{"id":215939,"date":"2026-08-04T11:49:40","date_gmt":"2026-08-04T11:49:40","guid":{"rendered":"https:\/\/10pearls.com\/uk\/blog\/\/"},"modified":"2026-08-06T05:49:35","modified_gmt":"2026-08-06T05:49:35","slug":"ai-code-security-testing-ai-generated-code","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/","title":{"rendered":"AI Code Security: Who\u2019s Testing AI-Generated Code?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"215939\" class=\"elementor elementor-215939\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8737600 e-flex e-con-boxed e-con e-parent\" data-id=\"8737600\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-163ce0d elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"163ce0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Who's Testing the AI-Generated \nCode? Closing the Gap in AI \nCode Security <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82e6830 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"82e6830\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">By Peter Hesse<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">7 min read<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Updated Jul 2026<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdb4e34 e-flex e-con-boxed e-con e-parent\" data-id=\"fdb4e34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9f6cb7b e-con-full e-flex e-con e-child\" data-id=\"9f6cb7b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c1490e2 elementor-widget elementor-widget-heading\" data-id=\"c1490e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Summary<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-432dcd5 elementor-widget elementor-widget-text-editor\" data-id=\"432dcd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>As AI-generated code redefines both software development and quality assurance, we explore why quality engineering must evolve to address AI-generated code, emerging security risks, and modern testing practices that help enterprises deliver AI-enabled software with greater confidence.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6904ee6 e-con-full e-flex e-con e-child\" data-id=\"6904ee6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-91fe40c e-con-full e-flex e-con e-child\" data-id=\"91fe40c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5bb1a39 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"5bb1a39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>For many engineering teams, AI has become a software development partner capable of producing code in a fraction of time. It can write functions, suggest architectures, refactor legacy applications, and even create unit tests. However, as organizations accelerate software delivery with AI, one critical question is receiving far less attention: Who&#8217;s testing the AI?<\/p><p>AI-generated code doesn&#8217;t simply change how software is written. It changes what quality engineering must validate. Security vulnerabilities, hallucinated dependencies, and unpredictable behavior can all pass conventional reviews while appearing perfectly legitimate.<\/p><p>However, <a href=\"https:\/\/www.applause.com\/state-of-digital-quality-2026\/ai-report\/\" target=\"_blank\" rel=\"noopener nofollow\">44.1%<\/a> of organizations surveyed have deactivated AI features in production because of quality or reliability concerns, according to an Applause report. Rather than slowing adoption, this highlights the need for stronger validation and governance as AI-assisted development becomes mainstream. That is why AI code security is no longer just a developer concern and is becoming more of a quality engineering challenge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28a3d5b indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"28a3d5b\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"WhyAICode\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why AI code security is now a QA problem  <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a3981f section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7a3981f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>With the help of AI, teams can produce code faster than it can be validated, and now the burden of finding defects is increasingly shifting downstream to quality engineering.<\/p><p>The challenge is not simply that AI introduces bugs. AI-generated code can appear well-structured, compile successfully, and pass peer review while still containing functional defects or security vulnerabilities. According to a recent study, <a href=\"https:\/\/www.theregister.com\/ai-ml\/2026\/05\/20\/ai-code-boom-drives-production-failures-higher-spending\/5243787\" target=\"_blank\" rel=\"noopener nofollow\">70%<\/a> of respondents said test-suite maintenance is now a bigger burden than writing code itself, while <a href=\"https:\/\/www.theregister.com\/ai-ml\/2026\/05\/20\/ai-code-boom-drives-production-failures-higher-spending\/5243787\" target=\"_blank\" rel=\"noopener nofollow\">81%<\/a> of enterprise technology leaders surveyed reported an increase in production issues linked to AI-generated code.<\/p><p>Every defect that reaches production, whether functional or security-related, is ultimately an AI code quality issue, making QA a crucial aspect of a layered validation model for AI-generated code and enterprise systems. Here are four of the biggest challenges in terms of AI code testing, and how leading enterprises are addressing them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70f1999 card-shadow section-head-margin-bottom elementor-widget elementor-widget-video\" data-id=\"70f1999\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/shorts\\\/bWPqsk2MR3I&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f9ae2d indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0f9ae2d\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"traditionalQA\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Where traditional QA still applies &amp; where it doesn't <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3a0b28 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"d3a0b28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>When testing <strong>AI-generated code<\/strong>, traditional software engineering practices still apply. Once implemented, that code behaves deterministically like any other application code and should be validated with conventional functional, regression, and security testing.<\/p><p>The challenge changes when the application itself incorporates <strong>generative AI at runtime<\/strong>. Large language models are probabilistic, meaning the same prompt can produce different (but equally acceptable) responses. In these cases, a single expected output is no longer sufficient to determine whether the system is behaving correctly.<\/p><p>Quality engineering must therefore complement deterministic testing with evaluation methods that assess consistency, safety, reliability, and adherence to business requirements across a range of acceptable outcomes. As enterprises increasingly combine AI-generated code with AI-powered features, QA teams need testing strategies that address both deterministic software behavior and probabilistic AI behavior.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dadd05b indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"dadd05b\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"securityGap\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Closing the AI code security gap <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd9a97b section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"cd9a97b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Traditional functional testing verifies that software works, but does not necessarily verify that it is secure. AI can reproduce familiar security flaws, creating AI-generated code vulnerabilities such as injection vulnerabilities, hardcoded secrets, weak input validation, insecure coding patterns, and outdated dependencies, at machine speed. Without dedicated security validation, these defects can move directly into production.<\/p><p>AI also introduces new risks. One emerging threat is <b>package hallucination<\/b>, where an AI model recommends a software library that does not exist. An attacker can register that package name in a public repository before a developer attempts to install it, introducing malicious code into the build process. This attack, known as <b>slopsquatting<\/b>, has become an emerging <b>software supply chain security<\/b> concern. A <a href=\"https:\/\/www.usenix.org\/conference\/usenixsecurity25\/presentation\/spracklen\" target=\"_blank\" rel=\"noopener nofollow\">USENIX Security research paper<\/a> found an average hallucinated-package rate of at least 5.2% for commercial models and 21.7% for open-source models, and 205,474 unique non-existent packages generated during testing.<\/p><p>These risks cannot be identified through functional testing alone. Modern quality engineering must extend beyond application behavior to include static analysis, dependency validation, software composition analysis, SBOMs, and continuous security testing.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d21f1c3 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"d21f1c3\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"rethinkingRegression\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Rethinking regression testing for AI <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9adf5a section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e9adf5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Regression testing depends on stable expectations. AI changes those expectations. When an AI-powered application produces different (but still acceptable) results, a changed output is not automatically a regression. At the same time, AI-generated code increases the volume of software being produced, creating more edge cases and interactions than traditional regression suites were designed to handle.<\/p><p>The result is a growing verification gap. QA teams must distinguish between legitimate variation and genuine defects while keeping pace with rapidly increasing development velocity. Behavioral baselines, continuous evaluation, and intelligent automation are becoming essential for maintaining confidence in AI-assisted software releases.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bb8413a indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"bb8413a\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"whenAI\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">When AI tests its own code <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a44cea7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"a44cea7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Another major risk comes into play when AI is used to generate both the application code and the QA tests to validate it. While AI can be highly effective at accelerating both activities, using the same model for implementation and test generation can introduce correlated assumptions and shared blind spots. Without independently defined requirements, acceptance criteria, risk scenarios, and test oracles, the tests may validate that the code behaves as implemented rather than whether it behaves as intended. <br \/><br \/>The solution is not to avoid AI-generated tests, but to ensure they are grounded in independently established expectations. Quality engineering teams should define what success looks like before code is generated, then use AI to accelerate implementation and testing within those guardrails. This preserves AI&#8217;s productivity benefits while maintaining confidence that testing remains objective, comprehensive, and capable of identifying both functional and security defects.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e73b803 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"e73b803\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"454\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/ai-code-security-gap-img2.webp\" class=\"attachment-large size-large wp-image-215945\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/ai-code-security-gap-img2.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/ai-code-security-gap-img2-300x158.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/ai-code-security-gap-img2-768x405.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03a6aa7 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"03a6aa7\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"enterpriseSecure\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How enterprises secure AI-generated code <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-026ba0c section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"026ba0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Addressing these challenges requires a different quality engineering model, and leading organizations are combining traditional testing with AI-specific software supply chain security practices by:<\/p><ul><li>Evaluating behavior alongside deterministic outputs<\/li><li>Keeping test specifications independent of AI-generated implementations<\/li><li>Prioritizing edge cases, security boundaries, concurrency, and error handling<\/li><li>Extending QA to include dependency validation, software composition analysis, secrets detection, and software supply chain security<\/li><li>Automating continuous AI code testing and release gates so validation scales alongside AI-assisted development<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbb0faf indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"cbb0faf\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"futureQuality\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The future of quality engineering <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a51e13 elementor-widget elementor-widget-text-editor\" data-id=\"6a51e13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI is redefining quality assurance, and as AI-generated code becomes standard practice across enterprise software development, quality engineering teams will be responsible for validating much more than just functionality. They will have to determine whether AI-generated software is trustworthy, resilient, and secure enough for production.<\/p><p>That makes AI code security one of the defining quality engineering challenges of the coming decade\u2014and one of the greatest opportunities for organizations that invest in modern testing practices today.<\/p><p>At 10Pearls, we help enterprises build quality engineering capabilities tailored for AI-driven software development. Our <a href=\"\/quality-assurance-qa\/\" target=\"_blank\" rel=\"noopener\">software quality assurance services<\/a> help enterprises embed these practices into their workflows to accelerate delivery without compromising security, quality, or compliance. The result is faster releases, stronger governance, and greater confidence that AI-generated code is reliable and ready for production.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38ea5f5 e-con-full e-flex e-con e-child\" data-id=\"38ea5f5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6761bd2 elementor-widget elementor-widget-heading\" data-id=\"6761bd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5443fb elementor-widget elementor-widget-heading\" data-id=\"d5443fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#WhyAICode\">Why AI code security is now a QA problem <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00b6cdc elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"00b6cdc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#traditionalQA\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Where traditional QA still applies &amp;  where it doesn't  <\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#securityGap\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Closing the AI code security gap <\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#rethinkingRegression\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Rethinking regression testing for AI <\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#whenAI\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">When AI tests its own code <\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-527f59e elementor-widget elementor-widget-heading\" data-id=\"527f59e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#enterpriseSecure\">How enterprises secure AI-generated code <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7085f26 elementor-widget elementor-widget-heading\" data-id=\"7085f26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#futureQuality\">The future of quality engineering <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f3e42fd section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"f3e42fd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25b307e indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"25b307e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related blogs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42999aa elementor-widget elementor-widget-insights_section_widget\" data-id=\"42999aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"insights_section_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\t\t\/* \u2500\u2500 Widget wrapper \u2500\u2500 *\/\n\t\t#isw-42999aa {\n\t\t\tposition: relative;\n\t\t\tpadding: 0 40px; \/* space for arrows on left\/right *\/\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-42999aa .isw-outer {\n\t\t\tposition: relative;\n\t\t\toverflow: hidden;\n\t\t\tpadding: 20px 0;\n\t\t\tmargin: -20px 0;\n\t\t}\n\t\t#isw-42999aa .isw-track {\n\t\t\tdisplay: flex;\n\t\t\tflex-direction: row;\n\t\t\tflex-wrap: nowrap;\n\t\t\tgap: 20px;\n\t\t\ttransition: transform .5s cubic-bezier(.25,.46,.45,.94);\n\t\t\twill-change: transform;\n\t\t\talign-items: stretch;\n\t\t\tvisibility: hidden;\n\t\t}\n\t\t#isw-42999aa .isw-slide { flex-shrink: 0; box-sizing: border-box; display: flex; }\n\n\t\t\/* \u2500\u2500 Card \u2014 no shadow by default, only on hover \u2500\u2500 *\/\n\t\t#isw-42999aa .isw-card {\n\t\t\tborder-radius: 16px; overflow: hidden; width: 100%; flex: 1;\n\t\t\tposition: relative; height: 380px; background: #fff;\n\t\t\tbox-shadow: none;\n\t\t\ttransition: box-shadow .3s ease;\n\t\t}\n\t\t#isw-42999aa .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\n\t\t\/* Layer 1 \u2014 Image *\/\n\t\t#isw-42999aa .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-42999aa .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%; display: block; object-fit: cover;\n\t\t}\n\n\t\t\/* Layer 2 \u2014 Text bar *\/\n\t\t#isw-42999aa .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 35%; z-index: 2;\n\t\t\tbackground: #fff; padding: 16px 24px 20px;\n\t\t\tbox-sizing: border-box; display: flex; flex-direction: column;\n\t\t\tgap: 8px; overflow: hidden;\n\t\t\ttransition: height .35s cubic-bezier(.4,0,.2,1);\n\t\t}\n\t\t#isw-42999aa .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-42999aa .isw-excerpt-wrap,\n\t\t#isw-42999aa .isw-readmore-wrap { display: none; }\n\t\t#isw-42999aa .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-42999aa .isw-card:hover .isw-readmore-wrap { display: block; margin-top: auto; }\n\n\t\t\/* \u2500\u2500 Variation 2 overrides \u2500\u2500 *\/\n\t\t#isw-42999aa.isw-v2 .isw-card {\n\t\t\theight: 530px;\n\t\t\tborder-radius: 15px;\n\t\t\tbox-shadow: none;\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%;\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\tobject-fit: cover;\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 120px; z-index: 2;\n\t\t\tpadding: 12px 20px;\n\t\t\tbox-sizing: border-box; display: flex;\n\t\t\tflex-direction: column; gap: 6px;\n\t\t\toverflow: hidden; justify-content: center;\n\t\t\ttransition: height .2s ease-in-out, padding .2s ease-in-out;\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-card:hover .isw-text-wrap {\n\t\t\theight: 100% !important;\n\t\t\tpadding: 24px 20px !important;\n\t\t\tjustify-content: flex-start !important;\n\t\t\toverflow-y: auto !important;\n\t\t}\n\t\t#isw-42999aa.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-42999aa.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-42999aa.isw-v2 .isw-readmore { text-decoration: none; display: inline-block; }\n\t\t#isw-42999aa.isw-v2 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-42999aa.isw-v2 .isw-card:hover .isw-readmore-wrap {\n\t\t\tdisplay: flex; justify-content: flex-end; margin-top: auto;\n\t\t}\n\n\t\t\/* \u2500\u2500 Tag \u2014 no underline, same for V1 and V2 \u2500\u2500 *\/\n\t\t#isw-42999aa .isw-tag {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 14px !important;\n\t\t\tfont-weight: 600 !important;\n\t\t\ttext-transform: uppercase;\n\t\t\topacity: 0.75;\n\t\t\tmargin: 0;\n\t\t\tline-height: 18px;\n\t\t\tborder-bottom: none !important;\n\t\t\tdisplay: block;\n\t\t}\n\n\t\t\/* \u2500\u2500 Title \u2500\u2500 *\/\n\t\t#isw-42999aa .isw-title {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 20px !important;\n\t\t\tfont-weight: 700 !important;\n\t\t\tline-height: 24px !important;\n\t\t\tcolor: #171616 !important;\n\t\t\tmargin: 0;\n\t\t\tdisplay: -webkit-box;\n\t\t\t-webkit-line-clamp: 3;\n\t\t\t-webkit-box-orient: vertical;\n\t\t\toverflow: hidden;\n\t\t}\n\t\t#isw-42999aa .isw-title a { color: inherit !important; text-decoration: none; }\n\n\t\t\/* \u2500\u2500 Arrows \u2014 outside the slider via widget padding \u2500\u2500 *\/\n\t\t#isw-42999aa .isw-prev,\n\t\t#isw-42999aa .isw-next {\n\t\t\tposition: absolute;\n\t\t\ttop: calc(50% - 30px); \/* vertically centered on card area *\/\n\t\t\ttransform: translateY(-50%);\n\t\t\tbackground: none !important;\n\t\t\tborder: none !important;\n\t\t\tbox-shadow: none !important;\n\t\t\tpadding: 0;\n\t\t\tcursor: pointer;\n\t\t\twidth: 24px; height: 24px;\n\t\t\tdisplay: flex;\n\t\t\talign-items: center; justify-content: center;\n\t\t\tz-index: 10;\n\t\t\toutline: none;\n\t\t}\n\t\t#isw-42999aa .isw-prev { left: 4px; }\n\t\t#isw-42999aa .isw-next { right: 4px; }\n\t\t#isw-42999aa .isw-prev::after,\n\t\t#isw-42999aa .isw-next::after,\n\t\t#isw-42999aa .isw-prev::before,\n\t\t#isw-42999aa .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-42999aa .isw-prev,\n\t\t\t#isw-42999aa .isw-next { display: none !important; }\n\t\t\t#isw-42999aa { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-42999aa.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-42999aa.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-42999aa.isw-v2 .isw-img-wrap img { object-fit: fill !important; height: 95% !important; }\n\t\t}\n\n\t\t\/* Dots *\/\n\t\t#isw-42999aa .isw-dots {\n\t\t\tdisplay: flex;\n\t\t\talign-items: center;\n\t\t\tjustify-content: center;\n\t\t\tgap: 16px;\n\t\t\tmargin-top: 32px;\n\t\t\theight: 36px;\n\t\t\tbox-sizing: content-box;\n\t\t}\n\t\t#isw-42999aa .isw-dot {\n\t\t\twidth: 10px !important;\n\t\t\theight: 10px !important;\n\t\t\tborder-radius: 50% !important;\n\t\t\tbackground: var(--e-global-color-f527530) !important;\n\t\t\topacity: 0.25;\n\t\t\tcursor: pointer;\n\t\t\tborder: none !important;\n\t\t\tpadding: 0;\n\t\t\ttransition: width .25s ease, height .25s ease, opacity .25s ease, background .25s ease, border .25s ease;\n\t\t\tflex-shrink: 0;\n\t\t\tdisplay: block;\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-42999aa .isw-dot.active {\n\t\t\twidth: 14px !important;\n\t\t\theight: 14px !important;\n\t\t\topacity: 1 !important;\n\t\t\tbackground: var(--e-global-color-5d532a8) !important;\n\t\t\tborder: 3px solid var(--e-global-color-f527530) !important;\n\t\t}\n\n\t\t\/* Read More *\/\n\t\t#isw-42999aa .isw-readmore {\n\t\t\tfont-size: 14px; font-weight: 600;\n\t\t\ttext-decoration: none; color: #171616 !important;\n\t\t\tborder-bottom: 1px solid #171616;\n\t\t\tdisplay: inline-block;\n\t\t}\n\t\t<\/style><div id=\"isw-42999aa\" class=\"isw-v2\"><button class=\"isw-prev\" aria-label=\"Previous\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M15.75 19.5L8.25 12L15.75 4.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button class=\"isw-next\" aria-label=\"Next\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M8.25 4.5L15.75 12L8.25 19.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><div class=\"isw-outer\"><div class=\"isw-track\"><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/enterprise-ai-agent-security-lessons\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/OpenAI-and-Hugging-Face-Featured-1024x1024.webp\" alt=\"Enterprise AI Agent Security: Lessons from the OpenAI Incident\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/enterprise-ai-agent-security-lessons\/\">Enterprise AI Agent Security: Lessons from the OpenAI Incident<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The recent OpenAI testing incident offers a timely reminder that AI agent security needs to go beyond the model itself....<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/enterprise-ai-agent-security-lessons\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/offshore-software-development-companies\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/Top-Offshore-Software-Development-Main-thumbnail-1024x1024.webp\" alt=\"Top 10 offshore software development companies (2026)\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/offshore-software-development-companies\/\">Top 10 offshore software development companies (2026)<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In a recent Mauloa podcast, 10Pearls CEO Imran Aftab shares practical lessons on AI-native transformation, leadership, engineering excellence, and building...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/offshore-software-development-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/ai-code-security-gap-thumbnail.webp\" alt=\"AI Code Security: Who\u2019s Testing AI-Generated Code?\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/\">AI Code Security: Who\u2019s Testing AI-Generated Code?<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">This article compares the top 10 custom software development companies for 2026. The rankings are based on the average review...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-code-security-testing-ai-generated-code\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/nevigating-ai-shift-blog-featured-1024x1024.webp\" alt=\"Navigating the AI Shift: Lessons from Imran Aftab\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\">Navigating the AI Shift: Lessons from Imran Aftab<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In a recent Mauloa podcast, 10Pearls CEO Imran Aftab shares practical lessons on AI-native transformation, leadership, engineering excellence, and building...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/last-social-mile-blog-featured-1024x1024.webp\" alt=\"How AI Is Reaching the Charity Sector\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\">How AI Is Reaching the Charity Sector<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is reshaping how charities work and how people donate. The real opportunity lies less in new tools than in...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/ai-software-testing-companies-blog-thumb-1024x1024.webp\" alt=\"Top AI-Powered Software Testing Companies\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\">Top AI-Powered Software Testing Companies<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Compare the top AI-powered software testing services and learn how automation, self-healing tests, and AI-augmented QA de-risk enterprise releases.<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/Why-AI-Powered-QA-Main-thumbnail.webp\" alt=\"Why AI-Powered QA Still Needs Human Judgement\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\">Why AI-Powered QA Still Needs Human Judgement<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is helping QA teams move faster, generating test cases, healing broken automation, and flagging risk before it becomes a...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/The-Future-of-Software-Engineering-main-thumbnail-1024x1024.webp\" alt=\"How AI Is Changing Software Engineering Roles\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\">How AI Is Changing Software Engineering Roles<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is changing what makes software engineers valuable. Learn why business context, architecture, and problem-solving matter more than ever in...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/corporate-ai-featured.webp\" alt=\"Corporate AI Implementation Failure &#8211; Role of Leadership\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\">Corporate AI Implementation Failure &#8211; Role of Leadership<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Most enterprises now share the same models and tools, so why does AI still fail? The gap is leadership: prioritization,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-can-avoid-ai-skill-erosion\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-6-1024x1024.webp\" alt=\"AI Skill Erosion &#8211; The Hidden Cost of AI Dependency\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-can-avoid-ai-skill-erosion\/\">AI Skill Erosion &#8211; The Hidden Cost of AI Dependency<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">As AI adoption accelerates, enterprises face a hidden challenge: skill erosion. Learn how governance, oversight, and human judgment prevent thinkslop.<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-can-avoid-ai-skill-erosion\/\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-42999aa\";\n\t\t\tvar spvDesk  = 3;\n\t\t\tvar spvTab   = 2;\n\t\t\tvar gap      = 20;\n\t\t\tvar total    = 10;\n\t\t\tvar autoplay = true;\n\t\t\tvar autoSpd  = 5000;\n\t\t\tvar showDots = true;\n\n\t\t\tvar wrap  = document.getElementById(id);\n\t\t\tif(!wrap) return;\n\t\t\tvar outer  = wrap.querySelector(\".isw-outer\");\n\t\t\tvar track  = wrap.querySelector(\".isw-track\");\n\t\t\tvar slides = wrap.querySelectorAll(\".isw-slide\");\n\t\t\tvar dotsWrap = wrap.querySelector(\".isw-dots\");\n\t\t\tvar btnPrev  = wrap.querySelector(\".isw-prev\");\n\t\t\tvar btnNext  = wrap.querySelector(\".isw-next\");\n\n\t\t\tvar cur      = 0;\n\t\t\tvar timer    = null;\n\t\t\tvar spv      = spvDesk;\n\n\t\t\tfunction getSpv(){\n\t\t\t\tvar w = window.innerWidth;\n\t\t\t\tif(w <= 480)  return 1;\n\t\t\t\tif(w <= 900)  return spvTab;\n\t\t\t\treturn spvDesk;\n\t\t\t}\n\n\t\t\tfunction setSlideWidths(){\n\t\t\t\tspv = getSpv();\n\t\t\t\tvar outerW = outer.offsetWidth;\n\t\t\t\tvar slideW = (outerW - gap * (spv - 1)) \/ spv;\n\t\t\t\t[].forEach.call(slides, function(s){\n\t\t\t\t\ts.style.width    = slideW + \"px\";\n\t\t\t\t\ts.style.minWidth = slideW + \"px\";\n\t\t\t\t});\n\t\t\t}\n\n\t\t\tfunction maxPage(){ return Math.max(0, total - spv); 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