Mira💚

Key Takeaways

Mira is a decentralized network designed to provide trustless verification of AI outputs, addressing challenges such as hallucinations and bias in AI systems.

The platform features mechanisms such as binarization, distributed verification, and proof of verification to provide reliability across AI systems.

MIRA is the protocol’s native token. It’s used for API access, staking, and governance across the network.

What Is Mira?

Mira is a decentralized verification network built for artificial intelligence (AI). Most AI systems today typically require human oversight because their outputs can contain errors or bias. Mira takes a different approach by converting AI outputs into verifiable claims and distributing their verification across a network of independent participants.

Mira uses mechanisms such as binarization, distributed verification, and proof of verification to improve the reliability of AI systems. The network also offers a marketplace of customizable AI workflows that developers can access through an SDK or direct API calls, making it easier to integrate AI capabilities while reducing complexity and development time.

How Mira Works

Binarization

Mira initiates its verification process with binarization, a method that breaks down a complex AI response into smaller, clear claims that can be checked individually. Rather than validating the entire output at once, each statement is treated as a separate unit for accuracy.

For example, take the sentence: “Paris is the capital of France and the Eiffel Tower is its most famous landmark.” Mira would separate this into two claims: “Paris is the capital of France” and “the Eiffel Tower is a landmark in Paris.” By verifying each claim independently, Mira makes it easier to identify and correct mistakes and improves overall reliability.

Distributed Verification

After Mira divides an AI output into smaller statements known as claims, these claims are verified by specialized nodes across the network. Since no single node has access to the entire output, the system enhances privacy and makes it harder for any one party to manipulate results. By combining results from multiple verifiers, Mira helps minimize bias and lowers the chance of hallucinations in AI outputs.

Proof of Verification

Mira’s proof of verification combines economic incentives with computational checks to ensure reliable results. It combines Proof of Work (PoW), where verifiers must demonstrate genuine inference, with Proof of Stake (PoS), where participants stake tokens to align their interests with the network.

If dishonest behavior is detected through statistical checks, the verifier’s staked tokens are slashed. This design discourages misconduct while rewarding verifiers who provide accurate and trustworthy results.

Building Applications on Mira

Mira Flows allows developers to build applications on Mira’s verification network through a marketplace of pre-built AI workflows. These workflows include common tasks such as summarization, data extraction, and multi-stage pipelines.

Developers can integrate them directly into products using simple API calls. They can also create more customized solutions with the Mira Flows SDK, a Python toolkit for building and adjusting AI pipelines. The SDK enables the integration of large language models with knowledge bases, facilitating the development of chatbots, advanced workflows, and data analysis tools.

Ecosystem 

Klok 

Klok is an AI-powered assistant built on Mira. The tool features multiple AI models, including DeepSeek, ChatGPT, and Llama, within a single interface, enabling users to access a wide range of AI capabilities. Klok can summarize complex information, analyze data such as wallet activity, generate social media content, and adapt its responses to suit different user preferences and contexts.

Delphi Oracle

Delphi Oracle is an AI-powered research assistant developed by Mira Network and Delphi Digital. The tool is integrated into the Delphi Member Portal and is designed to support access to Delphi Digital’s institutional research. It provides structured summaries of complex reports and relies on Mira’s routing, caching, and verification APIs to generate responses with consistency and efficiency.

Consumer applications

Learnrite: A research initiative that focuses on developing verified educational content. The research explores new methods for applying large-scale text verification in academic and learning environments.

Astro: An astrology application that allows users to connect with astrologers and access personalized horoscope readings. It offers features such as regular updates and personalized guidance tailored to individual zodiac signs.

Amor: An AI companionship application that offers a platform for non-judgmental conversations. It gives users an outlet for supportive and interactive exchanges.

The MIRA Token

MIRA is the native token of the Mira protocol, with a maximum supply of 1 billion tokens. It’s available on the Layer 2 Base network as an ERC-20 token. MIRA is used within the ecosystem for many purposes, including:

API access: MIRA can be used to pay for Mira’s APIs and development workflows, with token holders receiving priority access and discounted rates.

AI applications: Through the Mira SDK, MIRA supports AI functions such as authentication, payments, memory, and compute.

Staking: Node operators can stake MIRA to secure the network, with honest participants rewarded and malicious behavior penalized.

Governance: MIRA holders can vote on emissions, upgrades, and protocol design, shaping the future of the network.

Mira (MIRA) on Binance HODLer Airdrops

On September 25, 2025, Binance announced MIRA as the 45th project on the Binance HODLer Airdrops. Users who subscribed their BNB to Simple Earn and/or On-Chain Yields products from September 20 to 22 were eligible to receive MIRA airdrops. A total of 20 million MIRA tokens were allocated to the program, accounting for 2% of the total token supply.

MIRA was listed with the Seed Tag applied, allowing for trading against the USDT, USDC, BNB, FDUSD, and TRY pairs.

Closing Thoughts

Mira is a decentralized verification network designed to enhance the reliability of AI outputs by addressing issues such as hallucinations and bias. The network’s architecture combines binarization, distributed verification, and a hybrid consensus model to enable trustless verification at scale. With applications like Delphi Oracle, Astro, and Amor, Mira supports multiple real-world use cases that span from enterprise solutions to everyday consumer applications.

Further Reading

What Are AI Agents?

What Are Appchains (Application-Specific Blockchains)?

The Relationship Between Blockchain and AI

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