A Fast Fix Starts With a Better Question

A plausible patch can repeat a problem when the underlying state was never examined.

The practical check

Gather the smallest diagnostic evidence that separates competing explanations before changing the system.

Where AI fits

AI can turn reported symptoms into testable explanations and identify the evidence that would distinguish them.

The human decision

People decide which explanation is supported and authorize the repair.

The lesson

A fast fix is more durable when it begins by narrowing what the evidence actually says.

The diagnostic Build Log companion shows the symptom evidence that separated competing explanations ahead of a repair.