AI isn’t artificial. Its impact is real.
Oversight isn’t a dashboard. It’s a discipline.
Explainability is not optional anymore.
Every answer has a fingerprint.
Probability is not permission.
When was your model last tampered with?
You cannot fix bias after deployment.
Trace it back—prompt to neuron to token.
Not all predictions are equal.
What does the model truly remember?
