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Machine Learning Algorithms List (2026): Types, Use Cases & Examples

Machine learning content online usually falls into two buckets: short lists that feel like trivia, or long encyclopedias that don’t help you decide. In 2026, the real skill isn’t memorizing model names—it’s choosing the right learning setup, selecting a baseline, and validating results so your system stays reliable when data shifts. Machine learning is …

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Selenium Isn’t Flaky — Your Test Setup Is

Selenium / By user

Most Selenium suites don’t fail because Selenium is “old” or because UI automation is “inherently unreliable.” They fail because teams use the UI for the one thing it’s worst at: building test state. If your test starts like this… Open browser → login → create customer → create order → navigate five screens → …

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2026 Guide: Generative AI Trends in Software Testing + What Changes

Gen AI / By user

In 2026, the biggest shift won’t be “AI can generate test cases.” That’s already table stakes. The shift will be this: quality becomes a measurable, AI-augmented system—or it becomes the bottleneck. The World Quality Report 2025–26 puts a number behind what many QA leaders are already sensing: Generative AI is now the top-ranked skill …

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Playwright + AI-Assisted Pop-Up Handling Recipes

playwright / By user

If your Playwright suite is “green locally, red on CI,” here’s the uncomfortable truth: Your tests aren’t flaky. Your popup strategy is. Cookie banners, newsletter modals, chat widgets, “rate your experience” overlays, payment windows, login providers—popups are not edge cases anymore. They’re part of the product. And when we treat them like surprises, we …

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How to Write Automation Test Scripts from Scenarios (15 E-Commerce Examples)

Automation Testing / By user

Introduction E-commerce applications are highly dynamic systems. Prices change based on location. Inventory updates in real time. Promotions impact checkout instantly. Because of this complexity, interviewers prefer scenario-based automation testing questions over theoretical ones. They want to understand how you think, how you design automation, and how you handle real-world challenges. This article presents 15 common e-commerce automation scenarios with clear, step-by-step answers that are …

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Gen AI in Software Testing: Benefits, Limits, and the New QA Skillset for 2026

AI / By user

GenAI can accelerate test design, maintenance, and failure triage—but it also introduces new risks: hallucinated assertions, hidden flakiness, and privacy/governance gaps. The QA teams that win in 2026 won’t be “the ones using AI.” They’ll be the ones who can engineer trust: grounded context, constraints, verification gates, and observable evidence. Why 2026 feels like …

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Playwright Testing in 2026 — The Zero-Flake Setup Guide

playwright / By user

Learn how to build reliable Playwright automation tests in 2026 using the Zero-Flake strategy. This guide covers stable setup, locator best practices, CI reliability, first test implementation using the Leaftaps OpenTaps demo site, and scalable Playwright framework design. Introduction: Why Reliable UI Automation Matters in 2026 Choosing a UI automation tool is no longer …

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What Are the Top AI Platforms for Test Automation? A Practical 2026 Guide (Without the Hype)

AI / By user

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 …

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DevOps Engineer Job Description: Responsibilities and Skills That Actually Matter

DevOps Automation / By user

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 …

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GenAI in QA: The Hallucination Problem That Turns Into Production Risk

Gen AI / By user

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 …

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