{"id":9370,"date":"2026-02-28T15:49:37","date_gmt":"2026-02-28T10:19:37","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?p=9370"},"modified":"2026-02-28T15:52:22","modified_gmt":"2026-02-28T10:22:22","slug":"7-types-of-ai-agents-transforming-software-testing","status":"publish","type":"post","link":"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/","title":{"rendered":"Beyond Automation: The 7 Types of AI Agents Transforming Software Testing"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div><!--[if lt IE 9]><script>document.createElement('audio');<\/script><![endif]-->\n<audio class=\"wp-audio-shortcode\" id=\"audio-9370-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-Types-of-AI-Agents-Transforming-Software-Testing.mp3?_=1\" \/><a href=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-Types-of-AI-Agents-Transforming-Software-Testing.mp3\">https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-Types-of-AI-Agents-Transforming-Software-Testing.mp3<\/a><\/audio>\n<p>&nbsp;<\/p>\n<p>Software testing is evolving from scripts to systems.<\/p>\n<p>For over two decades, automation meant writing instructions:<\/p>\n<ul>\n<li>Click this<\/li>\n<li>Validate that<\/li>\n<li>Compare expected vs actual<\/li>\n<\/ul>\n<p>But <a href=\"https:\/\/www.testleaf.com\/blog\/the-role-of-ai-agents-in-software-testing\/\">AI agents<\/a> do something fundamentally different.<\/p>\n<p>They don\u2019t just execute rules.<br \/>\nThey <strong>perceive, reason, decide, and optimize.<\/strong><\/p>\n<p>According to research from Gartner, autonomous systems will play a central role in enterprise workflows over the next few years. Meanwhile, McKinsey &amp; Company estimates AI-driven automation could significantly improve productivity across software functions.<\/p>\n<p>The real shift in QA is not automation vs manual testing.<\/p>\n<p>It is <strong>static scripts vs intelligent agents.<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Agents_in_Software_Testing\"><\/span><strong>AI Agents in Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#AI_Agents_in_Software_Testing\" >AI Agents in Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#Key_Takeaways\" >Key Takeaways:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#Beyond_Automation_7_AI_Agents_Transforming_Software_Testing\" >Beyond Automation: 7 AI Agents Transforming Software Testing<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#1_Simple_Reflex_Agents_%E2%80%93_Rule-Based_Automation\" >1. Simple Reflex Agents \u2013 Rule-Based Automation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#2%EF%B8%8F_Model-Based_Agents_%E2%80%93_Stateful_Intelligence\" >2\ufe0f. Model-Based Agents \u2013 Stateful Intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#3%EF%B8%8F_Goal-Based_Agents_%E2%80%93_Objective-Driven_Testing\" >3\ufe0f. Goal-Based Agents \u2013 Objective-Driven Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#4%EF%B8%8F_Utility-Based_Agents_%E2%80%93_Optimization_Engines\" >4\ufe0f. Utility-Based Agents \u2013 Optimization Engines<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#5%EF%B8%8F_Learning_Agents_%E2%80%93_Continuous_Improvement_Systems\" >5\ufe0f. Learning Agents \u2013 Continuous Improvement Systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#6%EF%B8%8F_Multi-Agent_Systems_%E2%80%93_Collaborative_Testing_Intelligence\" >6\ufe0f. Multi-Agent Systems \u2013 Collaborative Testing Intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#7%EF%B8%8F_Autonomous_Agents_%E2%80%93_Agentic_QA_Systems\" >7\ufe0f. Autonomous Agents \u2013 Agentic QA Systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#The_Real_Transformation_From_Test_Execution_to_AI_Orchestration\" >The Real Transformation: From Test Execution to AI Orchestration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#Traditional_Automation_vs_AI_Agents_in_Software_Testing\" >Traditional Automation vs AI Agents in Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#Why_This_Matters_Beyond_2026\" >Why This Matters Beyond 2026<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#FAQs\" >FAQs<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#1_What_are_AI_agents_in_software_testing\" >1. What are AI agents in software testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#2_How_do_AI_agents_improve_software_testing\" >2. How do AI agents improve software testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#3_What_are_the_types_of_AI_agents_in_testing\" >3. What are the types of AI agents in testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#4_Is_AI_replacing_software_testers\" >4. Is AI replacing software testers?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#5_What_are_AI_agents_in_software_testing_with_examples\" >5. What are AI agents in software testing with examples?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#6_What_are_AI_agents_in_software_testing\" >6. What are AI agents in software testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#7_AI_agent_examples\" >7. AI agent examples<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#8_AI_agent_for_test_automation\" >8. AI agent for test automation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#9_AI_agent_testing_framework\" >9. AI agent testing framework<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#1o_Is_ChatGPT_an_AI_agent\" >1o. Is ChatGPT an AI agent?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#11_How_to_test_AI_agents\" >11. How to test AI agents?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/#12_Generative_AI_agents_examples\" >12. Generative AI agents examples<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<p>AI agents in software testing are intelligent systems that go beyond scripts by <strong data-start=\"111\" data-end=\"171\">perceiving, reasoning, deciding, and improving over time<\/strong>. Unlike traditional automation that follows fixed steps, AI agents can adapt to UI changes, prioritize high-risk scenarios, reduce flaky failures using history, and even coordinate multiple testing tasks (UI, API, logs, and reporting). The most common types are <strong data-start=\"434\" data-end=\"530\">reflex, model-based, goal-based, utility-based, learning, multi-agent, and autonomous agents<\/strong>\u2014together enabling faster, smarter, and more reliable QA.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-9373\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents.webp\" alt=\"Automation scripts vs AI agents in software testing comparison infographic\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Automation-script-vs-AI-agents-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h2 data-start=\"1835\" data-end=\"1853\"><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span><strong data-start=\"1835\" data-end=\"1853\">Key Takeaways:<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul data-start=\"1854\" data-end=\"2078\">\n<li data-start=\"1854\" data-end=\"1917\">\n<p data-start=\"1856\" data-end=\"1917\">AI agents shift testing from scripts to intelligent systems<\/p>\n<\/li>\n<li data-start=\"1918\" data-end=\"1969\">\n<p data-start=\"1920\" data-end=\"1969\">Learning agents improve test accuracy over time<\/p>\n<\/li>\n<li data-start=\"1970\" data-end=\"2028\">\n<p data-start=\"1972\" data-end=\"2028\">Autonomous agents enable end-to-end testing automation<\/p>\n<\/li>\n<li data-start=\"2029\" data-end=\"2078\">\n<p data-start=\"2031\" data-end=\"2078\">QA roles are evolving toward AI orchestration<\/p>\n<\/li>\n<\/ul>\n<p>To understand this shift, we must understand the <a href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/\"><strong>7 types of AI agents<\/strong><\/a> \u2014 and more importantly, how they apply to software testing.<\/p>\n<p><strong>Recommended for You:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/top-30-playwright-interview-questions-and-answers-2025-updated-guide\/\">playwright interview questions<\/a><\/p>\n<h1><span class=\"ez-toc-section\" id=\"Beyond_Automation_7_AI_Agents_Transforming_Software_Testing\"><\/span><strong>Beyond Automation: 7 AI Agents Transforming Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-9374\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA.webp\" alt=\"7 types of AI agents in software testing diagram reflex model goal utility learning autonomous\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/7-AI-agent-types-transforming-QA-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Simple_Reflex_Agents_%E2%80%93_Rule-Based_Automation\"><\/span><strong>1. Simple Reflex Agents \u2013 Rule-Based Automation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Definition:<\/strong><br \/>\nActs only on current input using predefined rules.<\/p>\n<p>In software testing, this resembles traditional automation frameworks.<\/p>\n<p>Example:<\/p>\n<ul>\n<li>If login fails \u2192 capture screenshot<\/li>\n<li>If API status code \u2260 200 \u2192 fail test<\/li>\n<\/ul>\n<p>Most <a href=\"https:\/\/www.testleaf.com\/blog\/playwright-vs-selenium-which-to-choose-in-2025\/\">Selenium and Playwright<\/a> scripts operate at this level.<br \/>\nThey react to inputs but lack memory or learning capability.<\/p>\n<p><strong>Limitation:<\/strong><\/p>\n<ul>\n<li>No contextual awareness<\/li>\n<li>No historical learning<\/li>\n<li>High maintenance when UI changes<\/li>\n<\/ul>\n<p>This is where traditional automation begins \u2014 and often where it gets stuck.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2%EF%B8%8F_Model-Based_Agents_%E2%80%93_Stateful_Intelligence\"><\/span><strong>2\ufe0f. <\/strong><strong>Model-Based Agents \u2013 Stateful Intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Model-based agents maintain internal state.<\/p>\n<p>Instead of reacting blindly, they remember past events and understand system behavior over time.<\/p>\n<p>In QA, this enables:<\/p>\n<ul>\n<li>Flaky test detection using historical failure data<\/li>\n<li>Tracking recurring element instability<\/li>\n<li>Context-aware retries in <a href=\"https:\/\/www.testleaf.com\/blog\/stage-by-stage-ci-cd-pipeline-dev-qa-preprod-prod\/\">CI\/CD pipelines<\/a><\/li>\n<\/ul>\n<p>This is where automation becomes intelligent \u2014 not just reactive.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3%EF%B8%8F_Goal-Based_Agents_%E2%80%93_Objective-Driven_Testing\"><\/span><strong>3\ufe0f. <\/strong><strong>Goal-Based Agents \u2013 Objective-Driven Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Goal-based agents focus on outcomes rather than predefined steps.<\/p>\n<p>Instead of executing scripted flows, they pursue objectives.<\/p>\n<p>Example:<\/p>\n<p>Goal: Validate checkout flow.<\/p>\n<p>The agent determines:<\/p>\n<ul>\n<li>Input variations<\/li>\n<li>Navigation paths<\/li>\n<li>Edge cases<\/li>\n<li>Data permutations<\/li>\n<\/ul>\n<p>This reduces dependency on rigid scripts and increases adaptability.<\/p>\n<p>Goal-based systems are especially powerful in dynamic applications where <a href=\"https:\/\/docs.flowx.ai\/5.1\/docs\/building-blocks\/ui-flows\">UI flows<\/a> frequently change.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4%EF%B8%8F_Utility-Based_Agents_%E2%80%93_Optimization_Engines\"><\/span><strong>4\ufe0f. <\/strong><strong>Utility-Based Agents \u2013 Optimization Engines<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Utility-based agents select actions based on maximizing value or minimizing cost.<\/p>\n<p>In enterprise QA environments, this is critical.<\/p>\n<p>Applications in testing include:<\/p>\n<ul>\n<li>Risk-based test prioritization<\/li>\n<li>Smart regression suite optimization<\/li>\n<li>CI runtime reduction<\/li>\n<li>Cost-aware execution strategies<\/li>\n<\/ul>\n<p>Instead of running 2,000 tests blindly, a utility-based agent may intelligently run the 400 most impactful ones.<\/p>\n<p>This transforms QA from effort-driven to impact-driven.<\/p>\n<p><a href=\"https:\/\/ai-master-class.testleaf.com\/?utm_source=GenAI_Webinar&amp;utm_medium=Organic&amp;utm_campaign=GenAI_Webinar_Blog\"><img decoding=\"async\" class=\"aligncenter wp-image-8828 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass.png\" alt=\"Gen AI Masterclass\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"5%EF%B8%8F_Learning_Agents_%E2%80%93_Continuous_Improvement_Systems\"><\/span><strong>5\ufe0f. <\/strong><strong>Learning Agents \u2013 Continuous Improvement Systems<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Learning agents improve their performance over time using feedback loops.<\/p>\n<p>They refine <a href=\"https:\/\/www.testleaf.com\/blog\/solutions-and-strategies-for-selenium-automation-on-azure-pipelines\/\">strategies<\/a> based on previous outcomes.<\/p>\n<p>In software testing, this can mean:<\/p>\n<ul>\n<li>Improving test case generation sprint after sprint<\/li>\n<li>Enhancing bug prediction models<\/li>\n<li>Adapting automatically to UI structure changes<\/li>\n<li>Identifying patterns in defect leakage<\/li>\n<\/ul>\n<p>Research from Capgemini highlights how AI-driven quality engineering initiatives reduce defect leakage and improve release stability in enterprise settings.<\/p>\n<p>This is where QA becomes adaptive instead of static.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6%EF%B8%8F_Multi-Agent_Systems_%E2%80%93_Collaborative_Testing_Intelligence\"><\/span><strong>6\ufe0f. <\/strong><strong>Multi-Agent Systems \u2013 Collaborative Testing Intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A single intelligent agent can be powerful.<\/p>\n<p>Multiple coordinated agents can be transformational.<\/p>\n<p>In a multi-agent QA ecosystem:<\/p>\n<ul>\n<li>One agent generates test scenarios<\/li>\n<li>Another validates <a href=\"https:\/\/www.testleaf.com\/blog\/the-power-of-rest-api-improving-scalability-flexibility-and-integration\/\">APIs<\/a><\/li>\n<li>Another analyzes logs for anomalies<\/li>\n<li>Another predicts release risks<\/li>\n<\/ul>\n<p>Together, they form an orchestrated <a href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/\">AI-driven testing<\/a> pipeline.<\/p>\n<p>This mirrors how modern distributed systems operate \u2014 not as monoliths, but as collaborative components.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7%EF%B8%8F_Autonomous_Agents_%E2%80%93_Agentic_QA_Systems\"><\/span><strong>7\ufe0f. <\/strong><strong>Autonomous Agents \u2013 Agentic QA Systems<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>At the highest level, autonomous agents:<\/p>\n<ul>\n<li>Plan<\/li>\n<li>Execute<\/li>\n<li>Analyze<\/li>\n<li>Optimize<\/li>\n<li>Report<\/li>\n<\/ul>\n<p>With minimal human intervention.<\/p>\n<p>In software testing, this could look like:<\/p>\n<ul>\n<li>Self-healing <a href=\"https:\/\/www.testleaf.com\/blog\/why-most-automation-frameworks-fail-and-how-to-build-one-that-lasts\/\">automation frameworks<\/a><\/li>\n<li>AI-generated regression suites<\/li>\n<li>Autonomous release validation pipelines<\/li>\n<li>Intelligent defect triage systems<\/li>\n<\/ul>\n<p>This is not theoretical.<br \/>\nIt is the direction in which enterprise QA is moving.<\/p>\n<p><strong>Don\u2019t Miss Out:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/claude-code-vs-copilot-vs-cursor-ai-agents-comparison\/\">Claude Code vs GitHub Copilot vs Cursor<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Real_Transformation_From_Test_Execution_to_AI_Orchestration\"><\/span><strong>The Real Transformation: From Test Execution to AI Orchestration<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Traditional QA roles focused on:<\/p>\n<ul>\n<li>Writing test scripts<\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/blog\/debugging-selenium-scripts\/\">Debugging failures<\/a><\/li>\n<li>Maintaining frameworks<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-9375\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow.webp\" alt=\"AI agent testing workflow pipeline diagram modern QA automation system\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/02\/Agentic-testing-workflow-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>The next generation of <a href=\"https:\/\/www.testleaf.com\/blog\/why-qa-professionals-choose-testleafs-playwright-javascript-course-online\/\">QA professionals<\/a> will focus on:<\/p>\n<ul>\n<li>Designing AI-driven test architectures<\/li>\n<li>Training and tuning intelligent agents<\/li>\n<li>Monitoring AI decision quality<\/li>\n<li>Governing responsible AI usage in testing<\/li>\n<\/ul>\n<p>The tester is not being replaced.<\/p>\n<p>The tester is being elevated.<\/p>\n<h2 data-start=\"1802\" data-end=\"1860\"><span class=\"ez-toc-section\" id=\"Traditional_Automation_vs_AI_Agents_in_Software_Testing\"><\/span><strong>Traditional Automation vs AI Agents in Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>Aspect<\/th>\n<th>Traditional Automation<\/th>\n<th>AI Agents in Testing<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Approach<\/td>\n<td>Rule-based scripts<\/td>\n<td>Goal-driven intelligence<\/td>\n<\/tr>\n<tr>\n<td>Flexibility<\/td>\n<td>Low (breaks easily)<\/td>\n<td>High (adapts to changes)<\/td>\n<\/tr>\n<tr>\n<td>Maintenance<\/td>\n<td>High effort<\/td>\n<td>Self-improving systems<\/td>\n<\/tr>\n<tr>\n<td>Test Execution<\/td>\n<td>Fixed steps<\/td>\n<td>Dynamic decision-making<\/td>\n<\/tr>\n<tr>\n<td>Handling UI Changes<\/td>\n<td>Manual updates<\/td>\n<td>Self-healing capabilities<\/td>\n<\/tr>\n<tr>\n<td>Test Coverage<\/td>\n<td>Limited by scripts<\/td>\n<td>Expands with learning<\/td>\n<\/tr>\n<tr>\n<td>CI\/CD Stability<\/td>\n<td>Flaky failures common<\/td>\n<td>Reduced failures<\/td>\n<\/tr>\n<tr>\n<td>Intelligence Level<\/td>\n<td>Reactive<\/td>\n<td>Predictive &amp; adaptive<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>You Might Also Like:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/best-generative-ai-models-in-2026-for-qa-engineers-top-7-compared-use-cases-strengths-limitations\/\">Best Generative models in 2026<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_This_Matters_Beyond_2026\"><\/span><strong>Why This Matters Beyond 2026<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>These 7 agent types are not trends.<br \/>\nThey are foundational AI architectures.<\/p>\n<p>While tools will evolve, these underlying models will continue to shape intelligent systems \u2014 including testing ecosystems \u2014 for years to come.<\/p>\n<p>Understanding these agent types allows QA leaders to:<\/p>\n<ul>\n<li>Evaluate <a href=\"https:\/\/www.testleaf.com\/blog\/from-hours-to-minutes-how-ai-tools-are-speeding-up-automation-testing\/\">AI tools<\/a> critically<\/li>\n<li>Avoid marketing hype<\/li>\n<li>Build scalable testing architectures<\/li>\n<li>Make strategic automation investments<\/li>\n<\/ul>\n<h3><strong>Final Thought<\/strong><\/h3>\n<p>Automation executes instructions.<\/p>\n<p>AI agents pursue objectives.<\/p>\n<p>The future of software testing will not be defined by how many scripts you write \u2014 but by how intelligently your systems validate quality.<\/p>\n<p>For QA professionals and leaders who want to remain relevant in the AI era, learning <a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=blog_post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>AI in software testing<\/strong><\/a> is no longer optional. It is a strategic capability.<\/p>\n<p>The era of AI-powered QA has already begun.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 data-start=\"893\" data-end=\"938\"><span class=\"ez-toc-section\" id=\"1_What_are_AI_agents_in_software_testing\"><\/span>1. What are AI agents in software testing?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"939\" data-end=\"1090\">AI agents are intelligent systems that can perceive, analyze, and make decisions to automate and optimize testing processes beyond traditional scripts.<\/p>\n<h2 data-start=\"1092\" data-end=\"1140\"><span class=\"ez-toc-section\" id=\"2_How_do_AI_agents_improve_software_testing\"><\/span><strong>2. How do AI agents improve software testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1141\" data-end=\"1280\">They reduce manual effort, detect patterns, optimize test execution, and enable self-healing automation, improving efficiency and accuracy.<\/p>\n<h2 data-start=\"1282\" data-end=\"1331\"><span class=\"ez-toc-section\" id=\"3_What_are_the_types_of_AI_agents_in_testing\"><\/span><strong>3. What are the types of AI agents in testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1332\" data-end=\"1352\">The 7 types include:<\/p>\n<ul data-start=\"1353\" data-end=\"1513\">\n<li data-start=\"1353\" data-end=\"1377\">\n<p data-start=\"1355\" data-end=\"1377\">Simple reflex agents<\/p>\n<\/li>\n<li data-start=\"1378\" data-end=\"1400\">\n<p data-start=\"1380\" data-end=\"1400\">Model-based agents<\/p>\n<\/li>\n<li data-start=\"1401\" data-end=\"1422\">\n<p data-start=\"1403\" data-end=\"1422\">Goal-based agents<\/p>\n<\/li>\n<li data-start=\"1423\" data-end=\"1447\">\n<p data-start=\"1425\" data-end=\"1447\">Utility-based agents<\/p>\n<\/li>\n<li data-start=\"1448\" data-end=\"1467\">\n<p data-start=\"1450\" data-end=\"1467\">Learning agents<\/p>\n<\/li>\n<li data-start=\"1468\" data-end=\"1491\">\n<p data-start=\"1470\" data-end=\"1491\">Multi-agent systems<\/p>\n<\/li>\n<li data-start=\"1492\" data-end=\"1513\">\n<p data-start=\"1494\" data-end=\"1513\">Autonomous agents<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"1515\" data-end=\"1554\"><span class=\"ez-toc-section\" id=\"4_Is_AI_replacing_software_testers\"><\/span><strong>4. Is AI replacing software testers?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1555\" data-end=\"1684\">No. AI enhances testers by automating repetitive tasks and enabling them to focus on strategy, analysis, and quality engineering.<\/p>\n<h2 data-start=\"350\" data-end=\"409\"><span class=\"ez-toc-section\" id=\"5_What_are_AI_agents_in_software_testing_with_examples\"><\/span><strong>5. What are AI agents in software testing with examples?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"410\" data-end=\"666\">AI agents in software testing are intelligent systems that can analyze, decide, and execute testing tasks. For example, a learning agent can detect flaky tests using past data, while a goal-based agent can validate a checkout flow without predefined steps.<\/p>\n<h2 data-start=\"673\" data-end=\"718\"><span class=\"ez-toc-section\" id=\"6_What_are_AI_agents_in_software_testing\"><\/span><strong>6. What are AI agents in software testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"719\" data-end=\"926\">AI agents are systems that go beyond automation scripts by making decisions, adapting to changes, and improving over time. They help in smarter test execution, defect prediction, and self-healing automation.<\/p>\n<h2 data-start=\"933\" data-end=\"956\"><span class=\"ez-toc-section\" id=\"7_AI_agent_examples\"><\/span><strong>7. AI agent examples<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"957\" data-end=\"1136\">Examples of AI agents include chatbots, recommendation systems, self-driving cars, and in testing\u2014self-healing automation tools, AI test generators, and defect prediction systems.<\/p>\n<h2 data-start=\"1143\" data-end=\"1177\"><span class=\"ez-toc-section\" id=\"8_AI_agent_for_test_automation\"><\/span><strong>8. AI agent for test automation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1178\" data-end=\"1349\">AI agents in test automation help generate test cases, detect UI changes, prioritize test execution, and reduce flaky failures, making automation faster and more reliable.<\/p>\n<h2 data-start=\"1356\" data-end=\"1388\"><span class=\"ez-toc-section\" id=\"9_AI_agent_testing_framework\"><\/span><strong>9. AI agent testing framework<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1389\" data-end=\"1578\">An AI agent testing framework combines automation tools with AI capabilities like learning, decision-making, and optimization. It enables adaptive testing instead of fixed script execution.<\/p>\n<h2 data-start=\"1585\" data-end=\"1614\"><span class=\"ez-toc-section\" id=\"1o_Is_ChatGPT_an_AI_agent\"><\/span><strong>1o. Is ChatGPT an AI agent?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1615\" data-end=\"1804\">ChatGPT is an AI-powered system with conversational abilities, but it becomes an AI agent when integrated with tools, memory, and decision-making capabilities to perform tasks autonomously.<\/p>\n<h2 data-start=\"1811\" data-end=\"1839\"><span class=\"ez-toc-section\" id=\"11_How_to_test_AI_agents\"><\/span><strong>11. How to test AI agents?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1840\" data-end=\"2027\">Testing AI agents involves validating their accuracy, decision-making, learning behavior, and performance. This includes scenario testing, bias checking, and monitoring outputs over time.<\/p>\n<h2 data-start=\"2034\" data-end=\"2069\"><span class=\"ez-toc-section\" id=\"12_Generative_AI_agents_examples\"><\/span><strong>12. Generative AI agents examples<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"2070\" data-end=\"2248\">Examples include <a href=\"https:\/\/www.testleaf.com\/blog\/12-best-ai-tools-for-automation-testing-in-2025-ultimate-guide-for-qa-teams\/\">AI tools<\/a> that generate test cases, create automation scripts, simulate user behavior, and produce test data using models like GPT or other large language models.<\/p>\n<h5><strong>We Also Provide Training In:<\/strong><\/h5>\n<ul>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/selenium-automation-certification-training-course.html?utm_source=blog_post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Advanced Selenium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Playwright Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Gen AI Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/aws-cloud-architect-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>AWS Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/rest-api-testing-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>REST API Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/full-stack-developer-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Full Stack Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/appium-mobile-automation-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Appium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/dev-ops-master-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>DevOps Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/apache-jmeter-testing-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>JMeter Performance Training<\/strong><\/a><\/li>\n<\/ul>\n<h6><strong>Author\u2019s Bio<\/strong>:<\/h6>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6744 size-full alignleft\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png\" sizes=\"(max-width: 200px) 100vw, 200px\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png 200w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-150x150.png 150w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-96x96.png 96w\" alt=\"Kadhir\" width=\"200\" height=\"200\" \/><\/p>\n<p>Content Writer at Testleaf, specializing in SEO-driven content for test automation, software development, and cybersecurity. I turn complex technical topics into clear, engaging stories that educate, inspire, and drive digital transformation.<\/p>\n<p><strong>Ezhirkadhir Raja<\/strong><\/p>\n<p>Content Writer \u2013 Testleaf<\/p>\n<p><a href=\"http:\/\/linkedin.com\/in\/ezhirkadhir\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/linkedin.png\" alt=\"LinkedIn Logo\" width=\"28\" height=\"28\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; Software testing is evolving from scripts to systems. For over two decades, automation meant writing instructions: Click this Validate that Compare expected vs actual But AI agents do something fundamentally different. They don\u2019t just execute rules. They perceive, reason, decide, and optimize. According to research from Gartner, autonomous systems will play a central role &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.testleaf.com\/blog\/7-types-of-ai-agents-transforming-software-testing\/\"> <span class=\"screen-reader-text\">Beyond Automation: The 7 Types of AI Agents Transforming Software Testing<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":9372,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"default","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[775],"tags":[372,785,985,945,729],"class_list":["post-9370","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-ai-agent","tag-ai-agents","tag-ai-and-ml","tag-genai"],"acf":[],"aioseo_notices":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/9370","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/comments?post=9370"}],"version-history":[{"count":5,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/9370\/revisions"}],"predecessor-version":[{"id":9380,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/9370\/revisions\/9380"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media\/9372"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media?parent=9370"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/categories?post=9370"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/tags?post=9370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}