AI failures don't start in production.
They start in definition.
Systems exist to change behaviour.
If behaviour doesn't change, nothing has been built.
Quick test.
Answer in one sentence.
What will someone do differently if what you're building works?
If that was hard to answer, that's the signal.
The diagnostic starts there.
Clarity before code is a sequencing principle.
Intent → clarity → structure → behaviour.