Mira Network: Costruire lo Strato di Fiducia per l'IA Decentralizzata

Denese Karstens deLJ · 2026-02-26T12:54:57.000Z

Il rapido avanzamento dell'intelligenza artificiale ha portato a una sfida significativa: l'affidabilità. Man mano che i modelli diventano più potenti, problemi come le allucinazioni e i pregiudizi continuano a ostacolare il loro utilizzo in applicazioni ad alto rischio. Mira Network (<a>m-12</a>_network) sta affrontando questo problema fondamentale costruendo un protocollo di verifica decentralizzato progettato per trasformare i risultati dell'IA non affidabili in informazioni verificate crittograficamente. Cos'è Mira Network? Mira è un'infrastruttura di verifica decentralizzata che funge da "strato di fiducia" per l'IA. Utilizza un meccanismo di consenso ibrido unico di Proof-of-Work (PoW) e Proof-of-Stake (PoS) per verificare i risultati dell'IA attraverso una rete distribuita di partecipanti indipendenti. Coordinando più modelli di IA per convalidare le affermazioni, Mira ottiene un impressionante tasso di accuratezza superiore al 95%, significativamente più alto rispetto al 70-75% di base di molti modelli all'avanguardia attuali.

The rapid advancement of artificial intelligence has brought a significant challenge to the forefront: reliability. As models become more powerful, issues like hallucinations and bias continue to hinder their use in high-stakes applications. Mira Network (@Mira - Trust Layer of AI _network) is addressing this fundamental problem by building a decentralized verification protocol designed to transform unreliable AI outputs into cryptographically verified information.
What is Mira Network?
Mira is a decentralized verification infrastructure that serves as a "trust layer" for AI. It uses a unique hybrid Proof-of-Work (PoW) and Proof-of-Stake (PoS) consensus mechanism to verify AI outputs across a distributed network of independent participants. By coordinating multiple AI models to validate claims, Mira achieves an impressive 95%+ accuracy rate, significantly higher than the 70–75% baseline of many current frontier models.
The Role of 
The native utility and governance token, $MIRA, is the economic engine of this ecosystem. Its primary functions include:
Staking and Security: Node operators stake $MIRA to secure the network. Honest participants are rewarded, while malicious behavior is penalized through slashing.
API Access: Developers use o pay for the Verified Generate API, which allows them to integrate error-free AI outputs into their own applications.
Governance: Token holders have a voice in the protocol's evolution, voting on upgrades, emission rates, and strategic design changes.
Ecosystem Integration: $MIRA serves as a base pair asset for other ecosystem tokens and is used for premium features in applications like Klok and Astro.
Real-World Traction and Ecosystem
Mira's mainnet is already live, supporting more than 4.5 million users across its ecosystem. Notable applications already leveraging Mira's technology include:
Klok: An AI-based research assistant with over 400,000 daily users.
Learnrite: An educational platform that used Mira to reduce AI-generated exam errors by 84%.
Astro: An AI-driven astrology agent generating significant annual recurring revenue.
With a fixed total supply of 1 billion tokens and strong backing from investors like Framework Ventures and Bitkraft, @mira_network is positioning itself as essential infrastructure for the future of autonomous, reliable AI.
#Mira  #AI #Web3 #DecentralizedAI #BinanceSqu

Mira Network: Building the Trust Layer for Decentralized AI