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# Issue #272
- URL: https://softwaretestingweekly.com/issues/272/
- Published: 2025-05-26T21:20:13.000Z
- Updated: 2026-06-10T13:19:06.000Z
- Description: The State of Open-Source AI-Powered Testing Tools 👀
- Author: Dawid Dylowicz

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| Welcome to the **272nd** issue!There's a race not only among the commercial AI-powered testing solutions.The open-source landscape is buzzing too.How? Well, here's [The State of Open-Source AI-Powered Test Automation](https://alumnium.ai/blog/state-of-open-source-ai-powered-test-automation/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[Alex Rodionov](https://www.linkedin.com/in/p0deje/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shows examples of various tools, categorised as test generators, test runners and test libraries, such as [LaVague](https://github.com/lavague-ai/LaVague?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272), [Shortest](https://github.com/antiwork/shortest?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) and [Alumnium](https://github.com/alumnium-hq/alumnium?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).Interesting times! 🙂*[Dawid Dylowicz](https://linkedin.com/in/dawid-dylowicz/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)*                                                                                                                                                                               |
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| Sponsored [Testmo — Built For Modern Test Management](https://www.testmo.com/?utm%5Fsource=stw&utm%5Fmedium=email&utm%5Fcampaign=unified25)With [Testmo](https://www.testmo.com/?utm%5Fsource=stw&utm%5Fmedium=email&utm%5Fcampaign=unified25), you can document test cases, track test runs & exploratory sessions, and report on test automation results in real-time — all from one platform that your team will actually *enjoy* using. Affordable for teams of all sizes with outstanding support & reliability. [Start a free trial to see for yourself](https://www.testmo.com/?utm%5Fsource=stw&utm%5Fmedium=email&utm%5Fcampaign=unified25)![testmo.com](https://www.testmo.com/?utm%5Fsource=stw&utm%5Fmedium=email&utm%5Fcampaign=unified25)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
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| NEWS                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| [Accessibility Testing for Mobile Apps: Are You Missing These Critical Checks?](https://medium.com/qualitynexus/accessibility-testing-for-mobile-apps-are-you-missing-these-critical-checks-22a81b5ca1f6?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)With the new regulation coming to Europe, testing for accessibility is becoming increasingly important. So it's great to see practical advice from [Mona M. Abd El-Rahman](https://www.linkedin.com/in/mona-m-abd-el-rahman/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) on how to do that on mobile.Moreover, [Michael Kennedy](https://www.linkedin.com/in/miketkennedy/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shares several [Empathy lessons for software testers: Preparing for the European Accessibility Act](https://www.ministryoftesting.com/articles/empathy-lessons-for-software-testers-preparing-for-the-european-accessibility-act?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/qualitynexus/accessibility-testing-for-mobile-apps-are-you-missing-these-critical-checks-22a81b5ca1f6?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                      |
| [AI and Deterministic Testing](https://medium.com/nerd-for-tech/ai-and-deterministic-testing-1be8d1a0348a?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)Testing the way we've always known it might not apply to AI-based apps. [Dick Dowdell](https://www.linkedin.com/in/dick-dowdell-7a340b7/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) describes in detail why and explains how to approach it instead.Also, there's a good reminder from [Sarat Ramineni](https://www.linkedin.com/in/rramineni/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) that [Testing isn't dead. It got smarter](https://medium.com/@sarat99/testing-isnt-dead-it-got-smarter-661889424259?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/nerd-for-tech/ai-and-deterministic-testing-1be8d1a0348a?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                           |
| [Being a Solo QA with Daily Deployments: How to Survive and Still Build a Quality Process](https://medium.com/@zhenevale7/being-a-solo-qa-with-daily-deployments-how-to-survive-and-still-build-a-quality-process-060832ec9841?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)Following [last week](https://softwaretestingweekly.com/issues/271?m=web&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272#38ccND3)'s article, [Jyan Swan](https://medium.com/@zhenevale7?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shared another interesting point of view on what it is like to be a sole tester in a team.Furthermore, [İlay İnan Ünal](https://www.linkedin.com/in/ilayinan/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) has some good insights into [Dancing with Requirements: The QA Engineer's Hidden Superpower](https://medium.com/@ilayinan/dancing-with-requirements-the-qa-engineers-hidden-superpower-0e3c391d2b1d?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/@zhenevale7/being-a-solo-qa-with-daily-deployments-how-to-survive-and-still-build-a-quality-process-060832ec9841?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) |
| [How to Report Quality Metrics to Top Management (Without Putting Them to Sleep)](https://medium.com/@ivan.boklach/how-to-report-quality-metrics-to-top-management-without-putting-them-to-sleep-118ef8779859?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)It's hard to set good quality metrics, and so is making them relevant and visible. But [Ivan Boklach](https://www.linkedin.com/in/ivanboklach/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) has some good tips on that.[medium.com](https://medium.com/@ivan.boklach/how-to-report-quality-metrics-to-top-management-without-putting-them-to-sleep-118ef8779859?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| [Let's Rethink the Role of QA — It's Not About Owning Quality](https://medium.com/@sean.zhang/lets-rethink-the-role-of-qa-it-s-not-about-owning-quality-ed159d0a424b?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)[Xinyu Zhang](https://www.linkedin.com/in/zhangxinyu/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) makes some good points about a tester's evolving role in modern software development and proposes to lean towards Integration Assurance instead.Similarly, [Marina Jordão](https://www.linkedin.com/in/marina-jord%C3%A3o-b4485734/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) sheds some light on [QA 2.0: As Companies Kill QA, a New Role Is Rising — The Quality Architect](https://medium.com/@marinacruzjordao/qa-2-0-as-companies-kill-qa-a-new-role-is-rising-the-quality-architect-044d43cda2a8?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/@sean.zhang/lets-rethink-the-role-of-qa-it-s-not-about-owning-quality-ed159d0a424b?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                         |
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| AUTOMATION                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| [Behind the Green Check: A Guide to Test Doubles](https://medium.com/@raissa.puti/behind-the-green-check-a-guide-to-test-doubles-7199be3b08c2?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)Wondering how test doubles — such as mocks, stubs and fakes — can help you in testing? [Puti Raissa](https://www.linkedin.com/in/puti-raissa/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) put together a comprehensive guide.Also, [Shubham Sharma](https://www.linkedin.com/in/sharma-it/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) explains why [Mocking Dependencies in Your E2E Tests is Key to Effective E2E Testing](https://medium.com/@ss-tech/mocking-dependencies-in-your-e2e-tests-is-key-to-effective-e2e-testing-18691f951963?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/@raissa.puti/behind-the-green-check-a-guide-to-test-doubles-7199be3b08c2?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                         |
| [How Component-Based Testing Can Future-Proof Your Enterprise UI and API Automation](https://medium.com/sdet-insights/how-component-based-testing-can-future-proof-your-enterprise-ui-and-api-automation-86e4010ae0da?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)You've probably heard about the Page Object Model. But what if we broke down pages into components? [Kavita Jadhav](https://www.linkedin.com/in/kavita-jadhav-sdet/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) explains this approach and its advantages.Furthermore, [Jack Bentley](https://www.linkedin.com/in/jack-bentley-26bb13133/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shows examples of [Creating a Page Object Model in Cypress](https://medium.com/@jackbentley1992/creating-a-page-object-model-in-cypress-a7041693567c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/sdet-insights/how-component-based-testing-can-future-proof-your-enterprise-ui-and-api-automation-86e4010ae0da?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                              |
| [How do I transition from manual testing to automation?](https://www.reddit.com/r/QualityAssurance/comments/1kmxjow/how%5Fdo%5Fi%5Ftransition%5Ffrom%5Fmanual%5Ftesting%5Fto/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)If you want to learn test automation but are unsure where to start — you're not alone. Someone asked this question on Reddit and got some good advice from the testing community.[reddit.com](https://www.reddit.com/r/QualityAssurance/comments/1kmxjow/how%5Fdo%5Fi%5Ftransition%5Ffrom%5Fmanual%5Ftesting%5Fto/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| [Test-Driven Development: The Key to Building Reliable and Scalable Software](https://medium.com/@hilalfauzan9/test-driven-development-the-key-to-building-reliable-and-scalable-software-f6f355901330?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)And if you wonder what Test-Driven Development is about, [Muhammad Hilal Darul Fauzan](https://www.linkedin.com/in/muhammad-hilal-darul-fauzan-ba8971243/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) has put together a comprehensive guide with examples.[medium.com](https://medium.com/@hilalfauzan9/test-driven-development-the-key-to-building-reliable-and-scalable-software-f6f355901330?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| [The Testing Tower](https://medium.com/@jmfloreszazo/the-testing-tower-50b87678fb76?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)We've heard about many test shapes describing test strategy so far: pyramids, honeycombs, trophies... but what about a tower? [Jose Maria Flores Zazo](https://www.linkedin.com/in/jmfloreszazo/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shows an interesting point of view.[medium.com](https://medium.com/@jmfloreszazo/the-testing-tower-50b87678fb76?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
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| TOOLS                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| [Can tools really "simulate user behaviour"?](https://www.linkedin.com/feed/update/urn:li:activity:7331598607248175105?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)[Michael Bolton](https://www.linkedin.com/in/michael-bolton-08847/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) shared a very good point on what it takes to properly test our apps from the user's perspective and why tools such as Selenium, Cypress, and Playwright might not fully do that for us.[linkedin.com](https://www.linkedin.com/feed/update/urn:li:activity:7331598607248175105?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| [Lesser known strengths of Playwright](https://medium.com/technology-hits/lesser-known-strengths-of-playwright-f1d2155128ab?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)[Playwright](https://playwright.dev/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) has a lot of great built-in features, but do you know about them? [Anjali Kulkarni](https://www.linkedin.com/in/anjalikulkarni/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) describes some of the powerful, but not necessarily the most obvious ones.And if you want to test how your web app performs when offline, [Irfan Mujagić](https://www.linkedin.com/in/irfan-mujagi%C4%87-618435206/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) wrote a helpful guide to [Testing Cached Data with Playwright](https://www.thegreenreport.blog/articles/offline-but-not-broken-testing-cached-data-with-playwright/offline-but-not-broken-testing-cached-data-with-playwright.html?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[medium.com](https://medium.com/technology-hits/lesser-known-strengths-of-playwright-f1d2155128ab?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                                |
| [UI Test Automation Beginner's Guide: Selenium IDE & XPath Without Coding](https://danyil-antoniuk.medium.com/ui-test-automation-beginners-guide-selenium-ide-xpath-without-coding-2c09790c76a7?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)Want to start with testing using [Selenium](https://www.selenium.dev/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)? [Danyil Antoniuk](https://www.linkedin.com/in/danyil-antoniuk/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) put together a multiple-part guide to setting it up and running it. You can also read the [second](https://danyil-antoniuk.medium.com/ui-test-automation-beginners-guide-selenium-webdriver-in-java-junit-assertions-selense-a38b2650ed8b?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) and [third](https://danyil-antoniuk.medium.com/ui-test-automation-beginners-guide-selenium-grid-server-hub-node-c162eb309000?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) parts.[danyil-antoniuk.medium.com](https://danyil-antoniuk.medium.com/ui-test-automation-beginners-guide-selenium-ide-xpath-without-coding-2c09790c76a7?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)                     |
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| VIDEOS                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| [Playwright.NET now Supports XUnit — Officially!](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272&v=h2Wk2YmNI8c)One of the main advantages of [Playwright](https://playwright.dev/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) is that we can use different languages to implement the tests. For those of you preferring C# and .NET environment, [Karthik K.K.](https://www.linkedin.com/in/karthikkk/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) highlights the recent official support for [XUnit](https://xunit.net/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).[youtube.com](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272&v=h2Wk2YmNI8c)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| [Remote Working Software Testing Challenges](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272&v=RkUjjLEY8yM)While remote work is becoming more common than ever, it's important to know its benefits and challenges, especially in software testing. [Daniel Knott](https://www.linkedin.com/in/daniel-knott/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) explains this in a 14-minute video.[youtube.com](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272&v=RkUjjLEY8yM)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
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| And…                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| [Well, good news…](https://qualityremarks.com/good-news-ais-not-going-to-take-all-your-jobs/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272) 😂                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
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| Thanks for reading!If you like this newsletter and it helps you become a better tester, you can say thanks and [buy me a coffee](https://buymeacoffee.com/softwaretestingweekly?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272).*[Dawid Dylowicz](https://linkedin.com/in/dawid-dylowicz/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F272)*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |