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Start Here - Pick Your Path
๐Ÿ‘‹ Hey there! ๐–๐ž๐ฅ๐œ๐จ๐ฆ๐ž ๐ญ๐จ ๐€๐ˆ & ๐๐€ ๐€๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐จ๐ซ community. If you want the fastest answer on where to start, use the path that fits you now. ๐Ÿ. ๐˜๐จ๐ฎ ๐š๐ฅ๐ซ๐ž๐š๐๐ฒ ๐ค๐ง๐จ๐ฐ ๐ฉ๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฆ๐ข๐ง๐  ๐š๐ง๐ ๐ญ๐ž๐ฌ๐ญ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐€๐ˆ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐‹๐ข๐ฏ๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ - This path is for QA automation engineers and SDETs who want to use AI coding agents in real workflows. Read that post if you want the full workshop details. ๓ €  ๓ €  ๓ €  ๐Ÿ. ๐˜๐จ๐ฎ ๐š๐ซ๐ž ๐š ๐ฆ๐š๐ง๐ฎ๐š๐ฅ ๐ญ๐ž๐ฌ๐ญ๐ž๐ซ ๐ฆ๐จ๐ฏ๐ข๐ง๐  ๐ข๐ง๐ญ๐จ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐๐€ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐€๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐จ๐ซ - This path is for people who still need the foundations: programming, Playwright, framework building, and job-ready automation skills. Start with the course here
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AI Coding Agents: ๐€๐ˆ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐‹๐ข๐ฏ๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ
AI is changing Software Development. And it is changing QA with it. QA Engineers who know how to use AI will: โฌฉDeliver in days what used to take two weeks โฌฉDo work that used to require deep expertise. With AI, basic knowledge can produce senior-level results โฌฉGet instant AI feedback on tests, code, and debugging decisions The same applies to Software Developers. AI multiplies their delivery speed. QA becomes the bottleneck. That's why companies are fighting to hire QA Engineers who can match that speed. ๐Ÿ’ก In fact, as of early 2026, many companies started adding AI coding tasks to their interview process. QA Engineers who ignore AI won't just fall behind, they risk losing their career entirely. That's not doomsaying. In 2026, tech companies laid off 55,775 people (https://www.trueup.io/layoffs). So, are those layoffs because AI is replacing people? No. AI is not replacing anyone. People who use AI are replacing people who donโ€™t. Unlike the transition from Manual Testing to QA Automation, which took a decade, this shift is happening fast. Capable AI Coding Agents only became real in late 2025. Just a few months later, the entire tech world had changed. That's what this community is about. It's for people who see this shift and understand that right now is not just a pivotal moment for them. It's a short golden window to become one of the first truly AI-Powered QA Automation Engineers / SDETs and set yourself up for a long, safe, and extremely high-paying QA career. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐€๐›๐จ๐ฎ๐ญ ๐Œ๐ž, ๐š๐ง๐ ๐ฐ๐ก๐ฒ ๐ˆ ๐›๐ฎ๐ข๐ฅ๐ญ ๐€๐ˆ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐‹๐ข๐ฏ๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ I'm ๐Œ๐š๐ญ๐ฏ๐ข๐ฒ, a Vegas-based ๐๐ซ๐ข๐ง๐œ๐ข๐ฉ๐š๐ฅ ๐’๐ƒ๐„๐“ with ๐Ÿ๐ŸŽ+ ๐ฒ๐ž๐š๐ซ๐ฌ ๐จ๐Ÿ ๐ž๐ฑ๐ฉ๐ž๐ซ๐ข๐ž๐ง๐œ๐ž. Iโ€™ve worked across startups and large enterprises, building QA automation frameworks and testing infrastructure across pretty much all modern stacks and tools. In 2025 I introduced AI coding agents into my team's QA Automation workflows. The team adopted it. Management noticed. To get there, I spent $3,000+ of my own money. Not on theory, but on practice.
AI Coding Agents: ๐€๐ˆ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐‹๐ข๐ฏ๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ
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๐Ÿ“Œ Course: QA AutoTest Accelerator. Go From Manual QA to SDET in 3 Months
๐“๐ก๐ž ๐๐€ ๐€๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐†๐š๐ฉ ๐๐จ๐›๐จ๐๐ฒ ๐“๐š๐ฅ๐ค๐ฌ ๐€๐›๐จ๐ฎ๐ญ โคท You've finished another online course โคท You understand a Testing Framework โคท You've built a few test scripts, maybe even completed a portfolio project But when you look at job postings asking for "2+ years of QA Automation experience," you freeze. ๐“๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ ๐ค๐ง๐จ๐ฐ๐ฅ๐ž๐๐ ๐ž ๐ข๐ฌ๐งโ€™๐ญ ๐ญ๐ก๐ž ๐ฌ๐š๐ฆ๐ž ๐š๐ฌ ๐ฃ๐จ๐›-๐ซ๐ž๐š๐๐ฒ ๐ฌ๐ค๐ข๐ฅ๐ฅ๐ฌ. ๐€๐ง๐ ๐ž๐ฆ๐ฉ๐ฅ๐จ๐ฒ๐ž๐ซ๐ฌ ๐ค๐ง๐จ๐ฐ ๐ข๐ญ ๐ญ๐จ๐จ. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐Ÿšฉ ๐–๐ก๐š๐ญโ€™๐ฌ ๐€๐œ๐ญ๐ฎ๐š๐ฅ๐ฅ๐ฒ ๐Œ๐ข๐ฌ๐ฌ๐ข๐ง๐ : The gap between โ€œ๐ˆ ๐ฅ๐ž๐š๐ซ๐ง๐ž๐ ๐—ฆ๐—ข๐— ๐—˜ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐งโ€ and โ€œ๐ˆ ๐œ๐š๐ง ๐๐จ ๐ญ๐ก๐ข๐ฌ ๐ฃ๐จ๐›โ€ comes down to 3 things: โถ Structured, real-world training that goes beyond basics. โ‰ซ Most courses teach tools. They don't teach you how to think like an SDET and QA Automation Engineer, build frameworks from scratch, or integrate CI/CD pipelines the way companies actually use them. โท Proof of competency that employers trust. โ‰ซ Saying "I know Playwright" on your resume means nothing without verified credentials. Employers need tangible evidence you can do the work. ๐Ÿ“Œ ๐“๐ก๐š๐ญโ€™๐ฌ ๐ฐ๐ก๐ฒ ๐ˆ ๐›๐ฎ๐ข๐ฅ๐ญ ๐๐€ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐€๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐จ๐ซ ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐ : ๐€ ๐œ๐จ๐ฆ๐ฉ๐ฅ๐ž๐ญ๐ž ๐œ๐จ๐ฎ๐ซ๐ฌ๐ž ๐ญ๐ก๐š๐ญ ๐œ๐จ๐ฆ๐›๐ข๐ง๐ž๐ฌ ๐ฌ๐ญ๐ซ๐ฎ๐œ๐ญ๐ฎ๐ซ๐ž๐ ๐ญ๐ซ๐š๐ข๐ง๐ข๐ง๐ , ๐š๐ง๐ ๐ฏ๐ž๐ซ๐ข๐Ÿ๐ข๐ž๐ ๐œ๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐ญ๐ก๐š๐ญ ๐ญ๐š๐ค๐ž๐ฌ ๐ฒ๐จ๐ฎ ๐Ÿ๐ซ๐จ๐ฆ ๐ณ๐ž๐ซ๐จ ๐ญ๐จ ๐ฃ๐จ๐›-๐ซ๐ž๐š๐๐ฒ ๐ฆ๐ข๐-๐ฅ๐ž๐ฏ๐ž๐ฅ ๐’๐ƒ๐„๐“ ๐จ๐ซ ๐๐€ ๐€๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ ๐ข๐ง ๐Ÿโ€“๐Ÿ‘ ๐ฆ๐จ๐ง๐ญ๐ก๐ฌ ๐‡๐ž๐ซ๐žโ€™๐ฌ ๐‡๐จ๐ฐ ๐ˆ๐ญ ๐–๐จ๐ซ๐ค๐ฌ โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐ŸŽ“ ๐“๐ก๐ž ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐ : ๐๐€ ๐€๐ฎ๐ญ๐จ๐“๐ž๐ฌ๐ญ ๐€๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐จ๐ซ Three volumes that take you from fundamentals to job-ready: - Volume 1: QA Automation & DevOps Fundamentals + Git + GitHub CI/CD - Volume 2: Python + Playwright + Framework Building + CI/CD Integration - Volume 3: Job Search, Resume & LinkedIn Strategies, Interview Prep (Behavioral + Technical + Coding) It's a career transformation course designed around what companies actually hire for. โœ… ๐“๐ก๐ž ๐๐ซ๐จ๐จ๐Ÿ: ๐•๐ž๐ซ๐ข๐Ÿ๐ข๐ž๐ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ž ๐จ๐Ÿ ๐‚๐จ๐ฆ๐ฉ๐ฅ๐ž๐ญ๐ข๐จ๐ง - Unique verification ID for your resume and LinkedIn - Direct employer verification - Legitimate, searchable proof of your expertise โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐“๐ก๐ž ๐Œ๐š๐ญ๐ก QA Automation Engineers and SDETs earn double what manual testers make on average.
๐Ÿ“Œ Course: QA AutoTest Accelerator. Go From Manual QA to SDET in 3 Months
How to Install Playwright CLI for AI Test Automation
In the last post I explained why Playwright CLI is a better fit than Playwright MCP for AI coding agents. So before we talk about workflows, debugging, or best practices, let's make the tool clear. - What is it? - How do you install it? - And how do you run one simple command against a real website? โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐ŸŸข ๐–๐ก๐š๐ญ ๐๐ฅ๐š๐ฒ๐ฐ๐ซ๐ข๐ ๐ก๐ญ ๐‚๐‹๐ˆ ๐€๐œ๐ญ๐ฎ๐š๐ฅ๐ฅ๐ฒ ๐ˆ๐ฌ Playwright CLI is a command-line tool for controlling a browser. You run commands in the terminal, and Playwright CLI can: โžœ Open a website โžœ Click buttons โžœ Fill inputs โžœ Press keys โžœ Take screenshots โžœ Read a page snapshot It was designed for AI coding agents. But it is not only for AI. You can use it yourself from the terminal to check that the browser opens, the page loads, and the command returns useful page information. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐Ÿง  ๐‡๐จ๐ฐ ๐ˆ๐ญ ๐…๐ข๐ญ๐ฌ ๐–๐ข๐ญ๐ก ๐€๐ˆ ๐‚๐จ๐๐ข๐ง๐  ๐€๐ ๐ž๐ง๐ญ๐ฌ The workflow is simple: 1. You ask the AI agent to inspect a page or debug a UI flow. 2. The agent runs Playwright CLI commands in the terminal. 3. Playwright CLI controls the browser. 4. The agent reads the result and decides what to do next. This does not replace Selenium, Cypress, or Playwright Test. It acts as a new layer on top of the testing frameworks. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐ŸŽ ๐ˆ๐ง๐ฌ๐ญ๐š๐ฅ๐ฅ ๐๐ฅ๐š๐ฒ๐ฐ๐ซ๐ข๐ ๐ก๐ญ ๐‚๐‹๐ˆ ๐Ž๐ง ๐Œ๐š๐œ You need `Node.js` and `npm ` first. If you already have them, check in Terminal: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > node -v โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > npm -v โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ If those commands do not work, install Node.js LTS first: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > brew install node โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Once `node` and `npm` work, install Playwright CLI: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > npm install -g @playwright/cli@latest โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Then verify it: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > playwright-cli --version โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ You can also print the available commands: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > playwright-cli --help โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Now go to the project where you want to use it: โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ > cd your-project-folder
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How to Install Playwright CLI for AI Test Automation
Playwright CLI: The Practical Guide
๐Ÿง  ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ผ๐—ผ๐—น๐˜€ ๐˜‚๐˜€๐—ฒ๐—ฑ ๐˜๐—ผ ๐—ฏ๐—ฒ ๐—ฏ๐˜‚๐—ถ๐—น๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ต๐˜‚๐—บ๐—ฎ๐—ป๐˜€. 1. A QA engineer wrote the code. 2. Read the errors. 3. Decided what to try next. That was the normal workflow for years. But now everything has changed. Starting in early 2026, AI Coding Agents can handle all of those steps, while QA engineers act as managers and agentic leads. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐ŸŸ  ๐๐ฅ๐š๐ฒ๐ฐ๐ซ๐ข๐ ๐ก๐ญ ๐Œ๐‚๐ It was the first serious tool for this new AI QA workflow. It let an AI Agent look at the page, click buttons, take page snapshots, and do basic browser tasks. Main use cases for the Playwright MCP in Test Automation: - Gathering locators for the UI tests - Debugging flaky or failed tests - Read console and network logs How it works: 1. User asks an AI agent that has access to Playwright MCP to do a task. 2. The AI coding agent controls the Playwright MCP to interact with a browser. For a while, that seemed like a great option, but soon enough it was discovered that it has a few fatal issues... โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐Ÿ”ด ๐—ฃ๐—น๐—ฎ๐˜†๐˜„๐—ฟ๐—ถ๐—ด๐—ต๐˜ ๐— ๐—–๐—ฃ ๐—ถ๐˜€ ๐—ป๐—ผ๐˜ ๐˜๐—ต๐—ฒ ๐—ฏ๐—ฒ๐˜€๐˜ ๐—ผ๐—ฝ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐˜๐—ฒ๐˜€๐˜ ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป Here is how Playwright MCP works: 1. It loads a full page snapshot (HTML + CSS) into the AI agentโ€™s context after each page interaction. 2. It also loads large MCP metadata that tells the agent how to use the tool. That means Playwright MCP can eat 20โ€“30% of that memory in a single use. And once context crosses 50โ€“60%, agents start making mistakes and losing track of earlier instructions. So technically it works, but the context overhead and cost are not great. Quick recap: the AI agentโ€™s context is its working memory. It holds the current conversation, instructions, code, and everything else the agent needs to stay on track. โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ ๐ŸŸข ๐๐ฅ๐š๐ฒ๐ฐ๐ซ๐ข๐ ๐ก๐ญ ๐‚๐‹๐ˆ Playwright CLI was built to solve those problems. It gives AI agents a simple command-line utility they can call like any other terminal command: - The agent runs small commands and gets back short results. - It reads the full HTML page only when needed, not on every interaction like Playwright MCP does.
Playwright CLI: The Practical Guide
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