Understanding Human-Centered AI: Beyond Performance Metrics Human-centered AI is an approach to designing artificial intelligence systems that places human needs, values, and wellbeing at the core of development rather than focusing only on technical performance metrics such as speed or accuracy. This means creating AI that supports and enhances human capabilities, respects privacy, fairness, and…

Why Testing AI Systems is Essential Testing AI systems is akin to giving them practice exams before they begin real-world operations. This process helps determine if the AI can make sound decisions, provide accurate answers, and function without errors. Much like students require preparation and practice to excel academically, AI systems demand thorough and careful…

What are AI Prototypes? AI prototypes are early versions or models of artificial intelligence systems created to test and explore how the AI will perform in real-world situations. Think of them like a test recipe for a new cake before baking the final version. You try out a small batch to see if the ingredients…

Introduction: Building Foundations, Why Safe AI Matters Safety is one of the most important parts of creating artificial intelligence (AI). When AI systems are safe, we can trust them to work properly without causing harm. To make sure AI is safe, developers follow some basic rules or principles that guide their work. First, AI should…

Understanding AI Transparency: Why Being Clear Matters Transparency in AI systems is like turning on a light in a room — it helps everyone see clearly what the AI is doing. When AI systems explain how they work and share their decisions openly, people can trust them more. This clear communication builds confidence that the…

What It Is and How It Works Black Box AI refers to artificial intelligence systems whose inner workings are hidden or difficult for humans to understand. Imagine it as a mysterious gift box; you input a question or data, and it delivers an answer or result without revealing how it arrived there. This lack of…