AI (Artificial Intelligence)

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AI-Powered Antigravity: Accelerating Selenium + Cucumber Automation

Introduction: Automation testing promises speed and reliability, but writing and maintaining scripts manually is time-consuming. Engineers often spend hours creating XPath selectors, building Page Object classes, and fixing flaky waits. Antigravity, an AI-powered coding assistant built on Google DeepMind’s agentic technology, aims to simplify this process. We tested it in a real Selenium + Cucumber

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How to Build a Risk-Aware AI Agent with Internal Critic, Self-Consistency Reasoning, and Uncertainty Estimation for Reliable Decision-Making

In this tutorial, we build an advanced agent system that goes beyond simple response generation by integrating an internal critic and uncertainty estimation framework. We simulate multi-sample inference, evaluate candidate responses across accuracy, coherence, and safety dimensions, and quantify predictive uncertainty using entropy, variance, and consistency measures. We implement risk-sensitive selection strategies to balance confidence

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