How would you design an AI framework from first principles if you took context engineering seriously? • Focus on defining inputs and outputs rather than writing text prompts. • Collect a number of examples and formalize a way to evaluate performance. • Design modular components so you can easily swap out or combine them. • Make it work across models, for when a better (or cheaper) one is released. • Use AI to self-improve your AI program based on the context you give it. Congratulations, you…