MIRA Network - Building the Trust Layer for AI

While AI excels at generating plausible outputs, it frequently produces incorrect information due to the probabilistic nature of neural network-based technologies such as large language and diffusion models. Mira introduces a network that verifies AI-generated output through decentralized consensus. The network transforms AI outputs into independently verifiable claims, enabling multiple AI models to collectively determine each claim's validity. Node operators performing these inference-based verifications are economically incentivized through a hybrid Proof-of-Work/Proof-of-Stake mechanism to conduct honest verification. Beyond verification, our vision extends to a synthetic foundation model delivering error-free output. This Mira Network infrastructure represents a crucial step toward enabling AI systems to operate without human oversight—a necessary condition for AI to achieve its transformative potential across society.

Keep reading to learn more about the Mira Network 👇

What is MIRA Network:

Mira Network is a decentralized AI verification layer built on the blockchain.
It solves problems like AI hallucinations and bias by verifying AI outputs through a network of independent validators running multiple AI models (GPT-4o, Llama 3.3, DeepSeek, etc.).

In simplier terms, they are building the Trust layer for AI.

Mira Network was founded in 2024 by Karan Sirdesai, Sidhartha Doddipalli, and Ninad Naik (ex-AI leads at Uber & Amazon), Mira raised $9M from top VCs like BITKRAFT, Framework Ventures, and Accel.

Key Features of MIRA Network:

There are some key features of the Mira Network, these include:

Collective Wisdom: MIRA network verifies AI output using other diverse LLMs
Resilient systems: Secured with battle-tested crypto-economic primitives.
Fully autonomous: MIRA network removes 'humans in the loop' from your AI
Decentralized Verification: Breaks AI responses into small factual claims and verifies them using diverse AI models. A majority vote from nodes determines if it’s true, false, or uncertain
Binarization + Sharding: Complex responses are split into smaller parts (binarization) and spread across nodes (sharding) for privacy, speed, and scalability
Crypto-economic Security: Combines Proof-of-Stake + Proof-of-Work.
Nodes earn rewards for honest work and risk losing tokens if they cheat

Interacting with MIRA Network:

It has been confirmed that Mira network will be launching a token later this year either this Q2 or Q3.

Few months ago, we interacted with their node delegation program. I personally delegated $35 to their node. and just a few weeks ago, node delegators were given the Sigil of Truth NFTs by MIRA.

These NFTs marks the node delegators as early contributors and are guaranteed token allocations on TGE.

Important to note that there are only 14,000 Node delegators.

Currently the Mira Network have a public testnet which requires us to make use of their flagship app.

let's dive into it👇

Interacting with the Klok App:

The Klok App is the world’s first trustless multi-LLM Chat App, powered by Mira Network.

All you have to do is chat with top AI models and earn Mira Network rewards (Airdrop)

Here's how it works:

Sign up with Klok App here: https://klokapp.ai?referral_code=K5EWE5TS
Use your wallet to sign up, and then verify with your gmail to instantly earn 500 Mira points.
Chat with their AI and earn Mira points per prompt (You earn 10 Mira points per prompt)

Each normal user gets access to a max of 20 prompts per day, while those who hold the Sigil of Truth NFTs gets access to 50 prompts per day.