Experimenting with Mira Network this month pushed me to treat verification like logging—something you leave on in production. The concept is straightforward: independent nodes re-evaluate outputs and publish attestations, and $MIRA rewards those checks so builders can display a confidence strip beside AI answers. I tried it with a small FAQ widget; when its two models disagree, the widget marks the reply “tentative” and links the attestation. It’s not magic, but it turns uncertainty from a hidden risk into a UI affordance users can learn from. What keeps me interested is Mira’s pragmatism—no overnight replacement of models, just tools to make verification cheap and repeatable. If the incentive curve holds, teams might ship checks as a matter of habit. That’s the shift I want to see, and I’ll keep posting iterations as I go. @Mira - Trust Layer of AI _network #Mira