Context Engineering: AI's Thinking Partner in Education 1 source The provided text, "Context Engineering: AI's Thinking Partner in Education," explains a significant evolution in interacting with artificial intelligence. While prompt engineering focuses on crafting effective individual questions, context engineering involves proactively embedding comprehensive background information into AI systems. This allows the AI to operate within a predefined "environment" by preloading elements such as curriculum frameworks, learning objectives, and even examples of desired outputs. The article highlights how this approach transforms educational applications, enabling adaptive lesson generation, nuanced AI marking, and the development of synthetic educators that respond within a specified identity or role. Ultimately, for educators and instructional designers, context engineering provides a more sophisticated way to interact with AI, leading to more aligned and meaningful outputs by giving the AI situational awareness.     A short description for my podcast Ai Insights Welcome to AI Insights, your guide to context engineering – the strategic shift transforming artificial intelligence into a true thinking partner. Discover how preloading background knowledge and defining your environment enables AI to deliver nuanced, domain-specific outputfrom adaptive lesson generation to smarter marking. Learn to shape your AI collaborators for higher fidelity outcomes.