Prompt Engineering

The practice of crafting individual instructions to get better outputs from AI models. While valuable for simple interactions, it reaches a ceiling with complex multi-step tasks where context engineering — designing the information environment around the prompt — becomes more impactful.

Learn More

Context Engineering in Practice: How the Shift from Prompting Actually Happens

The practitioner transformation from prompt-first to context-first AI work — with real before/after artifacts, four progressive stages, and a discrimination test for knowing when each approach is right.

Context Engineering Principles: The Mental Models I Use Every Day with AI Agents

Named principles for context engineering — less is more, knowledge gardening, structure over retrieval — discovered through daily agent usage, not academic theory.

Discover your AI leverage score in 3 minutes

Take the Assessment