In modern test automation, maintainability and scalability matter as much as execution speed. As applications grow, poorly structured Selenium tests quickly turn into fragile scripts. The combination of Selenium WebDriver , Page Object Model (POM) , TestNG , and Java provides a clean and scalable automation architecture. In this guide, you will learn how to build a complete Selenium Page Object Model framework using TestNG and Java with a real, working example. Understanding the Core Components What is Page Object Model (POM)? Page Object Model is a design pattern where each web page is represented as a Java class. All page elements and actions are encapsulated inside that class. If UI changes, only the page class needs updating, not every test. Why Selenium WebDriver? Selenium WebDriver allows direct browser automation using real user interactions. It supports all major browsers and integrates well with Java-based test frameworks. Why TestNG? Annotation-based lifec...

Automation testing has evolved from fragile scripts and brittle frameworks to AI-assisted, self-optimizing systems that genuinely reduce maintenance overhead, cut flakiness, and accelerate execution cycles. In the enterprise and mid-market, smart teams are stacking tools not just for automation coverage, but for cost efficiency, speed to release, and quality confidence . The tools below reflect what’s working in 2026. Why AI Matters in Automation Testing Today Traditional automation frameworks like Selenium or Playwright are solid foundations, but they still require manual script maintenance , frequent locator updates, and significant engineering effort for complex flows. AI changes that in four key ways: Self-healing locators and scripts — detects UI changes and adapts without manual edits.  Automated test generation — creates test cases from specs, PRs, or natural lang...

AI and Cloud IDEs have grown from novelty tools to serious development environments. Among them,  Replit  has emerged as one of the most popular browser-based platforms, especially for learners and collaborative coding. But when it comes to  automation testing and Selenium development , many QA engineers and SDETs ask the same question: Can Replit replace a local development setup for real-world test automation workflows? This review dives deep into Replit’s capabilities in 2026, covering features, AI assistance, environment setup, browser limitations, performance, security, collaboration, pricing, and real use cases — and compares it with traditional local IDEs. What is Replit? A Quick Overview Replit is an AI &   cloud-based integrated development environment (IDE)  that lets you write, run, and share code entirely from your browser. It supports multiple programming languages and includes features like instant container creation, multiplayer editing, depl...

 Introduction: Beyond the AI Hype Cycle Artificial Intelligence in 2026 is no longer a promise. It is infrastructure. From generative AI embedded in enterprise workflows to voice AI handling millions of customer interactions, the AI era is being shaped not just by models, but by leadership decisions. Funding strategy, safety trade-offs, open vs closed ecosystems, and product discipline now separate lasting AI companies from short-lived hype machines. This article highlights the top AI CEOs shaping the future of artificial intelligence in 2026 . These leaders are not ranked by net worth or social media buzz, but by real-world AI adoption, product impact, and strategic execution . Criteria for Ranking AI CEOs The following criteria were used to evaluate and rank AI CEOs: Production-Scale AI Adoption – AI deployed in real products, not demos Enterprise & Platform Impact – Usage across industries Technology Leadership – LLMs, infrastructure, robotics, or voice AI Execution Over ...