorde([ ]+)?Tab|ConCorde ReadMan",GoCleverTablet:"GOCLEVER TAB|A7GOCLEVER|M1042|M7841|M742|R1042BK|R1041|TAB A975|TAB A7842|TAB A741|TAB A741L|TAB M723G|TAB M721|TAB A1021|TAB I921|TAB R721|TAB I720|TAB T76|TAB R70|TAB R76.2|TAB R106|TAB R83.2|TAB M813G|TAB I721|GCTA722|TAB I70|TAB I71|TAB S73|TAB R73|TAB R74|TAB R93|TAB R75|TAB R76.1|TAB A73|TAB A93|TAB A93.2|TAB T72|TAB R83|TAB R974|TAB R973|TAB A101|TAB A103|TAB A104|TAB A104.2|R105BK|M713G|A972BK|TAB A971|TAB R974.2|TAB R104|TAB R83.3|TAB A1042",ModecomTablet:"FreeTAB 9000|FreeTAB 7.4|FreeTAB 7004|FreeTAB 7800|FreeTAB 2096|FreeTAB 7.5|FreeTAB 1014|FreeTAB 1001 |FreeTAB 8001|FreeTAB 9706|FreeTAB 9702|FreeTAB 7003|FreeTAB 7002|FreeTAB 1002|FreeTAB 7801|FreeTAB 1331|FreeTAB 1004|FreeTAB 8002|FreeTAB 8014|FreeTAB 9704|FreeTAB 1003",VoninoTablet:"\\b(Argus[ _]?S|Diamond[ _]?79HD|Emerald[ _]?78E|Luna[ _]?70C|Onyx[ _]?S|Onyx[ _]?Z|Orin[ _]?HD|Orin[ _]?S|Otis[ _]?S|SpeedStar[ _]?S|Magnet[ _]?M9|Primus[ _]?94[ _]?3G|Primus[ _]?94HD|Primus[ _]?QS|Android.*\\bQ8\\b|Sirius[ _]?EVO[ _]?QS|Sirius[ _]?QS|Spirit[ _]?S)\\b",ECSTablet:"V07OT2|TM105A|S10OT1|TR10CS1",StorexTablet:"eZee[_']?(Tab|Go)[0-9]+|TabLC7|Looney Tunes Tab",VodafoneTablet:"SmartTab([ ]+)?[0-9]+|SmartTabII10|SmartTabII7|VF-1497|VFD 1400",EssentielBTablet:"Smart[ ']?TAB[ ]+?[0-9]+|Family[ ']?TAB2",RossMoorTablet:"RM-790|RM-997|RMD-878G|RMD-974R|RMT-705A|RMT-701|RME-601|RMT-501|RMT-711",iMobileTablet:"i-mobile i-note",TolinoTablet:"tolino tab [0-9.]+|tolino shine",AudioSonicTablet:"\\bC-22Q|T7-QC|T-17B|T-17P\\b",AMPETablet:"Android.* A78 ",SkkTablet:"Android.* (SKYPAD|PHOENIX|CYCLOPS)",TecnoTablet:"TECNO P9|TECNO DP8D",JXDTablet:"Android.* \\b(F3000|A3300|JXD5000|JXD3000|JXD2000|JXD300B|JXD300|S5800|S7800|S602b|S5110b|S7300|S5300|S602|S603|S5100|S5110|S601|S7100a|P3000F|P3000s|P101|P200s|P1000m|P200m|P9100|P1000s|S6600b|S908|P1000|P300|S18|S6600|S9100)\\b",iJoyTablet:"Tablet (Spirit 7|Essentia|Galatea|Fusion|Onix 7|Landa|Titan|Scooby|Deox|Stella|Themis|Argon|Unique 7|Sygnus|Hexen|Finity 7|Cream|Cream X2|Jade|Neon 7|Neron 7|Kandy|Scape|Saphyr 7|Rebel|Biox|Rebel|Rebel 8GB|Myst|Draco 7|Myst|Tab7-004|Myst|Tadeo Jones|Tablet Boing|Arrow|Draco Dual Cam|Aurix|Mint|Amity|Revolution|Finity 9|Neon 9|T9w|Amity 4GB Dual Cam|Stone 4GB|Stone 8GB|Andromeda|Silken|X2|Andromeda II|Halley|Flame|Saphyr 9,7|Touch 8|Planet|Triton|Unique 10|Hexen 10|Memphis 4GB|Memphis 8GB|Onix 10)",FX2Tablet:"FX2 PAD7|FX2 PAD10",XoroTablet:"KidsPAD 701|PAD[ ]?712|PAD[ ]?714|PAD[ ]?716|PAD[ ]?717|PAD[ ]?718|PAD[ ]?720|PAD[ ]?721|PAD[ ]?722|PAD[ ]?790|PAD[ ]?792|PAD[ ]?900|PAD[ ]?9715D|PAD[ ]?9716DR|PAD[ ]?9718DR|PAD[ ]?9719QR|PAD[ ]?9720QR|TelePAD1030|Telepad1032|TelePAD730|TelePAD731|TelePAD732|TelePAD735Q|TelePAD830|TelePAD9730|TelePAD795|MegaPAD 1331|MegaPAD 1851|MegaPAD 2151",ViewsonicTablet:"ViewPad 10pi|ViewPad 10e|ViewPad 10s|ViewPad E72|ViewPad7|ViewPad E100|ViewPad 7e|ViewSonic VB733|VB100a",VerizonTablet:"QTAQZ3|QTAIR7|QTAQTZ3|QTASUN1|QTASUN2|QTAXIA1",OdysTablet:"LOOX|XENO10|ODYS[ -](Space|EVO|Xpress|NOON)|\\bXELIO\\b|Xelio10Pro|XELIO7PHONETAB|XELIO10EXTREME|XELIOPT2|NEO_QUAD10",CaptivaTablet:"CAPTIVA PAD",IconbitTablet:"NetTAB|NT-3702|NT-3702S|NT-3702S|NT-3603P|NT-3603P|NT-0704S|NT-0704S|NT-3805C|NT-3805C|NT-0806C|NT-0806C|NT-0909T|NT-0909T|NT-0907S|NT-0907S|NT-0902S|NT-0902S",TeclastTablet:"T98 4G|\\bP80\\b|\\bX90HD\\b|X98 Air|X98 Air 3G|\\bX89\\b|P80 3G|\\bX80h\\b|P98 Air|\\bX89HD\\b|P98 3G|\\bP90HD\\b|P89 3G|X98 3G|\\bP70h\\b|P79HD 3G|G18d 3G|\\bP79HD\\b|\\bP89s\\b|\\bA88\\b|\\bP10HD\\b|\\bP19HD\\b|G18 3G|\\bP78HD\\b|\\bA78\\b|\\bP75\\b|G17s 3G|G17h 3G|\\bP85t\\b|\\bP90\\b|\\bP11\\b|\\bP98t\\b|\\bP98HD\\b|\\bG18d\\b|\\bP85s\\b|\\bP11HD\\b|\\bP88s\\b|\\bA80HD\\b|\\bA80se\\b|\\bA10h\\b|\\bP89\\b|\\bP78s\\b|\\bG18\\b|\\bP85\\b|\\bA70h\\b|\\bA70\\b|\\bG17\\b|\\bP18\\b|\\bA80s\\b|\\bA11s\\b|\\bP88HD\\b|\\bA80h\\b|\\bP76s\\b|\\bP76h\\b|\\bP98\\b|\\bA10HD\\b|\\bP78\\b|\\bP88\\b|\\bA11\\b|\\bA10t\\b|\\bP76a\\b|\\bP76t\\b|\\bP76e\\b|\\bP85HD\\b|\\bP85a\\b|\\bP86\\b|\\bP75HD\\b|\\bP76v\\b|\\bA12\\b|\\bP75a\\b|\\bA15\\b|\\bP76Ti\\b|\\bP81HD\\b|\\bA10\\b|\\bT760VE\\b|\\bT720HD\\b|\\bP76\\b|\\bP73\\b|\\bP71\\b|\\bP72\\b|\\bT720SE\\b|\\bC520Ti\\b|\\bT760\\b|\\bT720VE\\b|T720-3GE|T720-WiFi",OndaTablet:"\\b(V975i|Vi30|VX530|V701|Vi60|V701s|Vi50|V801s|V719|Vx610w|VX610W|V819i|Vi10|VX580W|Vi10|V711s|V813|V811|V820w|V820|Vi20|V711|VI30W|V712|V891w|V972|V819w|V820w|Vi60|V820w|V711|V813s|V801|V819|V975s|V801|V819|V819|V818|V811|V712|V975m|V101w|V961w|V812|V818|V971|V971s|V919|V989|V116w|V102w|V973|Vi40)\\b[\\s]+|V10 \\b4G\\b",JaytechTablet:"TPC-PA762",BlaupunktTablet:"Endeavour 800NG|Endeavour 1010",DigmaTablet:"\\b(iDx10|iDx9|iDx8|iDx7|iDxD7|iDxD8|iDsQ8|iDsQ7|iDsQ8|iDsD10|iDnD7|3TS804H|iDsQ11|iDj7|iDs10)\\b",EvolioTablet:"ARIA_Mini_wifi|Aria[ _]Mini|Evolio X10|Evolio X7|Evolio X8|\\bEvotab\\b|\\bNeura\\b",LavaTablet:"QPAD E704|\\bIvoryS\\b|E-TAB IVORY|\\bE-TAB\\b",AocTablet:"MW0811|MW0812|MW0922|MTK8382|MW1031|MW0831|MW0821|MW0931|MW0712",MpmanTablet:"MP11 OCTA|MP10 OCTA|MPQC1114|MPQC1004|MPQC994|MPQC974|MPQC973|MPQC804|MPQC784|MPQC780|\\bMPG7\\b|MPDCG75|MPDCG71|MPDC1006|MP101DC|MPDC9000|MPDC905|MPDC706HD|MPDC706|MPDC705|MPDC110|MPDC100|MPDC99|MPDC97|MPDC88|MPDC8|MPDC77|MP709|MID701|MID711|MID170|MPDC703|MPQC1010",CelkonTablet:"CT695|CT888|CT[\\s]?910|CT7 Tab|CT9 Tab|CT3 Tab|CT2 Tab|CT1 Tab|C820|C720|\\bCT-1\\b",WolderTablet:"miTab \\b(DIAMOND|SPACE|BROOKLYN|NEO|FLY|MANHATTAN|FUNK|EVOLUTION|SKY|GOCAR|IRON|GENIUS|POP|MINT|EPSILON|BROADWAY|JUMP|HOP|LEGEND|NEW AGE|LINE|ADVANCE|FEEL|FOLLOW|LIKE|LINK|LIVE|THINK|FREEDOM|CHICAGO|CLEVELAND|BALTIMORE-GH|IOWA|BOSTON|SEATTLE|PHOENIX|DALLAS|IN 101|MasterChef)\\b",MediacomTablet:"M-MPI10C3G|M-SP10EG|M-SP10EGP|M-SP10HXAH|M-SP7HXAH|M-SP10HXBH|M-SP8HXAH|M-SP8MXA",MiTablet:"\\bMI PAD\\b|\\bHM NOTE 1W\\b",NibiruTablet:"Nibiru M1|Nibiru Jupiter One",NexoTablet:"NEXO NOVA|NEXO 10|NEXO AVIO|NEXO FREE|NEXO GO|NEXO EVO|NEXO 3G|NEXO SMART|NEXO KIDDO|NEXO MOBI",LeaderTablet:"TBLT10Q|TBLT10I|TBL-10WDKB|TBL-10WDKBO2013|TBL-W230V2|TBL-W450|TBL-W500|SV572|TBLT7I|TBA-AC7-8G|TBLT79|TBL-8W16|TBL-10W32|TBL-10WKB|TBL-W100",UbislateTablet:"UbiSlate[\\s]?7C",PocketBookTablet:"Pocketbook",KocasoTablet:"\\b(TB-1207)\\b",HisenseTablet:"\\b(F5281|E2371)\\b",Hudl:"Hudl HT7S3|Hudl 2",TelstraTablet:"T-Hub2",GenericTablet:"Android.*\\b97D\\b|Tablet(?!.*PC)|BNTV250A|MID-WCDMA|LogicPD Zoom2|\\bA7EB\\b|CatNova8|A1_07|CT704|CT1002|\\bM721\\b|rk30sdk|\\bEVOTAB\\b|M758A|ET904|ALUMIUM10|Smartfren Tab|Endeavour 1010|Tablet-PC-4|Tagi Tab|\\bM6pro\\b|CT1020W|arc 10HD|\\bTP750\\b|\\bQTAQZ3\\b|WVT101|TM1088|KT107"},oss:{AndroidOS:"Android",BlackBerryOS:"blackberry|\\bBB10\\b|rim tablet os",PalmOS:"PalmOS|avantgo|blazer|elaine|hiptop|palm|plucker|xiino",SymbianOS:"Symbian|SymbOS|Series60|Series40|SYB-[0-9]+|\\bS60\\b",WindowsMobileOS:"Windows CE.*(PPC|Smartphone|Mobile|[0-9]{3}x[0-9]{3})|Windows Mobile|Windows Phone [0-9.]+|WCE;",WindowsPhoneOS:"Windows Phone 10.0|Windows Phone 8.1|Windows Phone 8.0|Windows Phone OS|XBLWP7|ZuneWP7|Windows NT 6.[23]; ARM;",iOS:"\\biPhone.*Mobile|\\biPod|\\biPad|AppleCoreMedia",iPadOS:"CPU OS 13",SailfishOS:"Sailfish",MeeGoOS:"MeeGo",MaemoOS:"Maemo",JavaOS:"J2ME/|\\bMIDP\\b|\\bCLDC\\b",webOS:"webOS|hpwOS",badaOS:"\\bBada\\b",BREWOS:"BREW"},uas:{Chrome:"\\bCrMo\\b|CriOS|Android.*Chrome/[.0-9]* (Mobile)?",Dolfin:"\\bDolfin\\b",Opera:"Opera.*Mini|Opera.*Mobi|Android.*Opera|Mobile.*OPR/[0-9.]+$|Coast/[0-9.]+",Skyfire:"Skyfire",Edge:"\\bEdgiOS\\b|Mobile Safari/[.0-9]* Edge",IE:"IEMobile|MSIEMobile",Firefox:"fennec|firefox.*maemo|(Mobile|Tablet).*Firefox|Firefox.*Mobile|FxiOS",Bolt:"bolt",TeaShark:"teashark",Blazer:"Blazer",Safari:"Version((?!\\bEdgiOS\\b).)*Mobile.*Safari|Safari.*Mobile|MobileSafari",WeChat:"\\bMicroMessenger\\b",UCBrowser:"UC.*Browser|UCWEB",baiduboxapp:"baiduboxapp",baidubrowser:"baidubrowser",DiigoBrowser:"DiigoBrowser",Mercury:"\\bMercury\\b",ObigoBrowser:"Obigo",NetFront:"NF-Browser",GenericBrowser:"NokiaBrowser|OviBrowser|OneBrowser|TwonkyBeamBrowser|SEMC.*Browser|FlyFlow|Minimo|NetFront|Novarra-Vision|MQQBrowser|MicroMessenger",PaleMoon:"Android.*PaleMoon|Mobile.*PaleMoon"},props:{Mobile:"Mobile/[VER]",Build:"Build/[VER]",Version:"Version/[VER]",VendorID:"VendorID/[VER]",iPad:"iPad.*CPU[a-z ]+[VER]",iPhone:"iPhone.*CPU[a-z ]+[VER]",iPod:"iPod.*CPU[a-z ]+[VER]",Kindle:"Kindle/[VER]",Chrome:["Chrome/[VER]","CriOS/[VER]","CrMo/[VER]"],Coast:["Coast/[VER]"],Dolfin:"Dolfin/[VER]",Firefox:["Firefox/[VER]","FxiOS/[VER]"],Fennec:"Fennec/[VER]",Edge:"Edge/[VER]",IE:["IEMobile/[VER];","IEMobile [VER]","MSIE [VER];","Trident/[0-9.]+;.*rv:[VER]"],NetFront:"NetFront/[VER]",NokiaBrowser:"NokiaBrowser/[VER]",Opera:[" OPR/[VER]","Opera Mini/[VER]","Version/[VER]"],"Opera Mini":"Opera Mini/[VER]","Opera Mobi":"Version/[VER]",UCBrowser:["UCWEB[VER]","UC.*Browser/[VER]"],MQQBrowser:"MQQBrowser/[VER]",MicroMessenger:"MicroMessenger/[VER]",baiduboxapp:"baiduboxapp/[VER]",baidubrowser:"baidubrowser/[VER]",SamsungBrowser:"SamsungBrowser/[VER]",Iron:"Iron/[VER]",Safari:["Version/[VER]","Safari/[VER]"],Skyfire:"Skyfire/[VER]",Tizen:"Tizen/[VER]",Webkit:"webkit[ /][VER]",PaleMoon:"PaleMoon/[VER]",SailfishBrowser:"SailfishBrowser/[VER]",Gecko:"Gecko/[VER]",Trident:"Trident/[VER]",Presto:"Presto/[VER]",Goanna:"Goanna/[VER]",iOS:" \\bi?OS\\b [VER][ ;]{1}",Android:"Android [VER]",Sailfish:"Sailfish [VER]",BlackBerry:["BlackBerry[\\w]+/[VER]","BlackBerry.*Version/[VER]","Version/[VER]"],BREW:"BREW [VER]",Java:"Java/[VER]","Windows Phone OS":["Windows Phone OS [VER]","Windows Phone [VER]"],"Windows Phone":"Windows Phone [VER]","Windows CE":"Windows CE/[VER]","Windows NT":"Windows NT [VER]",Symbian:["SymbianOS/[VER]","Symbian/[VER]"],webOS:["webOS/[VER]","hpwOS/[VER];"]},utils:{Bot:"Googlebot|facebookexternalhit|Google-AMPHTML|s~amp-validator|AdsBot-Google|Google Keyword Suggestion|Facebot|YandexBot|YandexMobileBot|bingbot|ia_archiver|AhrefsBot|Ezooms|GSLFbot|WBSearchBot|Twitterbot|TweetmemeBot|Twikle|PaperLiBot|Wotbox|UnwindFetchor|Exabot|MJ12bot|YandexImages|TurnitinBot|Pingdom|contentkingapp|AspiegelBot",MobileBot:"Googlebot-Mobile|AdsBot-Google-Mobile|YahooSeeker/M1A1-R2D2",DesktopMode:"WPDesktop",TV:"SonyDTV|HbbTV",WebKit:"(webkit)[ /]([\\w.]+)",Console:"\\b(Nintendo|Nintendo WiiU|Nintendo 3DS|Nintendo Switch|PLAYSTATION|Xbox)\\b",Watch:"SM-V700"}},g.detectMobileBrowsers={fullPattern:/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i,
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