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Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
LABS
Services

Secure Model Weight Transfer Protocol

We design and implement custom protocols for the verifiable, confidential transfer of AI model weights between parties, training clusters, and blockchain environments. Protect intellectual property and ensure data integrity.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built to your exact specifications.

We architect and deploy custom smart contracts for tokens, DeFi protocols, DAOs, and NFTs. Our code is built on Solidity 0.8+ with OpenZeppelin standards, ensuring security and gas efficiency from day one.

From concept to mainnet in as little as 2-4 weeks.

Our development process delivers:

  • Formal Verification & Audits: Every contract undergoes rigorous testing and review by our in-house security team before third-party audits.
  • Gas Optimization: We minimize transaction costs, a critical factor for user adoption and protocol sustainability.
  • Full Documentation & Deployment: We provide comprehensive technical specs and handle deployment on EVM-compatible chains like Ethereum, Polygon, and Arbitrum.
key-features-cards
SECURE, VERIFIABLE AI MODEL TRANSFERS

Core Protocol Capabilities We Implement

We architect and deploy the foundational smart contracts and infrastructure that enable secure, auditable, and efficient transfers of AI model weights on-chain. Our implementations are production-ready, battle-tested, and designed for enterprise-grade applications.

01

On-Chain Weight Registry

Immutable, timestamped registration of model weights as verifiable digital assets using ERC-1155 or custom standards, enabling provenance tracking and non-fungible representation of AI intellectual property.

ERC-1155
Standard Used
Immutable
Provenance
02

Secure Transfer & Escrow Contracts

Custom smart contracts for atomic swaps, multi-signature releases, and time-locked escrow of model weights, ensuring transfers are trust-minimized and funds are secure until delivery is verified.

Atomic Swaps
Transfer Type
Multi-Sig
Security Model
03

Verifiable Proof Generation

Implementation of zero-knowledge proofs (ZK-SNARKs/STARKs) or commit-reveal schemes to cryptographically verify model integrity and correctness of inference outputs without exposing the underlying weights.

ZK-SNARKs
Proof System
On-Chain
Verification
04

Access Control & Licensing Logic

Granular, on-chain permissioning for model usage, including subscription models, one-time licenses, and revenue-sharing mechanisms, directly enforced by the protocol's smart contracts.

Role-Based
Access Control
Automated
Royalty Enforcement
05

Cross-Chain Interoperability

Bridge and messaging layer development (using Axelar, LayerZero, or Wormhole) to facilitate secure model weight transfers and licensing across Ethereum, Polygon, Arbitrum, and other EVM-compatible networks.

EVM Networks
Supported
CCIP/Wormhole
Bridge Protocol
06

Gas-Optimized Contract Architecture

Deployment of contracts using Solidity 0.8+ with patterns like Diamond Proxy (EIP-2535) for upgradeability and significant gas cost reduction for end-users, verified by leading security auditors.

EIP-2535
Upgrade Pattern
< $0.50
Avg. Transfer Cost
benefits
FROM PROTOCOL TO PROFIT

Business Outcomes: From Technical Feature to Strategic Advantage

Our Secure Model Weight Transfer Protocol is engineered to deliver measurable business impact. We translate cryptographic security into tangible advantages for your AI and blockchain initiatives.

01

Monetize AI Models Securely

Deploy a verifiable, on-chain marketplace for your proprietary AI models. Our protocol ensures creators are compensated for every inference, preventing unauthorized use and enabling new revenue streams.

100%
Usage Verifiability
Zero Leaks
Model Integrity
02

Accelerate Time-to-Market

Leverage our battle-tested, audited protocol framework. We provide the foundational smart contracts and infrastructure, allowing your team to focus on application logic and user experience.

< 4 weeks
Integration Time
Pre-Audited
Security Baseline
03

Mitigate IP & Compliance Risk

Enforce strict access control and immutable usage logs for AI assets. Our protocol provides an auditable trail for regulatory compliance (GDPR, AI Act) and protects against intellectual property theft.

Immutable Logs
Audit Trail
Fine-Grained
Access Control
04

Enable Trustless Federated Learning

Build decentralized AI networks where participants can collaboratively train models without exposing raw data. Our protocol verifies contributions and ensures fair reward distribution via smart contracts.

Data Privacy
By Design
Automated
Reward Settlement
05

Future-Proof Architecture

Built with modularity and upgradability in mind. Our protocol supports multiple blockchain networks (EVM, Solana) and is designed to integrate with emerging AI/ML frameworks and hardware (e.g., ZKML).

Multi-Chain
Compatible
Modular
Design
06

Reduce Operational Overhead

Eliminate the need to build and maintain custom security infrastructure for model distribution. We handle the cryptographic complexity, key management, and on-chain verification logic.

> 60%
Dev Cost Saved
Managed
Cryptographic Layer
Technical & Operational Comparison

Custom Protocol vs. Conventional Transfer Methods

A detailed comparison of our secure, on-chain model weight transfer protocol against traditional off-chain and centralized alternatives, highlighting key advantages for AI/ML platform development.

Feature / FactorConventional Methods (S3, FTP, API)Custom On-Chain Protocol

Data Provenance & Immutability

Tamper-Proof Audit Trail

Native Access Control & Permissions

Manual / IAM

Programmable via Smart Contracts

Settlement Finality

Eventual Consistency

Cryptographically Guaranteed (<2 sec)

Developer Integration Complexity

Medium (SDK/API)

High (Requires Web3 Expertise)

Time to Implement Secure System

1-3 months

4-8 weeks with Chainscore

Ongoing Infrastructure Cost

$500-$5K/month (cloud)

Gas Fees + Protocol Maintenance

Security Audit Overhead

Your responsibility

Included (Formal Verification)

Composability with DeFi/Web3

Resistance to Censorship / Deplatforming

how-we-deliver
PROVEN METHODOLOGY

Our Development & Integration Process

A structured, security-first approach to implementing the Secure Model Weight Transfer Protocol, designed for rapid deployment and seamless integration into your existing AI/ML pipeline.

01

Architecture & Threat Modeling

We begin with a comprehensive security assessment of your AI model pipeline, identifying attack vectors and designing a zero-trust architecture for weight transfer. This includes defining on-chain/off-chain boundaries and cryptographic primitives.

OWASP Top 10
Security Framework
< 1 week
Design Sprint
02

Smart Contract Development

Development of custom, audited smart contracts for verifiable weight commitments, access control, and incentive mechanisms. Built with Solidity 0.8+ and OpenZeppelin libraries, optimized for gas efficiency and security.

100%
Test Coverage
OpenZeppelin
Security Standard
03

Off-Chain Prover & Verifier Integration

Implementation of the off-chain cryptographic prover (e.g., zk-SNARKs, MPC) and on-chain verifier contracts. We ensure efficient proof generation and sub-second verification to maintain your model's inference performance.

< 1 sec
Verification Time
Rust/Golang
Prover Stack
04

SDK & API Layer Development

Delivery of a production-ready SDK and REST/GraphQL APIs for your data scientists and engineers. Enables seamless commit(), prove(), and verify() operations from your existing Python/TensorFlow/PyTorch environment.

Python/JS/Go
SDK Languages
Swagger Docs
API Documentation
05

Security Audit & Penetration Testing

Rigorous third-party smart contract and infrastructure auditing by firms like Trail of Bits or Quantstamp. Followed by internal penetration testing of the full integration stack before mainnet deployment.

Tier-1 Auditors
External Review
Critical = 0
Audit Target
06

Deployment & Production Monitoring

Managed deployment to your target chain (Ethereum, Polygon, Arbitrum) with comprehensive monitoring, alerting, and incident response playbooks. We provide 24/7 SLA-backed support for the protocol layer.

99.9%
Uptime SLA
24/7
Protocol Support
security
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built for scale and compliance.

We architect and deploy audited smart contracts that power your core business logic. Our development process ensures gas optimization, security-first design, and compliance with standards like ERC-20, ERC-721, and ERC-1155.

Deliver a secure, audited MVP in as little as 2 weeks.

  • Custom Logic: Build DeFi protocols, NFT marketplaces, DAOs, and enterprise solutions.
  • Security Audits: All contracts undergo internal review and can be prepared for third-party audits from firms like OpenZeppelin or CertiK.
  • Full Lifecycle: We handle development, testing, deployment, and ongoing maintenance with 99.9% uptime SLAs.
Secure Model Weight Transfer Protocol

Frequently Asked Questions for Technical Decision-Makers

Answers to the most common technical and commercial questions about implementing our secure, verifiable on-chain ML model transfer protocol.

A standard implementation for a single model type (e.g., a transformer) with our protocol takes 2-3 weeks. This includes integration with your training pipeline, on-chain verifier deployment, and end-to-end testing. Complex multi-model systems or custom verification logic can extend this to 4-6 weeks. We provide a detailed project plan with weekly milestones upon engagement.

ENQUIRY

Get In Touch
today.

Our experts will offer a free quote and a 30min call to discuss your project.

NDA Protected
24h Response
Directly to Engineering Team
10+
Protocols Shipped
$20M+
TVL Overall
NDA Protected Directly to Engineering Team