Most AI demos look convincing.
Clean answers.
Confident tone.
Instant explanations.
But confidence and correctness aren’t the same thing.
A model can sound certain and still be wrong and in fields like law, medicine, or finance that difference matters.
That’s why Mira’s design caught my attention.
Instead of trusting the final answer, it breaks AI output into smaller structured claims and sends them through decentralized verification backed by economic stake.
Not just stronger models.
A system that actually checks what those models produce.
If AI is going to operate with less human supervision, verification probably becomes part of the stack itself not an optional layer.