Useful AI should make decisions easier to inspect, not harder.

Start with the decision

Technology is useful when it improves a real decision or workflow. We define the decision before choosing the machinery.

Make uncertainty visible

Where possible, express uncertainty explicitly rather than hiding it inside confident prose or a single opaque score.

Keep evidence attached

Claims should remain traceable to their sources, assumptions and observation dates.

Resolve against reality

A system should be able to learn when its recommendation was wrong. Outcomes matter more than internal confidence.

Preserve human agency

Automation should make choices clearer and lower unnecessary effort without pretending that important human decisions have disappeared.