Messari releases Mira research report: Processes 3 billion tokens daily, accuracy rate improved to 96%
Messari releases a research report on decentralized AI infrastructure Mira, which optimizes AI output reliability through a distributed model consensus mechanism. Its verification layer can increase the accuracy of AI facts in scenarios such as finance and education from 70% to 96%. The protocol breaks down AI outputs into independent fact statements, which are cross-verified by heterogeneous models provided by node operators like Io.Net and Aethir, requiring consensus from more than two-thirds of the nodes to pass.
Mira currently processes over 3 billion text tokens daily, covering 4.5 million users on platforms such as chatbots and educational platforms. The protocol adopts an economic incentive model, where verification nodes receive rewards based on their contributions, and abnormal nodes are penalized. Partners include decentralized GPU computing power suppliers like Hyperbolic and Exabits, achieving computing power expansion through a node delegation mechanism.
According to team data, the protocol reduces AI hallucination rates by 90%, with each verification taking less than 30 seconds. Users can trace the verification process through on-chain proof, with each output accompanied by an encrypted certificate recording model voting details. Currently, integrated applications like Klok have utilized this technology to optimize educational content generation, with plans to expand into high-risk areas such as medical diagnostics in the future.
Disclaimer: The content of this article solely reflects the author's opinion and does not represent the platform in any capacity. This article is not intended to serve as a reference for making investment decisions.
You may also like
A $5 billion single-product emerges? JPMorgan maintains a "Neutral" rating on Amgen (AMGN.US): A good drug doesn't necessarily mean a good buying opportunity.
Amgen's Imdelltra has maintained data with an HR of 0.42, nearly doubling survival time. Morgan Stanley estimates that it will become a single product with annual sales of around 5 billions USD. However, they maintain a Neutral rating and a target price of 350 USD.

Goldman Sachs: Yen Regains "Safe Haven King" Status, Becomes Most Effective Tool to Hedge Against AI Market Shocks
Goldman Sachs stated that the Japanese yen has become a better tool for hedging against AI shocks, with policy shifts reducing the risk of depreciation. The bank recommends shorting USD/JPY and EUR/JPY.


Trump promotes the "manufacturing card" again for midterm elections: Audi to invest $4 billion in a U.S. plant, plans annual production of 200,000 SUVs
Audi plans to invest 4 billion dollars to build a factory in the United States, with an annual production capacity of 200,000 SUVs, creating 4,500 jobs. The German labor union criticized the CEO's supportive attitude as "puzzling," and the final decision will be made by the Volkswagen supervisory board.

