> ## Content Index > Fetch the complete content index at: https://softwaretestingweekly.com/llms.txt > Use this file to discover other available public pages before exploring further. # Issue #311 - URL: https://softwaretestingweekly.com/issues/311/ - Published: 2026-05-04T11:00:00.000Z - Updated: 2026-06-10T13:19:24.000Z - Description: Vibe coding works until it doesn't 👀 - Author: Dawid Dylowicz | Comment | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Welcome to the **311th** issue!*"May the 4th be with you!"*Or so goes the popular saying for today.And we've been given more force than we ever had — thanks to AI.But with great power comes great responsibility.And that's what I want to remind you with these three fantastic articles from tech leaders:[Vibe Coding Works Until It Doesn't. AI-Generated PRs Carry 1.7× More Issues](https://tech-stack.com/blog/state-of-ai-report-2026/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) by [Alex Svystun](https://www.linkedin.com/in/alexsvystun/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) (CTO)[Here Come the Bugs](https://don.medium.com/here-come-the-bugs-0c5a8d76ec40?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) by [Don Neufeld](https://www.linkedin.com/in/dneufeld/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) (CEO)[The AI Quality Paradox](https://medium.com/@davidjamesstockton/the-ai-quality-paradox-3c3063f495c1?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) by [David Stockton](https://www.linkedin.com/in/davidjstockton/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) (VP Eng)Happy testing!*[Dawid Dylowicz](https://linkedin.com/in/dawid-dylowicz/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)* | | | | Sponsored [How QA Leaders Are Actually Using AI To Improve Software Quality](https://www.browserstack.com/events/breakpoint-2026?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=digitalevent&utm%5Fcampaign=Summit%20Breakpoint-12-May-2026-Testing-Reimagined-by-Intelligent-AI&utm%5Fcampaigncode=701OW00000fkoF8YAI&utm%5Fterm=software-testing-weekly-slot-3)Most teams aren't struggling with whether to use AI, they're struggling with how to use it well. At **Breakpoint**, speakers from NVIDIA, Microsoft, KPMG, and more cover the real decisions quality engineering leaders are facing: how to scale AI across your org, where agentic and autonomous QA workflows actually deliver, and what it takes to move past the pilot. If you're figuring out where AI fits in your QA workflow, this is a practical starting point. May 12–14\. [Save your spot](https://www.browserstack.com/events/breakpoint-2026?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=digitalevent&utm%5Fcampaign=Summit%20Breakpoint-12-May-2026-Testing-Reimagined-by-Intelligent-AI&utm%5Fcampaigncode=701OW00000fkoF8YAI&utm%5Fterm=software-testing-weekly-slot-3)![browserstack.com](https://www.browserstack.com/events/breakpoint-2026?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=digitalevent&utm%5Fcampaign=Summit%20Breakpoint-12-May-2026-Testing-Reimagined-by-Intelligent-AI&utm%5Fcampaigncode=701OW00000fkoF8YAI&utm%5Fterm=software-testing-weekly-slot-3) | | | | NEWS | | [How to Triage Bugs Without Losing Your Mind (or Your Team's Trust)](https://terriblefreedom.medium.com/how-to-triage-bugs-without-losing-your-mind-or-your-teams-trust-d7b454b6453d?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)[Joshua Bihun](https://www.linkedin.com/in/joshuabihun/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) introduces a score-based bug triage approach that takes both severity and priority into account.In relation to that, [Okeke Kenneth](https://www.linkedin.com/in/okeke-kenneth/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) gives several handy tips on [How to write a Bug Report that Developers actually act on](https://medium.com/@daexplicitken02/how-to-write-a-bug-report-that-developers-actually-act-on-df44128515a7?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[terriblefreedom.medium.com](https://terriblefreedom.medium.com/how-to-triage-bugs-without-losing-your-mind-or-your-teams-trust-d7b454b6453d?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [QA Meets AI (Part 1): Why I Started This Experiment](https://medium.com/@betty.lin.twn/qa-meets-ai-part-1-why-i-started-this-experiment-355877da801c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)What does it feel like to test alongside AI through a full QA cycle? [Betty Lin](https://www.linkedin.com/in/betty-lin-120b47a/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) kicks off a hands-on series with honest remarks on where AI helps and where instinct takes over. You can already read [part 2](https://medium.com/@betty.lin.twn/qa-meets-ai-part-2-building-the-test-target-ec46cae1f5ef?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311), [part 3](https://medium.com/@betty.lin.twn/qa-meets-ai-part-3-what-the-ai-found-what-i-found-and-what-that-reveals-604a8ff22546?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) and [part 4](https://medium.com/@betty.lin.twn/qa-meets-ai-part-4-designing-human-in-the-loop-03ea52cb6930?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).Similarly, [Jason Arbon](https://www.linkedin.com/in/jasonarbon/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) started a series: [Day 1 • Evaluating How Well AI Can Find Bugs](https://jarbon.medium.com/day-1-evaluating-how-well-ai-can-find-bugs-4d8325064926?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@betty.lin.twn/qa-meets-ai-part-1-why-i-started-this-experiment-355877da801c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Quality Engineering Is Not Testing](https://developsense.com/blog/2026/04/quality-engineering-is-not-testing?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)And testing is not quality. [Michael Bolton](https://www.linkedin.com/in/michael-bolton-08847/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) points out a problem with calling testers quality engineers and pushes back on the rebranding trend.Moreover, [Callum Akehurst-Ryan](https://www.linkedin.com/in/cakehurstryan/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) suggests that [You're not ready for Quality Engineering](https://cakehurstryan.com/2026/04/21/youre-not-ready-for-quality-engineering/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) while [Luke Lattimer-Rogers](https://www.linkedin.com/in/luke-lattimer-rogers-86461931/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) says that [You don't want Quality Engineers](https://cakehurstryan.com/2026/04/22/guest-blog-you-dont-want-quality-engineers/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[developsense.com](https://developsense.com/blog/2026/04/quality-engineering-is-not-testing?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Will AI Replace Software Testers? The Hidden Expertise That AI Cannot Replicate](https://shiftsync.tricentis.com/testing-development-methodologies-69/will-ai-replace-software-testers-the-hidden-expertise-that-ai-cannot-replicate-2026-2722?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)Don't worry — [Ujjwal Kumar Singh](https://www.linkedin.com/in/ujjwal-k-singh/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shares that the strengths of testers are unlikely to be replaced by AI.However, you may want to learn from [Julia Kocbek](https://www.linkedin.com/in/julia-kocbek-001893128/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) about [How to approach AI and stay sane](https://uxdesign.cc/test-smart-how-to-approach-ai-and-stay-sane-30bb54478d14?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[shiftsync.tricentis.com](https://shiftsync.tricentis.com/testing-development-methodologies-69/will-ai-replace-software-testers-the-hidden-expertise-that-ai-cannot-replicate-2026-2722?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [You're Testing AI Wrong](https://leadtestinclude.com/2026/04/28/iql-practical-2-youre-testing-ai-wrong/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)There are some good points brought up by [Simon Prior](https://www.linkedin.com/in/leadtestinclude/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) on how to test and not to test LLM-powered applications, followed by advice: [Don't Just Test the Output… Challenge the Reasoning.](https://leadtestinclude.com/2026/04/22/iql-practical-1-dont-just-test-the-output-challenge-the-reasoning/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)There's also a great reminder from [James Bach](https://www.linkedin.com/in/james-bach-6188a811/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) that [Responsibility is the Human Moat](https://www.satisfice.com/blog/archives/488082?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[leadtestinclude.com](https://leadtestinclude.com/2026/04/28/iql-practical-2-youre-testing-ai-wrong/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | | | AUTOMATION | | [Test Scaffold Writing Took Me Two Hours Per Feature. Three AI Agents Cut That to Eleven Minutes](https://medium.com/@krohit0389/test-scaffold-writing-took-me-two-hours-per-feature-6882a58a749f?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)[Rohit Kshirsagar](https://www.linkedin.com/in/rohit-kshirsagar-sdet/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) describes building an AI-powered solution of three agents for ticket reading, component analysis and scaffold test implementation.Furthermore, [Andrii Lysenko](https://www.linkedin.com/in/lysenkoandrii/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) advises how to handle cases when [Documentation exists. The agent doesn't read it](https://medium.com/@andreylisenko04/documentation-exists-the-agent-doesnt-read-it-3880cd2399a1?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@krohit0389/test-scaffold-writing-took-me-two-hours-per-feature-6882a58a749f?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [The Flaky Tests Truce](https://goforthandtest.com/2026/04/27/the-flaky-tests-truce/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)If a test passes on retry, don't delete it. It might be telling you about a flaky bug, not a flaky test. [Kevin Roe](https://www.linkedin.com/in/kroe761/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) makes a strong case for retries with receipts.Similarly, [Gil Zilberfeld](https://www.linkedin.com/in/gilzilberfeld/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) describes [The Flaky Test Files: The Case of the State Pollution](https://testingil.com/2026/04/the-flaky-test-files-the-case-of-the-state-pollution.html?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[goforthandtest.com](https://goforthandtest.com/2026/04/27/the-flaky-tests-truce/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Thin Specs, Fat Models: A Page Object Pattern That Survives Real-World UI Changes](https://medium.com/@higor.mesquita/thin-specs-fat-models-a-page-object-pattern-that-survives-real-world-ui-changes-49ce6022b31a?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)A handy pattern from [Higor Mesquita](https://www.linkedin.com/in/higor-mesquita/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) for anyone using Playwright or Cypress, advising to move locators, waits and flow details into the model so specs are easier to understand.Also, [Swati Seela](https://www.linkedin.com/in/swatiseela/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) demonstrates that [You Don't Need AI to Repair Your Broken Locators. You Can Do It Too](https://aiqualityengineer.cc/you-dont-need-ai-to-repair-your-broken-locators-you-can-do-it-too-b796f25c0c60?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@higor.mesquita/thin-specs-fat-models-a-page-object-pattern-that-survives-real-world-ui-changes-49ce6022b31a?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Why F.I.R.S.T. Testing Still Wins After 20 Years](https://medium.com/@fernanda.nadhiftya/why-f-i-r-s-t-testing-still-wins-after-20-years-92cc28e21d69?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)[Fernanda Nadhiftya](https://medium.com/@fernanda.nadhiftya?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) revisits the Fast, Isolated, Repeatable, Self-validating and Timely test principles and demonstrates them with examples.Moreover, [Mochamad Syahrial Alzaidan](https://www.linkedin.com/in/mochamadsyahrialalzaidan/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) briefly describes [The AAA Pattern: A Simple Way to Write Better Tests](https://medium.com/@syahrialzaidan/the-aaa-pattern-a-simple-way-to-write-better-tests-f802306cf1e0?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@fernanda.nadhiftya/why-f-i-r-s-t-testing-still-wins-after-20-years-92cc28e21d69?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Why Your CI Test Suite Keeps Getting Slower](https://dev-tester.com/why-your-ci-test-suite-keeps-getting-slower/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)Is your CI test suite getting slower? [Dennis Martinez](https://www.linkedin.com/in/dennmart/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) explains why this happens, which metrics to track and how to fix the worst offenders before execution time increases.[dev-tester.com](https://dev-tester.com/why-your-ci-test-suite-keeps-getting-slower/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | | | TOOLS | | [API Spector a new Open Source API Testing Tool](https://www.eviltester.com/blog/eviltester/apichallenges/2026-04-14-api-spector-first-look/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)[Alan Richardson](https://www.linkedin.com/in/eviltester/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shares a first look at [API Spector](https://github.com/testsmith-io/api-spector?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) — an open source tool for HTTP and WebSocket testing, with imports from Postman, Insomnia, Bruno and OpenAPI, plus mock servers and contract testing.Moreover, [John Ringler](https://www.linkedin.com/in/johnringler/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) showcases how to perform [Automated API Testing with Jest, Supertest, and Docker](https://medium.com/@alwaysonlabs/automated-api-testing-with-jest-supertest-and-docker-a-practical-guide-bfc816a23536?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[eviltester.com](https://www.eviltester.com/blog/eviltester/apichallenges/2026-04-14-api-spector-first-look/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Intercept Everything: API Logging Middleware for Playwright](https://medium.com/@slavik.pashanin/intercept-everything-api-logging-middleware-for-playwright-bfb67ef54be3?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)If your [Playwright](https://playwright.dev/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) tests fail in CI with no request or response data to debug, [Viatsheslav Pashanin](https://www.linkedin.com/in/viatsheslav-pashanin/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) suggests adding a logging middleware that attaches every API call to the HTML report.Also, [Vitaliy Potapov](https://www.linkedin.com/in/vitalets/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) wrote another insightful article about [Playwright in Pictures: Why Workers Restart?](https://dev.to/vitalets/playwright-in-pictures-why-workers-restart-34bp?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@slavik.pashanin/intercept-everything-api-logging-middleware-for-playwright-bfb67ef54be3?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [MCP Servers for Test Automation: 4 Practical Use Cases (Jira, GitHub, Playwright)](https://testingplus.me/mcp-servers-test-automation-practical-use-cases/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)Want to try MCP servers in your testing workflow? [Michał Ślęzak](https://www.linkedin.com/in/micha%C5%82-%C5%9Bl%C4%99zak-32563975/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shows four practical use cases of popular tools and points out the security and token costs you should watch for.Additionally, [Andrew Knight](https://www.linkedin.com/in/andrew-leland-knight/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shares [BDD Gherkin Guidelines for AI Coding and Testing](https://automationpanda.com/2026/04/27/bdd-gherkin-guidelines-for-ai-coding-and-testing/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) which you can find directly [here](https://github.com/AutomationPanda/gherkin-guidelines-for-ai/blob/main/gherkin-guidelines.md?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[testingplus.me](https://testingplus.me/mcp-servers-test-automation-practical-use-cases/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Stop Manual Testing! How Claude Code + Maestro MCP Disrupt App Dev](https://medium.com/@tentenco/stop-manual-testing-how-claude-code-maestro-mcp-disrupt-app-dev-dfd1a2d6425c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)Testing mobile apps? [Ewan Mak](https://www.linkedin.com/in/ewanmak/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shares a hands-on look at [Maestro MCP](https://docs.maestro.dev/get-started/maestro-mcp?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311), including an honest opinion on the 70-80% first-pass accuracy and iOS WebView gaps.Furthermore, [Prasenjit Sinha](https://www.linkedin.com/in/prasenjit-sinha-b6395759/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) gives advice on building [A Layered Mobile Testing Strategy for Long-Term Stability](https://engineering.gusto.com/building-resilient-mobile-apps-a-layered-testing-strategy-for-long-term-stability-d035c78bad31?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@tentenco/stop-manual-testing-how-claude-code-maestro-mcp-disrupt-app-dev-dfd1a2d6425c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | [Vibe Testing with Playwright MCP: Testing UX with AI Agents](https://medium.com/@iamfaisalkhatri/6b1be03b388a?sk=a21e755f9166c19866e79927f5adf088&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)[Mohammad Faisal Khatri](https://www.linkedin.com/in/faisalkhatri/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) shows how to use [Playwright MCP](https://playwright.dev/docs/getting-started-mcp?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) to test the feel of an app, not just the functions. Good walkthrough with prompts, generated code and a refactoring checklist.Similarly, [Rakesh Karkare](https://www.linkedin.com/in/rakeshkarkare/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) describes in detail [How I Built a Local AI Browser Agent Using Python + Ollama (LLM Model) + Playwright MCP](https://medium.com/@rakeshkarkare/how-i-built-a-local-ai-browser-agent-using-python-ollama-llm-model-playwright-mcp-no-api-8a4bbdfaa5cc?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311).[medium.com](https://medium.com/@iamfaisalkhatri/6b1be03b388a?sk=a21e755f9166c19866e79927f5adf088&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | | | VIDEOS | | [April 2026 USA QA (Quality Assurance) Jobs Update](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311&v=JcOBtBe0ShI)[Alex Khvastovich](https://www.linkedin.com/in/alexkhvastovich/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) continues an insightful series analysing the QA job market and shares data-driven insights from the last month in 12 minutes.[youtube.com](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311&v=JcOBtBe0ShI) | | [Talking about Test Stuff](https://angryweasel.substack.com/p/talking-about-test-stuff?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)There are some great insights into testing and quality from [Alan Page](https://www.linkedin.com/in/a-l-a-n/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) who recently did three podcasts across various channels.[angryweasel.substack.com](https://angryweasel.substack.com/p/talking-about-test-stuff?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) | | | | And… | | [This is AGI...](https://x.com/ChatGPTapp/status/2049234471061446979?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311) 😂 | | | | Thanks for reading!If you enjoy this newsletter and find it helpful in becoming a better tester, please consider sharing it with others.*[Dawid Dylowicz](https://linkedin.com/in/dawid-dylowicz/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F311)* |