Confidence Is Not Correctness

The model never sounds unsure.
Right or wrong, same steady voice.

That's the trap.
Fluency reads as truth.

It will hand you a clean, confident answer
that happens to be wrong.

So treat tone as noise.
Check the claim, not the calm.

The certainty is free.
The verification is the job.

– Serguey Asael Shinder