How does Mira Network fundamentally work?

@Mira - Trust Layer of AI

Content Decomposition (Binarization / Claim Decomposition)

Any answer or text from AI is divided into small claims that can be independently verified (for example: "X occurred on date Y", "Drug Z is 80% effective in condition such and such").

Distributed Verification

Each claim is sent to a number of Verifier Nodes.

Each node operates with a different AI model (varied by company, training, data, language, etc.) to reduce common bias.

Consensus (Consensus)

Models vote: True / False / Uncertain (sometimes multiple choice).

The network requires supermajority (large majority, like 67–90% depending on client request or type of domain: medical, legal, public...).$MIRA

If the majority is reached → the claim is accepted and a cryptographic certificate is issued to document the result + which models agreed.

Economic security (Cryptoeconomic Security)

Hybrid Proof-of-Verification (a mix of PoW + custom PoS):

Proof-of-Verification: the node must actually run the inference (not just state an opinion without work).

Proof-of-Stake: nodes stake $MIRA as collateral.

If the node cheats or deviates from consensus too much or shows a pattern indicating random guessing → slashing (cutting part of the stake).

This makes cheating very costly economically.

Why is this important?

Significantly reduces hallucinations because the likelihood of many different models agreeing on a single mistake is very low.

Provides complete auditability (all verification traceable on the network).

Allows customizable thresholds (for example: 95% for medical, 70% for public content).

Opens the door for autonomous agents and AI applications without continuous human intervention.#Mira

The future according to Mira's vision: AI will not only be smarter, but it will also be reliable and verifiable in a decentralized manner, which will make autonomous AI truly real and safe.

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