MWMichael Weberinqa-automation.hashnode.dev·5d ago · 5 min readBeyond Flaky Selectors: Architecting a Resilient TestOps Ecosystem for Dynamic Web AppsIn a modern continuous delivery environment, high-velocity development teams frequently find themselves trapped in a vicious cycle of test maintenance. Automated end-to-end (E2E) regression suites are00
MWMichael Weberinqa-automation.hashnode.dev·Jun 30 · 5 min readChoosing the Right Testing Infrastructure: A Deep Comparison of 4 Modern Frameworks & PlatformsFor years, cloud-based device grids were the default blueprint for cross-browser and mobile automation. If you needed to execute tests across various environments, you simply routed your WebDriver tra00
MWMichael Weberinqa-automation.hashnode.dev·Jun 22 · 7 min readNext-Gen QA Architecture: Implementing Scalable Test Management for Agile TeamsIn modern software engineering, code velocity is vertical. With continuous deployment (CD) pipelines pushing updates multiple times a day, the traditional QA bottleneck is no longer just an inconvenie00
MWMichael Weberinqa-automation.hashnode.dev·May 11 · 3 min readBreaking the Black Box: A Developer’s Guide on How to Test AI Models in 2026In the deterministic world of traditional software, input + logic = predictable_output. But in the era of Generative AI and Large Language Models, the logic is hidden within billions of parameters. Th00
MWMichael Weberinqa-automation.hashnode.dev·May 1 · 2 min readBeyond Scripts: The Practical Guide to Autonomous Software Testing in 2026The QA landscape is shifting. We are moving from "writing tests" to "managing testing intent." In this new era, autonomous software testing isn't just a luxury; it's a necessity for teams aiming for t00