We provide certainty for on-chain AI

AI hyperscale on decentralized networks

Inference will dominate future Internet traffic. Just as HTTPS/TLS secures websites, Inference Labs ensures AI security with Proof of Inference.

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>>> MANIFESTO

We believe in a future where AI is sovereign By default and governed by cryptographic certainty over centralized authorities.

Where new economies are decentralized by design and computational integrity is Native to protocolS.

/// 01. Decentralized AI, owned by all

With cutting-edge distributed networks to empower a transparent and secure environment where AI can thrive, foster participation and accelerate growth.

/// 02. Mathematically verifiable proofs

State-of-the-art cryptographic verification guarantees computational integrity for sophisticated machine learning algorithms—rely on mathematics over magic or trust.

/// 03. Open-Source protocols, game theory

Promote a market-driven approach for governance of AI vs Centralized Authorities. A self regulating network effect of verifiable intelligence.

/// 04. MACHINE-MADE, HUMAN-CENTERED

The ultimate partnership. Distilled human intelligence with the observability and reliability of turing machines - Code is law.

>>> Features

/// 01. Agentic native protocols  

Agents require a different set of tools at their disposal. They can’t rely on trust nor determine counterparty risk without all the facts. Instead, Agents will use protocols to ensure interoperability, model authenticity, and computational integrity.

/// 02. Data-backed Experiences

Provide peace of mind in user experiences with verifiable data-backed function calls. Imagine using unverified smart contracts, with expectations and guarantees as an afterthought. No need to trust a black box when you see the math yourself.

/// 03. Interoperable Intelligence

With a system integrated into existing AI protocols, the power of AI verification is in your hands. Build cross chain applications to execute AI workflows with guarantees of atomic operations.

/// 04. Ethical advancements

What’s out of sight is actually top of mind. Responsible AI faces a myriad of challenges, from securing patient and client data to ensuring explainability in AI inference. Empower those affected by AI predictions to challenge or alter future outcomes using technologies such as Zero-Knowledge Machine Learning (zkML) and Fully Homomorphic Encryption (FHE).

/// 05. Inference commerce protocol

Inference Labs makes it possible for projects, data scientists, and developers to easily deploy next-gen proprietary models without compromises or customer trust assumptions.

omron SUBNET

The digital marketplace for Inference Verification on Bittensor

Omron seamlessly connects users to specialized services within each Bittensor subnet, combining access to various digital commodities, or computational tasks, with cryptographically verified AI predictions using zero-knowledge proofs.

Omron is the most critical infrastructure subnet on Bittensor.

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DSPERSE
WE BELIEVE IN A FUTURE WHERE AI IS VERIFIABLE BY DEFAULT — POWERED BY CRYPTOGRAPHIC PROOFS, NOT BLIND TRUST.

WHERE MODELS ARE SLICEABLE, AUDITABLE, AND PROVEN IN REAL TIME —SO PERFORMANCE, PRIVACY, AND INTEGRITY CAN SCALE TO THE WORLD.
/// 01. STRATEGIC VERIFIABILITY‍
Verify only what matters. DSperse slices models into critical layers, delivering cryptographic receipts without slowing everything down.
/// 02. CRYPTOGRAPHIC PROOFS‍
Zero-knowledge systems secure sensitive computations, ensuring confidentiality, integrity, and tamper-proof trust at every step.
/// 03. MODULAR & FLEXIBLE
DSperse orchestrates across multiple proving backends, choosing the best tool for the job and adapting to new protocols as they emerge.
/// 04. BUILT FOR REAL-WORLD IMPACT
From finance to healthcare to enterprise AI, DSperse bridges theory and practice — making verifiable AI practical, scalable, and human-centered.