YOUR KNOWLEDGE, YOUR AI

The Decentralized AI Blockchain Platform

For an open, equitable, and collaborative economy

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SOC2 Certified for Security & Privacy

Trusted by Leading Tech Innovators and Research Institutions

Sahara AI
is for Everyone

Sahara AI for Personal

Whether you're looking to monetize personal knowledge, streamline team collaboration, or are just an AI enthusiast, there's a place for you in the collaborative AI economy.

Join Waitlist

Learn More

Sahara AI for Personal

Whether you're looking to monetize personal knowledge, streamline team collaboration, or are just an AI enthusiast, there's a place for you in the collaborative AI economy.

Join Waitlist

Learn More

Sahara AI for Personal

Whether you're looking to monetize personal knowledge, streamline team collaboration, or are just an AI enthusiast, there's a place for you in the collaborative AI economy.

Join Waitlist

Learn More

Sahara AI for Personal

Whether you're looking to monetize personal knowledge, streamline team collaboration, or are just an AI enthusiast, there's a place for you in the collaborative AI economy.

Join Waitlist

Learn More

An Ecosystem for
Collaborative Intelligence

200,000+

Global AI Trainers

35+

Enterprise Clients

3M+

Annotations

An Ecosystem
for Collaborative Intelligence

200,000+

Global AI Trainers

35+

Enterprise Clients

3M+

Annotations

An ecosystem for collaborative Intelligence

200,000+

Global AI Trainers

35+

Enterprise Clients

3M+

Annotations

An Ecosystem
for Collaborative Intelligence

200,000+

Global AI Trainers

35+

Enterprise Clients

3M+

Annotations

Sahara AI
for Business

Sahara AI can be used by any enterprise — small or large — to personalize customer experiences, optimize decision-making, unlock new business opportunities, and more with custom Sahara Agents.

Get Started

Learn More

Sahara AI
for Business

Sahara AI can be used by any enterprise — small or large — to personalize customer experiences, optimize decision-making, unlock new business opportunities, and more with custom Sahara Agents.

Get Started

Learn More

Sahara AI
for Business

Sahara AI can be used by any enterprise — small or large — to personalize customer experiences, optimize decision-making, unlock new business opportunities, and more with custom Sahara Agents.

Get Started

Learn More

Sahara AI
for Business

Sahara AI can be used by any enterprise — small or large — to personalize customer experiences, optimize decision-making, unlock new business opportunities, and more with custom Sahara Agents.

Get Started

Learn More

Why Sahara AI

Our Blockchain Platform Empowers You
to Own and Monetize Your AI

Our Blockchain Platform Empowers You to Own and Monetize Your AI

Our Blockchain Platform Empowers You
to Own and Monetize Your AI

Sovereignty and Privacy

AI Sovereignty

Retain full control over your AI assets.

User Privacy

Safeguard user data and models with advanced privacy-preserving technologies.

Provenance and Transparency

AI Provenance

Ensure complete traceability of data contributions and model interactions through blockchain technologies.

High-Performance Blockchain

Provide AI solutions with trust, scalability, and accountability.

Collaborative Economy

Collaborative AI Development

Craft an economic model that encourages broad participation and equitable wealth distribution.

Decentralized Governance

Participate in Sahara governance for clear and open decision-making.

Equitable Monetization

On-chain Attribution

Recognize contributions through a blockchain system that securely records revenue shares.

Fair Compensation

Reward participant contributions in a trustless and transparent manner.

The Decentralized
AI Blockchain
Platform

SOC2 Certified for Security & Privacy

Layered Architecture Diagram

Layer 1

Application
Layer

Sahara Vaults

Sahara Vaults are private and secure repositories storing and managing AI assets, covering both local storage on user nodes and cloud storage on public nodes

Decentralized AI Marketplace

Sahara AI Marketplace is the decentralized hub for publishing, monetizing, and trading AI assets.

No-Code and Low-Code Toolkits

Sahara Toolkits are development and deployment tools designed for participants who aim to create and refine AI assets on the Sahara AI platform.

Sahara ID

Sahara ID serves as the cornerstone of identity management within the Sahara AI platform. It acts as the unique identifier for all participants, whether they are AI entities or human users.

Layer 2

Transaction
Layer

Sahara Blockchain Protocols

AI-specific protocols that together provide a structured and secure framework for managing various aspects of the AI lifecycle.

Sahara AI-Native Precompile

Built-in functions that operate at the native level of the blockchain, aiming to enable faster execution, lower computational overhead, and reduced gas costs.

LAYER 3

Data
Layer

On-Chain Data

On-chain data includes, but is not limited to, critical AI asset metadata, attributions, commitments, and proofs.

Off-Chain Data

Off-chain data includes significant datasets, AI models, and supplemental information.

Data Management

Data management mechanisms that highlight the security, availability, indexing, and storage of data.

LAYER 4

Execution
Layer

Core Abstractions

Core abstractions, including datasets, AI models, and computations, are essential components that form the foundation of AI operations on the Sahara AI platform.

High-Level Abstractions

High-level abstractions, including vaults and AI agents, are components built upon core abstractions and provide higher-level functionalities and integrations on the Sahara AI platform.

Infrastructural Mechanisms

Infrastructural mechanisms ensure our execution layer is expedient, elastic, and resilient.

Abstraction Execution Protocols

Abstraction execution protocols provide the necessary framework to ensure that all high-level abstractions operate efficiently and securely.

Collaborative Computation Protocols

Collaborative Computation Protocols facilitate joint AI model development and deployment among multiple participants with privacy-preserving compute modules and computation fraud proof mechanisms to ensure privacy and integrity, as well as PEFT Modules for efficient tuning of AI models.

Executing
Result

Monitoring

Proof

Storage

Executing
Result

Monitoring

Proof

Storage

Layered Architecture Diagram

layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.

Layered Architecture Diagram

layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
layer 1
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
layer 2
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
layer 3
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
layer 4
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.

Layered Architecture Diagram

#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.

Layered Architecture Diagram

#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.
#1 layer
Application Layer
Secure Vaults: Decentralized storage solutions for AI assets ensuring data privacy and integrity through advanced encryption.
Decentralized AI Marketplace: Platform for generating, trading, and accessing valuable datasets, promoting fair compensation and innovation.
No-Code Toolkit: Tools for creating, customizing, and deploying personalized AI agents using decentralized PEFT methods.
SaharaID: Reputation system managing user profiles, access control, and contribution records to ensure trust and accountability.
#2 layer
Transaction Layer
Proof of Stake: Proof of Stake consensus mechanism ensures a high degree of fault tolerance and enables the network to reach consensus even in the presence of malicious nodes
Sahara AI-Native Precompile: These precompiles are designed to streamline and enhance various aspects of AI processing directly within the blockchain environment.
#3 layer
Data Layer
On-Chain Data: Immutable records of user operations and attributes ensuring trustless reputation.
Off-Chain Data: Decentralized storage for large datasets with integrity mechanisms like merkle trees and zero-knowledge proofs.
Mechanisms: Techniques to verify data integrity, prevent duplication, and ensure security and availability.
#4 layer
Execution Layer
Abstraction of Vaults: Repositories for storing and managing AI, accessible directly, for model training, or for retrieval-augmented generation.
Abstraction of AI Models: Supports various models, from traditional ML models to LLMs and multi-modal generative models.
Abstraction of AI Agents: Autonomous entities using advanced algorithms, capable of persona alignment, tool utilization, and continuous learning.
AI Computation Protocols: Supports a variety of paradigms for AI training, inference and serving, enabling efficient, collaborative, and high-performance model orchestration.
Agent Framework Protocols: Manages the interactions and coordination of AI agents within the Sahara AI Execution Layer.