> ## 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 #304 - URL: https://softwaretestingweekly.com/issues/304/ - Published: 2026-03-02T23:51:23.000Z - Updated: 2026-06-10T13:19:20.000Z - Description: Meta announces Just-in-Time Tests (JiTTests) 😲 - Author: Dawid Dylowicz | Comment | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Welcome to the **304th** issue!Big news! Meta announces a new testing method — [Just-in‑Time Tests (JiTTests)](https://engineering.fb.com/2026/02/11/developer-tools/the-death-of-traditional-testing-agentic-development-jit-testing-revival/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).It's a new way of unit testing at scale thanks to the LLM-powered mutation technique.The idea is simple — let AI generate lots of unit tests to catch possible failures, and then delete them.Here's a 17-page [research paper](https://arxiv.org/pdf/2601.22832?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) describing in detail why and how it works.Also, [Ayyaz Zafar](https://www.linkedin.com/in/ayyazzafar/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) summarises it: [Meta's JiTTests: How AI Writes 22,000 Tests, Finds 4x More Bugs, Then Deletes Them All](https://ayyaztech.com/blog/meta-jittests-ai-testing-system?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).Happy (just-in-time) testing! 🙂*[Dawid Dylowicz](https://linkedin.com/in/dawid-dylowicz/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)* | | | | Sponsored [These three BrowserStack AI Agents are changing how website QA works](https://www.browserstack.com/website-scanner/ai-agents?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=product-updates&utm%5Fcampaign=PR-Website-Scanner-AI-Agents&utm%5Fcampaigncode=701OW00000irqrzYAA&utm%5Fterm=software-testing-weekly)BrowserStack's Website Scanner now has agents that don't just flag problems, they investigate them. Catch hidden accessibility gaps, get code-level fix guidance straight from your DOM, and reduce visual review time by 3x. Three agents, one scan, and fewer questions when it's time to ship. [Scan your website for free!](https://www.browserstack.com/website-scanner/ai-agents?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=product-updates&utm%5Fcampaign=PR-Website-Scanner-AI-Agents&utm%5Fcampaigncode=701OW00000irqrzYAA&utm%5Fterm=software-testing-weekly)[browserstack.com](https://www.browserstack.com/website-scanner/ai-agents?utm%5Fsource=newsletter&utm%5Fmedium=PR&utm%5Fplatform=&utm%5Fcontent=product-updates&utm%5Fcampaign=PR-Website-Scanner-AI-Agents&utm%5Fcampaigncode=701OW00000irqrzYAA&utm%5Fterm=software-testing-weekly) | | | | NEWS | | [Achieving Continuous Quality: Building a Culture That Lives and Breathes Value](https://medium.com/quality-talks/achieving-continuous-quality-building-a-culture-that-lives-and-breathes-value-6034e531d3c5?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Want to create a culture of quality in your team? [Stuart Day](https://www.linkedin.com/in/stuart-day-77155330/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) shares how to go beyond mere testing activities and build a strong quality mindset and practice.Similarly, [Joshua Bihun](https://www.linkedin.com/in/joshuabihun/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) describes what it takes to move towards [Quality Assistance: Reframing QA From Gatekeeper to Coach](https://terriblefreedom.medium.com/quality-assistance-reframing-qa-from-gatekeeper-to-coach-b0ddd9746067?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[medium.com](https://medium.com/quality-talks/achieving-continuous-quality-building-a-culture-that-lives-and-breathes-value-6034e531d3c5?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [Development Got 10x Faster. Testing Didn't.](https://medium.com/@hurkantuna/development-got-10x-faster-testing-didnt-4fd4c86cbd17?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)[Hürkan Tuna](https://www.linkedin.com/in/h%C3%BCrkan-tuna-40ba162a/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) raises a valid concern — it's becoming increasingly easier to build software faster, but proper verification and tracking are harder to scale. You can read more about it in the [second part](https://medium.com/@hurkantuna/two-roles-one-script-thats-why-it-breaks-6bff912f1bd5?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) and the [third part](https://medium.com/@hurkantuna/test-automations-blind-spot-e3c43444e13f?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).And, as [Arik Aharoni](https://www.linkedin.com/in/arikaharoni/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) points out, this creates a need for a new role — [Test Critic: Navigating the AI Coverage Tsunami](https://testuff.com/the-age-of-the-test-critic-navigating-the-ai-coverage-tsunami/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[medium.com](https://medium.com/@hurkantuna/development-got-10x-faster-testing-didnt-4fd4c86cbd17?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [Epistemic Testing: Chapter 4 — Who Tests the Tester?](https://masoudbahrami.com/article/epistemic-testing-chapter-04-who-tests-the-tester/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Testing isn't just code — it's a mirror of your assumptions. [Masoud Bahrami](https://www.linkedin.com/in/masoud-bahrami/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) explores how doubt, curiosity, and bias influence every test you write.On that note, [Matthew Sullivan](https://www.linkedin.com/in/matthew-sullivan-309b0722/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) outlines why [Software is treacherous](https://medium.com/@tldr%5Fhow%5Fto%5Ffix%5FQA/software-is-dangerous-37c305fe8535?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) and how we can reclaim purpose and influence in testing.[masoudbahrami.com](https://masoudbahrami.com/article/epistemic-testing-chapter-04-who-tests-the-tester/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [What AI Does in My QA & Automation Workflow](https://tconnercloudandqa.medium.com/what-ai-does-in-my-qa-automation-workflow-dada62a7bbbd?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Curious where AI actually supports daily QA work? [Todd Conner](https://www.linkedin.com/in/todd-conner/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) breaks down how he uses it across planning, scripting and debugging, and where human judgment is still best.At the same time, [Stuart Thomas](https://www.linkedin.com/in/stuart-thomas-quality-engineer/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) advises to [Forget coverage; focus on risk](https://www.thequalityduck.co.uk/forget-coverage-focus-on-risk/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[tconnercloudandqa.medium.com](https://tconnercloudandqa.medium.com/what-ai-does-in-my-qa-automation-workflow-dada62a7bbbd?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [What is software quality?](https://www.ministryoftesting.com/articles/what-is-software-quality?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)That's a million-dollar question! And for a good reason, as the answer depends on context. [Ady Stokes](https://www.linkedin.com/in/adystokes/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) makes a great attempt at providing possible answers from various people and sources.Similarly, [Stuart Day](https://www.linkedin.com/in/stuart-day-77155330/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) emphasises [Why the Language We Use About Quality Matters More Than We Think](https://medium.com/quality-talks/why-the-language-we-use-about-quality-matters-more-than-we-think-63efc6044309?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[ministryoftesting.com](https://www.ministryoftesting.com/articles/what-is-software-quality?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | | | AUTOMATION | | [Automation Testing, The Hidden Cost of \`data-testid\` & the Business Impact](https://medium.com/@vivekmunde/automation-testing-the-hidden-cost-of-data-testid-the-business-impact-d82dd16b8d36?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)In this series of five articles, [Vivek Munde](https://www.linkedin.com/in/vivek-munde-94821164/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) brings up several points on how to correctly identify web UI elements for test automation. You can also read parts [two](https://medium.com/@vivekmunde/why-data-testid-is-not-an-identity-bc987c0e56a3?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304), [three](https://medium.com/@vivekmunde/contextual-identity-how-ui-elements-derive-meaning-from-structure-a3bda304d81a?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304), [four](https://medium.com/@vivekmunde/derived-identity-an-architectural-approach-to-automation-testing-aedbe09db1b6?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) and [five](https://medium.com/@vivekmunde/the-climax-identity-that-emerges-from-structure-d7d671169e2b?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[medium.com](https://medium.com/@vivekmunde/automation-testing-the-hidden-cost-of-data-testid-the-business-impact-d82dd16b8d36?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [How we Engineered an AI Agent That Writes, Compiles, Executes, and Ships E2E Tests](https://medium.com/@shreyvats/how-we-engineered-an-ai-agent-that-writes-compiles-executes-and-ships-e2e-tests-4bb1e9f6dd6c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)If you're looking for a detailed description of how to build an agentic AI solution for auto-generating test automation, [Shrey Vats](https://www.linkedin.com/in/shrey-vats-9089bb36/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) has something for you. Find out more in the [second](https://medium.com/@shreyvats/how-we-engineered-an-ai-agent-that-writes-compiles-executes-and-ships-e2e-tests-part-2-5532d7aa4074?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304), [third](https://medium.com/@shreyvats/how-we-engineered-an-ai-agent-that-writes-compiles-executes-and-ships-e2e-tests-part-3-3dfdfb14182c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) and [fourth](https://medium.com/@shreyvats/how-we-engineered-an-ai-agent-that-writes-compiles-executes-and-ships-e2e-tests-part-4-cost-26a7ecf18f2b?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) parts.Additionally, [Vera Marczenko](https://medium.com/@vera.marczenko?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) explains how to effectively [Let AI Write Your Assertions — Then Validate Them With Your Own Patterns](https://medium.com/@vera.marczenko/let-ai-write-your-assertions-then-validate-them-with-your-own-patterns-aa2952461508?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[medium.com](https://medium.com/@shreyvats/how-we-engineered-an-ai-agent-that-writes-compiles-executes-and-ships-e2e-tests-4bb1e9f6dd6c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [Page Object Model Is Dead: Here's What Replaced It](https://scrolltest.medium.com/page-object-model-is-dead-heres-what-replaced-it-ab4956381dbe?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)A bold statement from [Pramod Dutta](https://www.linkedin.com/in/pramoddutta/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304), but there are some arguments supporting it, including how the Screenplay and App Action patterns can replace it.On that note, I'd also like to highlight [A Field Guide to Not Overengineering Test Automation](https://www.thegreenreport.blog/articles/a-field-guide-to-not-overengineering-test-automation/a-field-guide-to-not-overengineering-test-automation.html?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) by [Irfan Mujagić](https://www.linkedin.com/in/irfan-mujagi%C4%87-618435206/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[scrolltest.medium.com](https://scrolltest.medium.com/page-object-model-is-dead-heres-what-replaced-it-ab4956381dbe?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [The Testing Pyramid: Everybody Knows It, Nobody Follows It](https://www.linkedin.com/pulse/testing-pyramid-everybody-knows-nobody-follows-serhii-smetanskyi-lqewf/?trackingId=6fGODW5OSUy7VH32R4Qv%2Fg%3D%3D&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)[Serhii Smetanskyi](https://www.linkedin.com/in/serhiismetanskyi/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) lists common pitfalls when trying to follow the test pyramid and explains what to do at each layer to make it work.Moreover, [Okan Yurt](https://www.linkedin.com/in/okanyurt/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) explains why [Coverage ≠ Quality: Rethinking Unit Tests in the Age of AI](https://okanyurt.medium.com/coverage-quality-rethinking-unit-tests-in-the-age-of-ai-39ddb337d08f?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[linkedin.com](https://www.linkedin.com/pulse/testing-pyramid-everybody-knows-nobody-follows-serhii-smetanskyi-lqewf/?trackingId=6fGODW5OSUy7VH32R4Qv%2Fg%3D%3D&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | | | Sponsored [AI in testing is solving the wrong problem](https://shiftsync.tricentis.com/testing-development-methodologies-69/ai-in-testing-is-solving-the-wrong-problem-2586?utm%5Fsource=ssnetwork&utm%5Fmedium=multi&utm%5Fterm=DaD)If AI isn't helping your testing, maybe your approach is already broken. Discover why new tools can undermine testing outcomes, and how optimizing for coverage instead of business risk can backfire fast. If you are using AI in testing, this is an essential read. [Check it out](https://shiftsync.tricentis.com/testing-development-methodologies-69/ai-in-testing-is-solving-the-wrong-problem-2586?utm%5Fsource=ssnetwork&utm%5Fmedium=multi&utm%5Fterm=DaD)[shiftsync.tricentis.com](https://shiftsync.tricentis.com/testing-development-methodologies-69/ai-in-testing-is-solving-the-wrong-problem-2586?utm%5Fsource=ssnetwork&utm%5Fmedium=multi&utm%5Fterm=DaD) | | | | TOOLS | | [Advanced Playwright Authentication: A Multi-Role Fixture for Scalable E2E Testing](https://medium.com/@faizan4199/advanced-playwright-authentication-a-multi-role-fixture-for-scalable-e2e-testing-9ce89af14223?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Testing web app flows with authentication is often challenging. But there's a way to make it much easier, and [Sajith Dilshan](https://www.linkedin.com/in/sajith-dilshan/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) shows how to achieve that with [Playwright](https://playwright.dev/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).Furthermore, [Faizan Shaikh](https://medium.com/@faizan4199?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) provides a few tips on proper [Playwright Error Handling Explained: Common Errors, Strict Mode, and Best Practices](https://medium.com/@sajith-dilshan/playwright-error-handling-explained-common-errors-strict-mode-and-best-practices-63fac0949ea0?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[medium.com](https://medium.com/@faizan4199/advanced-playwright-authentication-a-multi-role-fixture-for-scalable-e2e-testing-9ce89af14223?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [Clean API tests with Cypress aliases](https://thetestingpirate.be/posts/2026/2026-02-18%5Fcleanapitestswithcypressaliases/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)[Bart Vanherck](https://www.linkedin.com/in/bart-vanherck/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) demonstrates a helpful solution to make [Cypress](https://www.cypress.io/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) API tests much more concise and easier to write.Similarly, [Mohammad Faisal Khatri](https://www.linkedin.com/in/faisalkhatri/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) wrote a helpful guide on [How to test POST API Requests with Playwright TypeScript](https://medium.com/@iamfaisalkhatri/5a210ed2f500?sk=0a1f48b7e23fc63ef0b03f92e612b5e1&utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[thetestingpirate.be](https://thetestingpirate.be/posts/2026/2026-02-18%5Fcleanapitestswithcypressaliases/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [Giving AI Eyes and Hands — Which Browser MCP Actually Works](https://medium.com/@cheparsky/ai-in-testing-6-giving-ai-eyes-and-hands-which-browser-mcp-actually-works-039de2b21ea2?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Wondering which browser MCP fits your automation tasks? [Andrii Cheparskyi](https://www.linkedin.com/in/cheparsky/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) ran a hands-on comparison across Playwright MCP, Chrome DevTools MCP and Agent Browser, measuring how they behave under test.[medium.com](https://medium.com/@cheparsky/ai-in-testing-6-giving-ai-eyes-and-hands-which-browser-mcp-actually-works-039de2b21ea2?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [How a Learning Project Became Our Modern Mobile Test Framework](https://tech.trivago.com/post/2026-02-18-how-a-learning-project-became-our-modern-mobile-test-framework?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)[Raymond Saba](https://www.linkedin.com/in/raymond-saba/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) and [Breno Bittencourt](https://www.linkedin.com/in/bittencourt-breno/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) walk through their shift from a legacy setup to a modular [Appium 2/3](https://appium.io/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) solution with plugins, parallel threads and shared ownership.What's more, [Anthony Dawson](https://www.linkedin.com/in/anthonypdawson/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) demonstrates how [Appium MCP Unlocks New Methodologies in Mobile Automation](https://medium.com/@anthonypdawson/appium-mcp-unlocks-new-methodologies-in-mobile-automation-791a56878285?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[tech.trivago.com](https://tech.trivago.com/post/2026-02-18-how-a-learning-project-became-our-modern-mobile-test-framework?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | [JavaScript Web Test Automation Framework Rankings in JavaScript Rising Stars 2025](https://agileway.substack.com/p/javascript-web-test-automation-framework-c7c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304)Curious which test tools were the most trending on GitHub in 2025? Each year, there's a slight change, and there should be no surprise at the new contenders given the rise of AI-first tools. By [Courtney Zhan](https://www.linkedin.com/in/courtney-zhan/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304).[agileway.substack.com](https://agileway.substack.com/p/javascript-web-test-automation-framework-c7c?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) | | | | VIDEOS | | [Playwright MCP + LM Studio: Your Private AI Test Agent — No Rate Limits, No Cloud — JUST FREE!](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304&v=T6YvAWn2msk)In another great example, [Karthik KK](https://www.linkedin.com/in/karthikkk/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) shows how to pair [Playwright MCP](https://github.com/microsoft/playwright-mcp?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) with [LM Studio](https://lmstudio.ai/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) to set up a local test agent without paying a dollar.[youtube.com](https://www.youtube.com/watch?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304&v=T6YvAWn2msk) | | | | And… | | [95% pass rate...](https://www.reddit.com/r/ProgrammerHumor/comments/1r8tkhq/returnfalseworksinprod/?utm%5Fcampaign=Software%2BTesting%2BWeekly&utm%5Fsource=Software%5FTesting%5FWeekly%5F304) 😂 | | | | 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%5F304)* |