AI in test automation is at an awkward stage: everyone claims “AI-powered,” but most teams still fight the same three enemies: Flaky failures that waste hours Slow triage (“is this a product bug or a test issue?”) Coverage blind spots (we test a lot… but not necessarily what matters) This article is not a …
The DevOps Engineer role is one of the most misunderstood positions in modern technology teams. Ask ten companies for a DevOps job description and you’ll likely get ten different answers—ranging from “someone who manages Jenkins” to “a cloud engineer who also knows Kubernetes.” This confusion isn’t accidental. DevOps was never meant to be a job title in the first …
DevOps Engineer Job Description: Responsibilities and Skills That Actually Matter Read More »
Generative AI is quietly becoming a “new teammate” in QA. Not just for writing test cases faster—but for deciding what to test, what to ignore, how to interpret failures, and even what “good enough” looks like. That’s why the ethical impact of generative AI in software testing isn’t a side conversation. It’s a product …
GenAI in QA: The Hallucination Problem That Turns Into Production Risk Read More »
Modern web apps don’t “break tests” because selectors are bad. They break tests because the UI keeps changing context: iFrames (payments, chat widgets, embedded dashboards) Popups / new tabs (SSO providers, help centers, previews) Uploads & downloads (reports, resumes, exports) In older tools, these were classic flake zones: you’d switch context manually, race the …
Your Playwright Tests Fail for This Reason (Frames, Popups, Downloads) Read More »
Who This Article Is Written For This article is not for people browsing job titles. It is written for: Professionals planning long-term salary growth QA engineers, testers, developers, and analysts feeling career stagnation Non-IT professionals who want low-risk entry into tech Anyone who wants to stay employable beyond 2026 If you want income stability …
Highest Paying Tech Jobs in 2026: Roles That Will Out-earn the Rest Read More »
Modern web apps are rarely “one page, one DOM.” They’re more like mini ecosystems that embed: iFrames (Stripe/PayPal forms, embedded widgets, chat) New tabs/windows (OAuth logins, help docs, external portals) Native file dialogs (OS-controlled pickers) This is exactly where Selenium tests start to “randomly fail”—not because Selenium is broken, but because your test is …
Selenium Context Switching: iFrames, Windows & File Uploads (The Zero-Flake Guide) Read More »
Introduction: Why Cybersecurity Skills Are Being Redefined Cybersecurity is no longer just about firewalls and antivirus tools.By 2026, cyber threats will be faster, smarter, and more automated than ever before. Organizations are already shifting their expectations. They are not hiring people who only know tools. They are hiring professionals who understand systems, risk, automation, and …
10 Essential Cybersecurity Skills You Must Master to Stay Relevant in 2026 Read More »
If you run Playwright in CI at scale, you’ve seen this movie. ✅ Test fails ✅ You open the screenshot ✅ Instead of the dashboard… you’re staring at the login page And suddenly everyone wonders: “Did we break prod?” Most of the time, you didn’t. What you hit is an auth/session artifact—a flaky failure …
Playwright + AI: AI-Driven Session Preservation & Failure Triage (Built for Real CI) Read More »
Introduction: Why Testing Models Deserve Your Attention In modern software projects, testing is not an afterthought. It is a decision-making process that starts even before the first line of code is written. Yet many beginners struggle because they learn what to test but not how testing fits into development. This gap is exactly where software …
10 Software Testing Models Explained in Detail: A Beginner-Friendly Guide for 2026 Read More »
Even with Playwright’s excellent storageState support and carefully designed login flows, UI tests still fail. And most of the time, it’s not because the feature is broken. It’s because the session is. You’ve probably seen it: A token expires 5 seconds before the test finishes auth.json works for one worker but not another The …
Self-Healing Playwright Tests: Using GenAI to Detect and Fix Login & Session Failures Read More »
