[PANDORA BOXCHAIN:]

Creating a Decentralized Marketplace for AI/ML Technologies

Pandora Boxchain is an open-source project that creates a protocol for decentralized open markets within the AI/ML

Time-to-Market

5 months

Project Stage

Finished product

Blockchain

EVM-based blockchain with Prometeus consensus

Overview

AI Integration

Neural Networks

Optimization With ML

Pandora Boxchain is an open-source project that creates a protocol for decentralized open markets within the AI/M

The project empowers users to exchange AI/ML models, datasets, research, and knowledge securely using distributed ledgers and smart contracts. Pandora Boxchain is built on Prometheus consensus for generic computing and establishes an open and free market for software, computing power, and data. This project illustrates the utilization of blockchain technology in optimizing and securing the exchange of AI/ML resources.

Task

The Pandora Boxchain project required two significant areas of development:

Development of smart contracts for a decentralized marketplace that enables the tokenization of AI/ML entities. The aim was to facilitate distributed AI computing in a secure environment.
Integration of AI/ML entities into the tokenization process. This involved packing neural network models into verifiable sets of parameters for storage in smart contracts and optimizing the tokenization process and token management between the marketplace and owners of the models using non-linear regression models.

Technologies

Blockchain:

Solidity

JavaScript

Truffle

Tokenization

AI&ML:

Python

Neural Networks

Non-Linear Regression Model

Logistic Regression Model

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The Development Process

Blaize’s team for this project was comprised of blockchain engineers, AI/ML specialists, back-end developers, front-end developers, QA experts, and DevOps specialists. The development process was executed in stages:

Data Gathering and
Documentation

Gathering requirements from the Pandora team and creating technical documentation.

Smart Contracts Development

Creating and deploying smart contracts for the AI/ML marketplace.

AI/ML entities tokenization and ML
optimization strategy

Development of AI/ML entities (models, parameters, datasets, etc.) tokenization protocol; neural networks parameters packing and encoding for storage in smart contracts; optimization of tokenization process and assets management with ML models.

Testing and Deployment

Testing the entire platform for security and performance before the final deployment.

Challenge

Ensuring a trustless environment for neural network developers, dataset owners, and computing capacity owners to sell their services without intermediaries or censorship.
Implementing complex platform logic and workflows on a public blockchain.
Optimizing a large network with extensive off-chain computations for fee reduction.

Result

In collaboration with Pandora Boxchain, we succeeded in developing a decentralized AI/ML marketplace. The platform features a robust system of interconnected smart contracts, enabling the tokenization process for AI/ML entities and the secure packing of neural networks into verifiable sets of parameters. Through optimization techniques, we streamlined the tokenization process and asset management. We are thankful to the Pandora Boxchain team for their collaboration and commitment to innovating within the AI/ML space. Blaize continues to lead the way in blockchain development and AI/ML integration.