<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Automation-Testing on Daniel Bonam</title><link>https://bonam.cc/tags/automation-testing/</link><description>Recent content in Automation-Testing on Daniel Bonam</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Wed, 02 Jul 2025 00:38:49 +0000</lastBuildDate><atom:link href="https://bonam.cc/tags/automation-testing/index.xml" rel="self" type="application/rss+xml"/><item><title>Allowing an AI to Access My Browser (E2E Tests with Playwright MCP)</title><link>https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/</link><pubDate>Wed, 02 Jul 2025 00:38:49 +0000</pubDate><guid>https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/</guid><description>&lt;img src="https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/01-1-gseuzw2va4g5zpj5o8ecdg.png" alt="Featured image of post Allowing an AI to Access My Browser (E2E Tests with Playwright MCP)" /&gt;&lt;p&gt;A major challenge in building quality software is ensuring that everything keeps working as expected — even as the codebase changes. That’s where end-to-end (E2E) tests come in. They help validate that your application behaves correctly from the user’s perspective.&lt;/p&gt;&#10;&lt;p&gt;E2E tests are great at catching bugs because they simulate real user interactions. They can detect issues that unit or integration tests might miss — like UI glitches, navigation problems, or broken user flows.&lt;/p&gt;&#10;&lt;p&gt;But let’s be honest: E2E testing isn’t always sunshine and rainbows. These tests can be slow, brittle, and hard to maintain. Writing and maintaining them is painful — especially in applications that change frequently or don’t have a solid testing foundation to begin with.&lt;/p&gt;&#10;&lt;p&gt;&lt;img class="gallery-image" data-flex-basis="426px" data-flex-grow="177" height="360" loading="lazy" sizes="(max-width: 767px) calc(100vw - 30px), (max-width: 1023px) 700px, (max-width: 1279px) 950px, 1232px" src="https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/02-0-zrarul1oe6y0y0oa.gif" width="640"&gt;&lt;/p&gt;&#10;&lt;p&gt;That’s where &lt;strong&gt;AI&lt;/strong&gt; can help. It can assist in generating and maintaining E2E tests, freeing you to focus on designing high-impact scenarios that cover critical user paths and edge cases.&lt;/p&gt;&#10;&lt;p&gt;In this article, we’ll explore how to use &lt;strong&gt;AI with Playwright&lt;/strong&gt; to generate E2E test code. You write the test scenarios, and AI handles the implementation.&lt;/p&gt;&#10;&lt;h2 id="playwright-mcp"&gt;Playwright + MCP&#10;&lt;/h2&gt;&lt;h3 id="what-is-playwright"&gt;What is Playwright?&#10;&lt;/h3&gt;&lt;p&gt;&lt;a class="link" href="https://playwright.dev" target="_blank" rel="noopener"&#10; &gt;Playwright&lt;/a&gt; is a powerful open-source library for automating web browsers. It lets you interact with web pages, fill out forms, click buttons, and perform other actions — just like a real user would. Playwright supports multiple browsers (Chromium, Firefox, WebKit) and works with JavaScript, TypeScript, Python, Java, and .NET.&lt;/p&gt;&#10;&lt;p&gt;&lt;img class="gallery-image" data-flex-basis="240px" data-flex-grow="100" height="225" loading="lazy" sizes="(max-width: 767px) calc(100vw - 30px), (max-width: 1023px) 700px, (max-width: 1279px) 950px, 1232px" src="https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/03-1-uzg52dwbln4pghflpw-dwq.png" width="225"&gt;&lt;/p&gt;&#10;&lt;p&gt;You can use it to simulate user interactions and verify your application’s behavior through automated tests.&lt;/p&gt;&#10;&lt;h3 id="and-what-ismcp"&gt;And what is MCP?&#10;&lt;/h3&gt;&lt;p&gt;MCP (Model Context Protocol) is a protocol that provides a standardized way to interact with AI models. It lets you send requests and receive responses from AI systems, abstracting away the complexity of the underlying implementation.&lt;/p&gt;&#10;&lt;p&gt;&lt;img class="gallery-image" data-flex-basis="240px" data-flex-grow="100" height="200" loading="lazy" sizes="(max-width: 767px) calc(100vw - 30px), (max-width: 1023px) 700px, (max-width: 1279px) 950px, 1232px" src="https://bonam.cc/p/allowing-an-ai-to-access-my-browser-e2e-tests-with-playwright-mcp/04-0-aoyq-biwsijfzrcq.png" width="200"&gt;&lt;/p&gt;&#10;&lt;p&gt;Think of it as an API for AI agents, where you define what tools it can use.&lt;/p&gt;&#10;&lt;h3 id="using-themtogether"&gt;Using them together&#10;&lt;/h3&gt;&lt;p&gt;Playwright enables browser automation. MCP enables seamless AI integration. Combined, they allow you to generate test scenarios and code using AI, giving the model the power to explore and test your application like a real human.&lt;/p&gt;&#10;&lt;h3 id="setup"&gt;Setup&#10;&lt;/h3&gt;&lt;p&gt;Let’s set up our project to use Playwright with MCP. We’ll install dependencies, configure the environment, and prepare everything to write AI-generated tests.&lt;/p&gt;&#10;&lt;h3 id="prerequisites"&gt;Prerequisites&#10;&lt;/h3&gt;&lt;ul&gt;&#10;&lt;li&gt;Node.js installed&lt;/li&gt;&#10;&lt;li&gt;A code edittor (e.g. VS Code, Cursor)&lt;/li&gt;&#10;&lt;li&gt;Copilot installed and configured&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;h3 id="install-and-configure-playwright"&gt;Install and configure Playwright&#10;&lt;/h3&gt;&lt;p&gt;Create a new Node.js project:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;npm init -y&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Install Playwright:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1&#10;&lt;/span&gt;&lt;span class="lnt"&gt;2&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;npm install -D @playwright/test&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;npx playwright install&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Configure MCP in VS Code&lt;/p&gt;&#10;&lt;p&gt;Create a &lt;code&gt;.vscode/mcp.json&lt;/code&gt; file with the following:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 2&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 3&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 4&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 5&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 6&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 7&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 8&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 9&#10;&lt;/span&gt;&lt;span class="lnt"&gt;10&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;{&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &amp;#34;servers&amp;#34;: {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &amp;#34;playwright&amp;#34;: {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &amp;#34;command&amp;#34;: &amp;#34;npx&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &amp;#34;args&amp;#34;: [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &amp;#34;@playwright/mcp@latest&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; ]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Then, create a prompt file called &lt;code&gt;generate-tests.prompt.md&lt;/code&gt; with this content:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 2&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 3&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 4&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 5&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 6&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 7&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 8&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 9&#10;&lt;/span&gt;&lt;span class="lnt"&gt;10&#10;&lt;/span&gt;&lt;span class="lnt"&gt;11&#10;&lt;/span&gt;&lt;span class="lnt"&gt;12&#10;&lt;/span&gt;&lt;span class="lnt"&gt;13&#10;&lt;/span&gt;&lt;span class="lnt"&gt;14&#10;&lt;/span&gt;&lt;span class="lnt"&gt;15&#10;&lt;/span&gt;&lt;span class="lnt"&gt;16&#10;&lt;/span&gt;&lt;span class="lnt"&gt;17&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-mysql" data-lang="mysql"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;tools&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s1"&gt;&amp;#39;playwright&amp;#39;&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;mode&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s1"&gt;&amp;#39;agent&amp;#39;&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;You&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;are&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Playwright&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;generator&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;You&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;are&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;given&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;scenario&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;and&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;must&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;generate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Playwright&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;for&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;it&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;DO&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;NOT&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;generate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;code&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;based&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;on&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;scenario&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;alone&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;DO&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;steps&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;one&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;by&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;one&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;using&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;tools&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;provided&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;by&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Playwright&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;MCP&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;When&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;asked&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;to&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;explore&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;website&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Navigate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;to&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;specified&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;URL&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Explore&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;one&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;key&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;feature&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;of&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;site&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;then&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;close&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;browser&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Implement&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Playwright&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;TypeScript&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;using&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="o"&gt;@&lt;/span&gt;&lt;span class="n"&gt;playwright&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;based&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;on&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;history&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;following&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;best&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;practices&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;role&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;based&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;locators&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;auto&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;retrying&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;assertions&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;and&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;no&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;unnecessary&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;timeouts&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Save&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;file&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;in&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="o"&gt;`&lt;/span&gt;&lt;span class="n"&gt;tests&lt;/span&gt;&lt;span class="o"&gt;`&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;directory&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Execute&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;the&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;and&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;iterate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;until&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;it&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;passes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Include&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;appropriate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;assertions&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;to&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;validate&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;expected&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;behavior&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;Use&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;clear&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;descriptive&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;test&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;titles&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;and&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;comments&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="w"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1&#10;&lt;/span&gt;&lt;span class="lnt"&gt;2&#10;&lt;/span&gt;&lt;span class="lnt"&gt;3&#10;&lt;/span&gt;&lt;span class="lnt"&gt;4&#10;&lt;/span&gt;&lt;span class="lnt"&gt;5&#10;&lt;/span&gt;&lt;span class="lnt"&gt;6&#10;&lt;/span&gt;&lt;span class="lnt"&gt;7&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;*That’s it! You’re all set*&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;## Writing Tests with AI&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;With everything configured, you’re ready to write tests using AI.&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Open GitHub Copilot Chat in your VS Code editor and ask it to explore a website, like:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Explore &lt;a class="link" href="https://google.com" target="_blank" rel="noopener"&#10; &gt;https://google.com&lt;/a&gt;&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1&#10;&lt;/span&gt;&lt;span class="lnt"&gt;2&#10;&lt;/span&gt;&lt;span class="lnt"&gt;3&#10;&lt;/span&gt;&lt;span class="lnt"&gt;4&#10;&lt;/span&gt;&lt;span class="lnt"&gt;5&#10;&lt;/span&gt;&lt;span class="lnt"&gt;6&#10;&lt;/span&gt;&lt;span class="lnt"&gt;7&#10;&lt;/span&gt;&lt;span class="lnt"&gt;8&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Copilot will confirm before executing the command. Click “Yes”, and it will open a browser.&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;![](05-1-bdzksmsvulhvwwvcfyjyna.png)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;![](06-1-kfcqkknlakx-aqj7hb8xeg.png)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;With the browser open, describe the actions you want it to perform:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Click on the search input, type &amp;ldquo;Playwright e2e tests&amp;rdquo;, and press Enter. Then, click on the &amp;lsquo;News&amp;rsquo; tab to view the latest updates.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1&#10;&lt;/span&gt;&lt;span class="lnt"&gt;2&#10;&lt;/span&gt;&lt;span class="lnt"&gt;3&#10;&lt;/span&gt;&lt;span class="lnt"&gt;4&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;![](07-1-jkrzbvjtqqc0mja4afm-5a.gif)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;After performing the steps, ask it to generate the test:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;&lt;p&gt;Generate a Playwright test based on the actions performed.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;&#10;&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 2&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 3&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 4&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 5&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 6&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 7&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 8&#10;&lt;/span&gt;&lt;span class="lnt"&gt; 9&#10;&lt;/span&gt;&lt;span class="lnt"&gt;10&#10;&lt;/span&gt;&lt;span class="lnt"&gt;11&#10;&lt;/span&gt;&lt;span class="lnt"&gt;12&#10;&lt;/span&gt;&lt;span class="lnt"&gt;13&#10;&lt;/span&gt;&lt;span class="lnt"&gt;14&#10;&lt;/span&gt;&lt;span class="lnt"&gt;15&#10;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&#10;&lt;td class="lntd"&gt;&#10;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-gdscript3" data-lang="gdscript3"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;The&lt;/span&gt; &lt;span class="n"&gt;AI&lt;/span&gt; &lt;span class="n"&gt;will&lt;/span&gt; &lt;span class="n"&gt;generate&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;save&lt;/span&gt; &lt;span class="n"&gt;the&lt;/span&gt; &lt;span class="n"&gt;test&lt;/span&gt; &lt;span class="n"&gt;file&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ready&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;execution&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="p"&gt;[](&lt;/span&gt;&lt;span class="mi"&gt;08&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;srdqhh0wckubyhq&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;jidzlg&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;gif&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;## Conclusion&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;Pretty&lt;/span&gt; &lt;span class="n"&gt;cool&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;right&lt;/span&gt;&lt;span class="err"&gt;?&lt;/span&gt; &lt;span class="n"&gt;In&lt;/span&gt; &lt;span class="n"&gt;this&lt;/span&gt; &lt;span class="n"&gt;article&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;we&lt;/span&gt; &lt;span class="n"&gt;saw&lt;/span&gt; &lt;span class="n"&gt;how&lt;/span&gt; &lt;span class="n"&gt;to&lt;/span&gt; &lt;span class="n"&gt;use&lt;/span&gt; &lt;span class="n"&gt;AI&lt;/span&gt; &lt;span class="n"&gt;to&lt;/span&gt; &lt;span class="n"&gt;create&lt;/span&gt; &lt;span class="n"&gt;end&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;to&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;end&lt;/span&gt; &lt;span class="n"&gt;tests&lt;/span&gt; &lt;span class="n"&gt;with&lt;/span&gt; &lt;span class="n"&gt;Playwright&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;MCP&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt; &lt;span class="n"&gt;We&lt;/span&gt; &lt;span class="n"&gt;configured&lt;/span&gt; &lt;span class="n"&gt;the&lt;/span&gt; &lt;span class="n"&gt;environment&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;installed&lt;/span&gt; &lt;span class="n"&gt;the&lt;/span&gt; &lt;span class="n"&gt;necessary&lt;/span&gt; &lt;span class="n"&gt;tools&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;walked&lt;/span&gt; &lt;span class="n"&gt;through&lt;/span&gt; &lt;span class="n"&gt;writing&lt;/span&gt; &lt;span class="n"&gt;tests&lt;/span&gt; &lt;span class="n"&gt;with&lt;/span&gt; &lt;span class="n"&gt;the&lt;/span&gt; &lt;span class="n"&gt;help&lt;/span&gt; &lt;span class="n"&gt;of&lt;/span&gt; &lt;span class="n"&gt;AI&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="p"&gt;[](&lt;/span&gt;&lt;span class="mi"&gt;09&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="n"&gt;izghufr1sfkdf1gopjqdg&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;gif&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;Of&lt;/span&gt; &lt;span class="n"&gt;course&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;AI&lt;/span&gt; &lt;span class="n"&gt;isn&lt;/span&gt;&lt;span class="err"&gt;’&lt;/span&gt;&lt;span class="n"&gt;t&lt;/span&gt; &lt;span class="n"&gt;perfect&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt; &lt;span class="n"&gt;It&lt;/span&gt; &lt;span class="n"&gt;can&lt;/span&gt; &lt;span class="n"&gt;generate&lt;/span&gt; &lt;span class="n"&gt;incorrect&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;incomplete&lt;/span&gt; &lt;span class="n"&gt;test&lt;/span&gt; &lt;span class="n"&gt;code&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt; &lt;span class="n"&gt;So&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;always&lt;/span&gt; &lt;span class="n"&gt;review&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;validate&lt;/span&gt; &lt;span class="n"&gt;the&lt;/span&gt; &lt;span class="n"&gt;output&lt;/span&gt; &lt;span class="n"&gt;before&lt;/span&gt; &lt;span class="n"&gt;relying&lt;/span&gt; &lt;span class="n"&gt;on&lt;/span&gt; &lt;span class="n"&gt;it&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt; &lt;span class="n"&gt;But&lt;/span&gt; &lt;span class="n"&gt;as&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt; &lt;span class="n"&gt;starting&lt;/span&gt; &lt;span class="n"&gt;point&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;it&lt;/span&gt;&lt;span class="err"&gt;’&lt;/span&gt;&lt;span class="n"&gt;s&lt;/span&gt; &lt;span class="n"&gt;incredibly&lt;/span&gt; &lt;span class="n"&gt;helpful&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;can&lt;/span&gt; &lt;span class="n"&gt;save&lt;/span&gt; &lt;span class="n"&gt;hours&lt;/span&gt; &lt;span class="n"&gt;of&lt;/span&gt; &lt;span class="n"&gt;manual&lt;/span&gt; &lt;span class="n"&gt;effort&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="p"&gt;[](&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;sl5zjl&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;92&lt;/span&gt;&lt;span class="n"&gt;mypo1pr&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;gif&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;And&lt;/span&gt; &lt;span class="n"&gt;remember&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;AI&lt;/span&gt; &lt;span class="n"&gt;is&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="k"&gt;tool&lt;/span&gt;&lt;span class="o"&gt;**&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;QA&lt;/span&gt; &lt;span class="n"&gt;engineers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;replacement&lt;/span&gt;&lt;span class="o"&gt;**.&lt;/span&gt; &lt;span class="n"&gt;It&lt;/span&gt; &lt;span class="n"&gt;helps&lt;/span&gt; &lt;span class="n"&gt;you&lt;/span&gt; &lt;span class="n"&gt;go&lt;/span&gt; &lt;span class="n"&gt;faster&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;but&lt;/span&gt; &lt;span class="n"&gt;quality&lt;/span&gt; &lt;span class="n"&gt;still&lt;/span&gt; &lt;span class="n"&gt;needs&lt;/span&gt; &lt;span class="n"&gt;human&lt;/span&gt; &lt;span class="n"&gt;judgment&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&#10;&lt;/div&gt;&#10;&lt;/div&gt;</description></item></channel></rss>