How to build AI skills that check their own work and improve over time: 1. Give it context Ask AI: "Create a skill for this [repeated task]. Here are examples of good output so it knows what good looks like." 2. Make it easy to trigger “Write a clear skill description using this pattern: Use when the user wants to [do this].” 3. Add evals "Create an evals md with 10 pass/fail checks for common errors in the skill's output." 4. Add memory "Create a memory md to capture one-sentence…