SEE – Separate Before Solving

Can you pause long enough to understand what is happening before asking AI to solve it? SEE includes separating observations from assumptions, interpretations, and proposed solutions. It keeps plausible answers from replacing clear perception.

THINK – Discover Through Dialogue

Can you use AI as a thinking partner rather than a one-prompt answer machine? THINK develops through follow-up questions, comparison, challenge, curiosity, and the willingness to let understanding emerge through conversation.

DESIGN – Shape for Verification

Can you use testability and verifiability as a lens for good design? DESIGN favors simple, composable, independently testable pieces. It asks how we will know the software behaves as intended before we accept what AI produces.

BUILD – Think Together

Can people and AI collaborate without losing intent, judgment, or ownership? BUILD makes roles and decisions visible. It uses tests, review, executable checks, and shared dialogue to keep the work understandable while it grows.

REFLECT – Learn How You Work

Can you learn from your collaboration patterns and deliberately improve them? REFLECT notices drift, leverage, recurring assumptions, useful prompts, strong tests, and moments when a better question changed the work.

These capabilities reinforce one another. You do not have to improve all five at once. One well-chosen practice can begin changing the whole system.