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AI feels like it’s built to trick us with wild guesses and hidden biases.
I spent days sifting through unreliable chatbot outputs, losing trust fast.
@Mira_Network is changing the game.
Their decentralized AI swarm verifies every output in real-time, delivering 96% accuracy while you chill.
• Decentralized nodes like a global AI cloud, OpenAI-compatible.
• Model router binarizes and shards outputs, inspired by parallel blockchains.
• Breaks claims, routes to diverse nodes for binary validation.
• Consensus needed, or it regenerates until verified.
• No BS, just trust.
It’s like a truth army guarding your data – moon potential locked!
#Mira #MiraNetwork #Verify #AI


28.6.2025
How does Mira's verification system work technically?
> Our system is built as a decentralized network of nodes, where one node equals a model plus its underlying compute, functioning like a global AI cloud with OpenAI-compatible API integration.
> A model router handles requests to your chosen base model, which generates output that's then binarized and sharded using proprietary methods inspired by parallel blockchains.
> The verification process breaks the model's output into individual factual claims, routes each claim to a diverse ensemble of nodes that independently assess validity as a binary decision.
> Only if all models agree on the claim's validity is it passed back to the user, i.e., if consensus isn't reached, a recursive regeneration loop is triggered until it is, ensuring only fully verified, consensus-approved responses are returned.
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