How to roll? How to mouth-lift? With so many projects, can one just rely on their mouth to be satisfied?
More and more projects are going live @KaitoAI, and I don't even know which one to write about. Recently, the identity of ICT has started to become popular. I don't know if it's due to weight reasons or some other reason, but the groups are increasing, and the interactions are becoming more frequent.
As adults, we don't make choices but write, learn, and interact. ICT is here to protect you and help you make the list. If there are evaluations, just reply with haha! This morning, since there wasn't much golden dog, I'll write about a few more projects.
@virtuals continues to check in, accumulating points! Must @ once a day! Currently, there aren't any particularly hot projects on the platform, just wait for the right opportunity! Surely, there will be a big harvest once! 🐷
@Mira_Network Although I don't have limits or tokens, I still want to build for you:
🔍 Mira Network: Creating a more trustworthy decentralized verification network for AI
In the rapidly developing era of AI, issues like “hallucination” and bias are becoming increasingly severe, especially in high-risk areas such as finance and healthcare. The demand for accuracy in AI outputs cannot be ignored.
Mira Network is a pioneering project born in this context: it builds a decentralized verification layer so that AI outputs are not just “smart” but also “trustworthy.”
📢 Latest project updates
✅ Building an AI verification layer to significantly reduce “AI hallucinations”
Mira is developing a “Verification Layer” designed specifically for autonomous AI agents. This system will break down the model's output into verifiable factual claims, distributing them to multiple verification nodes for cross-validation, thus synthesizing a signed and certified trustworthy answer through a consensus mechanism. This mechanism can improve the factual accuracy of AI from 70% to about 96%.
🧑🚀 Content incentives and strong community momentum
Starting from May 2025, Mira launched a content incentive program called “Voice of the Realm,” offering a $15,000 USDC prize to attract users to participate in creating images, videos, memes, and more, injecting endless creativity and communication power into the project ecosystem.
🧠 Promoting “Trustless AI” research
On June 20, Mira initiated a roundtable event titled “Building Trustless AI for Crypto,” inviting multiple Web3 and AI experts to discuss AI architectures and verification mechanisms under trustless frameworks, pushing “trustless AI” from concept to engineering realization.
🛠️ Technical architecture highlights
🧩 Distributed AI verification mechanism
Every AI output will be broken down into factual units
Distributed to multiple decentralized nodes for cross-verification
The final consensus “trustworthy result” will gain on-chain certification
Effectively preventing hallucinations, biases, censorship, and centralized model manipulation
🔁 Hybrid consensus mechanism: PoS + PoW
Mira adopts a dual incentive structure of staking + proof of work:
Nodes need to stake Mira Tokens to gain verification qualifications
Correct validation earns rewards, while malicious actions will be punished
Ensuring a balance between network verification efficiency and economic security
📊 Ecosystem scale and usage metrics
🌐 Daily verification volume exceeds 3 billion tokens
👤 Total users exceed 4 million
🔥 Daily active users nearly 500,000
🔌 Integrated applications: Klok, Astro, AI Copilot, etc.
💰 Financing and team background
June 2024: Seed round financing of $9 million
Main investors: Bitkraft Ventures, Framework Ventures
Others: Accel, Mechanism Capital, etc.
Node sale round: Raised $850,000
Mainly used for infrastructure expansion and validator deployment
Co-founder team
Karan Sirdesai (CEO): AI engineering and product expert
Sidhartha Doddipalli (CTO): Background in blockchain protocol development
Mira Network is one of the best examples of the combination of Web3 and AI. It does not stop at “AI on-chain” but proposes a solution with a true decentralized spirit - “Verifiable AI Output,” which is especially important in the current AI world troubled by biases and hallucinations.
Its architecture can adapt to various large models, including future outputs from OpenAI, Anthropic, or local LLM inference, making it highly compatible. Modular, decentralized, consensus-based verification allows Mira to handle the AI trust issue in a “blockchainized” manner, with a clear route and engineering feasibility.
However, challenges also exist: How to achieve high-frequency verification without sacrificing performance? How to cope with the restrictions of centralized large model vendors on interfaces? Can the ecosystem quickly attract a developer community?
Mira Network is not only a technological exploration but also a paradigm innovator pushing AI from “black-box trust” to “on-chain consensus.” In the gradually warming trend of “AI + Web3” in 2025, it may be one of the first protocols to land and truly solve AI issues. Continuous attention to its mainnet deployment, token economic model, and more practical collaborations will be worthwhile to observe and participate in, perhaps it will be the big mouth to lift!