Autonomy unbridled.
Governed by math,
not blind faith.

Autonomy without auditability is chaos. Inference Network delivers accountability to robotics, AI agents, and every frontier of autonomy.

272M

Total proofs

Total network proofs

Today’s autonomous systems lack verifiable certainty

Today’s autonomous systems lack verifiable certainty

Today’s autonomous systems lack verifiable certainty

Today’s autonomous systems lack verifiable certainty

Today’s autonomous systems lack certainty

Autonomous systems are typically fragmented and lack auditable scalability, biometric-grade assurance, and seamless privacy, resulting in highly insecure and unverifiable interactions across distributed, digital environments.

Autonomous systems are typically fragmented and lack auditable scalability, biometric-grade assurance, and seamless privacy, resulting in highly insecure and unverifiable interactions across distributed, digital environments.

Autonomous systems are typically fragmented and lack auditable scalability, biometric-grade assurance, and seamless privacy, resulting in highly insecure and unverifiable interactions across distributed, digital environments.

Autonomous systems are typically fragmented and lack auditable scalability, biometric-grade assurance, and seamless privacy, resulting in highly insecure and unverifiable interactions across distributed, digital environments.

We solve this with Proof of Inference

We solve this with Proof of Inference

We solve this with Proof of Inference

We solve this with Proof of Inference

By harnessing the principles of autonomous computing, Inference Network introduces Autonometrics and biometric-grade inference verification to every autonomous agent and workflow, delivering scalable identity, privacy, and auditability across networks.

By harnessing the principles of autonomous computing, Inference Network introduces Autonometrics and biometric-grade inference verification to every autonomous agent and workflow, delivering scalable identity, privacy, and auditability across networks.

By harnessing the principles of autonomous computing, Inference Network introduces Autonometrics and biometric-grade inference verification to every autonomous agent and workflow, delivering scalable identity, privacy, and auditability across networks.

By harnessing the principles of autonomous computing, Inference Network introduces Autonometrics and biometric-grade inference verification to every autonomous agent and workflow, delivering scalable identity, privacy, and auditability across networks.

Manifesto

We believe in a future where computational integrity is woven directly into the fabric of autonomous systems. Where decentralized, open-source protocols enable verifiable, auditable certainty that scales securely across AI agents, robotics, self-driving vehicles, and a myriad of autonomous enterprise applications.

We believe in a future where computational integrity is woven directly into the fabric of autonomous systems. Where decentralized, open-source protocols enable verifiable, auditable certainty that scales securely across AI agents, robotics, self-driving vehicles, and a myriad of autonomous
applications.

Mission

Our Mission

We provide cryptographic certainty for autonomous systems.

We provide certainty
for on-chain AI

Partners and Backers

272M

Total network proofs

272M

Total network proofs

272M

Total network proofs

272M

Total network proofs

272M

Total network proofs

1402

Miners

1402

Miners

1402

Miners

1402

Miners

1402

Miners

70%

Verification rate

70%

Verification rate

70%

Verification rate

70%

Verification rate

90%

Verification Rate

The foundation
of Artificial General Intelligence

Built to be verifiable, private, and fair - by design

Built to be verifiable, private, and fair, by design

Proof of Inference

Every critical AI output is secured with cryptographic proofs — mathematically verified and provable, not based on blind trust.

Every critical AI output is secured with cryptographic proofs. Mathematically verified and provable, not based on blind trust.

Autonomic Forensics

Auditable Autonomy

Identity and accountability for autonomous systems are anchored to cryptographic verifiability, ensuring certainty and traceability without reliance on assumptions.

Verifiable Computing

Computational integrity is anchored through proof-based validation, enabling certainty at scale, replacing trust with mathematical assurance.

Computational integrity is anchored through proof based validation, enabling certainty at scale, replacing trust with mathematical assurance.

Unbreakable AI

Distributed by design: Unbreakable AI models, resilient, and owned by all within a shared and open economy.

Distributed by design: Unbreakable AI models, resilient, and owned by all within a shared and open economy.

Hyperscaling AGI

Inference Network scales seamlessly across thousands of nodes, laying the foundation for trustless, global AGI.

Hyperscaling AGI

Inference Network scales seamlessly across thousands of nodes, laying the foundation for trustless, global AGI.

Hyperscaling AGI

Inference Network scales seamlessly across thousands of nodes, laying the foundation for trustless, global AGI.

Coordinated intelligence,
verified by cryptography

Our mission is to empower the future of multi-agent systems by enabling verifiable, trustworthy, privacy-centric inference across industries.

Our mission is to empower the future of multi-agent systems by enabling verifiable, trustworthy, privacy centric inference across silos.

Coordinated intelligence,
verified by cryptography

Our mission is to empower the future of multi-agent systems by enabling verifiable, trustworthy, privacy-centric inference across industries.

Coordinated intelligence,
verified by cryptography

Our mission is to empower the future of multi-agent systems by enabling verifiable, trustworthy, privacy-centric inference across industries.

Coordinated intelligence,
verified by cryptography

Our mission is to empower the future of multi-agent systems by enabling verifiable, trustworthy, privacy-centric inference across industries.

Proof of Inference Protocol

Cryptographic proofs verify AI outputs, ensuring reliable and trustworthy results.

Autonomics Layer

Advanced cryptography keeps computations private and secure, while scaling efficiently.

Model Informatics Engine

Real-time tracking assigns verified identity and monitors AI model performance with transparency.

Inference Network Runtime

Securely executes AI tasks and automatically produces cryptographically verifiable results.

zK-ML, FHE, and TEEs

Advanced cryptography keeps computations private and secure while scaling efficiency.

Cross-chain Interoperability

Seamless verification connects AI and data securely across multiple networks.

How unbreakable
AI works

How Unbreakable
AI works

Inference Network enables fault tolerant distributed AI at scale through a targeted, slice-based verification approach.

Inference Network enables fault tolerant distributed AI at scale through a targeted, slice-based verification approach.

1

Model analysis

DSperse identifies optimal points to split the model for parallel computation.

1

Model analysis

DSperse identifies optimal points to split the model for parallel computation.

1

Model analysis

DSperse identifies optimal points to split the model for parallel computation.

1

Model analysis

DSperse identifies optimal points to split the model for parallel computation.

2

Model Slicing

The model is divided into balanced slices, distributing computational load evenly.

3

Compilation

Each slice is converted into a zero-knowledge circuit using the best proof system.

4

Witness Generation

Witness data is computed on trusted machines and passed to the next slice.

5

Distributed Proving

Slices are proven across multiple nodes running independent proofs in parallel.

6

Verification

All proofs are collected and verified, confirming correct execution of every slice.

ZK

Zero-Knowledge proof

PK

Proving key

VK

Verification key

W

Witness

PI

Proof of inference

Proof of Inference

OT

Output tensor

ZK

ZK Proof

PK

Proving key

VK

Verification key

W

Witness

PI

Proof of inference

OT

Output tensor

ZK

Zero-Knowledge proof

PK

Proving key

VK

Verification key

W

Witness

PI

Proof of inference

OT

Output tensor

ZK

ZK-proof

PK

Proving key

VK

Verification key

W

Witness

PI

Proof of inference

OT

Output tensor

Biττensor Subnet 2

Subnet 2 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.

Subnet 2 is the most critical infrastructure subnet on Bittensor.

Across robotics, finance, healthcare, and every frontier of innovation, AI is transforming the surface of technology itself.

Inference Network removes the bottlenecks of trust, making AI scalable, verifiable, and unstoppable by design.

Biττensor Subnet 2

Subnet 2 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.

Subnet 2 is the most critical infrastructure subnet on Bittensor.

Biττensor Subnet 2

Subnet 2 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.

Subnet 2 is the most critical infrastructure subnet on Bittensor.

Biττensor Subnet 2

Subnet 2 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.

Subnet 2 is the most critical infrastructure subnet on Bittensor.

Live competitive benchmarks

Subnet 2 is a proving ground for real-world benchmarking of diverse zero-knowledge proof systems. Miners compete through performance-based incentives to optimize zk proving efficiency.

Proving system agnostic

Subnet 2’s modular architecture handles multiple proving workloads at scale, dynamically routing inference to the most efficient proof systems available.

Model distillation

Subnet 2 produces optimized verifiable circuits for complex models through open, incentivized participation.

Future-proof scaling

DSperse empowers Subnet 2 to exercise the full potential of distributed computing, delivering the first truly unified network for massively parallel, ultra-efficient production of verifiable artifacts.

01

AI Agents

Autonomous AI agents independently perform complex tasks via verifiable decision, making processes and continuous learning.

02

Finance / DeFi

Autonomous AI executes provably fair trading, fraud detection, and compliance on decentralized finance platforms.

03

Defense

Self-managing defense systems detect emerging threats, adapt dynamically in real time, and verify actions as needed.

04

Healthcare

Autonomous systems enhance diagnostics and patient care while preserving privacy through cryptographic verification.

05

Industrial Robotics

Robots autonomously self-regulate operations using advanced proof-backed verification for enhanced safety and efficiency.

06

Self-Driving Vehicles

Autonomous vehicles make transparent, mathematically verifiable decisions for safe and autonomous navigation.

Auditable autonomy across industries 

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Community Evolved

From Researchers to Enterprises,
and everyone in between

From researchers
to enterprises, and everyone in between

From researchers to enterprises, and everyone in between

For AI-Savvy Professionals & Researchers

Run advanced models you can fully verify to ensure computational integrity and reproducible results.

For AI-Savvy Professionals & Researchers

Run advanced models you can fully verify to ensure computational integrity and reproducible results.

For AI-Savvy Professionals & Researchers

Run advanced models you can fully verify to ensure computational integrity and reproducible results.

For AI-Savvy Professionals & Researchers

Run advanced models you can fully verify to ensure computational integrity and reproducible results.

For AI-Savvy Professionals & Researchers

Run advanced models you can fully verify to ensure computational integrity and reproducible results.

For Builders & Devs

Build first-mover apps powered by cryptographic guarantees, without relying on black-box models.

For Builders & Devs

Build first-mover apps powered by cryptographic guarantees, without relying on black-box models.

For Builders & Devs

Build first-mover apps powered by cryptographic guarantees, without relying on black-box models.

For Builders & Devs

Build first-mover apps powered by cryptographic guarantees, without relying on black-box models.

For Builders & Devs

Build first-mover apps powered by cryptographic guarantees, without relying on black-box models.

For Enterprises & Partners

Deploy auditable AI systems which are compliant and secure at scale, without compromising on regulatory standards.

For Enterprises & Partners

Deploy auditable AI systems which are compliant and secure at scale, without compromising on regulatory standards.

For Enterprises & Partners

Deploy auditable AI systems which are compliant and secure at scale, without compromising on regulatory standards.

For Enterprises & Partners

Deploy auditable AI systems which are compliant and secure at scale, without compromising on regulatory standards.

For Enterprises & Partners

Deploy auditable AI systems which are compliant and secure at scale, without compromising on regulatory standards.

For General Tech Audiences

Discover AI you can finally trust. It's private, verifiable, and open to everyone.

For General Tech Audiences

Discover AI you can finally trust. It's private, verifiable, and open to everyone.

For General Tech Audiences

Discover AI you can finally trust. It's private, verifiable, and open to everyone.

For General Tech Audiences

Discover AI you can finally trust. It's private, verifiable, and open to everyone.

For General Tech Audiences

Discover AI you can finally trust. It's private, verifiable, and open to everyone.

Help shape the future
of Autonomous Intelligence

Inference Network is open-source and community-driven. Whether you’re a researcher, builder, or curious user — you can be part of it.

Unlock the future of Unbreakable AI.

Inference Network™ makes trustless AGI inevitable: replacing closed, centralized models with a global web of verifiable AI slices. Every computation becomes provable, unstoppable, and resilient by design.

Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.

Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.

Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.