Platform Architecture
Discover the layered architecture that powers ML Bridge's decentralized machine learning ecosystem
🏗️ System Overview
ML Bridge operates as a three-layer architecture designed for scalability, security, and decentralization
Blockchain Layer
Smart contracts & consensus mechanisms
Compute Layer
Distributed processing network
Application Layer
APIs, SDKs & user interfaces
🔗Smart Contract Layer
Ethereum-compatible smart contracts provide trustless coordination and economic incentives
MLBridge Core
Main coordination contract orchestrating the entire platform
0x1234...5678ModelRegistry
Manages AI model registration, metadata, and versioning
0x2345...6789TaskManager
Handles task creation, assignment, and lifecycle management
0x3456...789aConsensusVerifier
Implements result verification and consensus mechanisms
0x4567...89abRewardDistributor
Manages token rewards, penalties, and staking mechanisms
0x5678...9abc💻Compute Layer
Distributed network of compute providers executing ML tasks with verification and consensus
Compute Provider Network
Task Execution
Run ML inference and training jobs with high performance
Result Verification
Multiple providers verify outputs for consensus
Reward System
Earn MLB tokens for honest contributions
Consensus-Verified Computation Protocol (CVCP)
Our novel consensus mechanism ensures result quality through economic incentives:
Task Assignment
Multiple providers selected based on stake and reputation
Parallel Execution
Each provider runs the task independently
Result Submission
Providers submit results with cryptographic proofs
Consensus Verification
Results compared and consensus determined
Reward Distribution
Honest providers rewarded, malicious ones penalized
🌐Application Layer
Developer-friendly APIs, SDKs, and interfaces for seamless platform integration
REST API
- Task management endpoints
- Model registry access
- Real-time status updates
- Webhook integrations
WebSocket API
- Live task progress (coming soon)
- Result notifications (coming soon)
- Network status updates (coming soon)
- Event subscriptions (coming soon)
SDKs
- JavaScript/TypeScript
- Python (coming soon)
- Rust (coming soon)
- Go (coming soon)
Web Interface
- Task submission portal
- Model marketplace
- Provider dashboard
Security Architecture
🛡️Economic Security
- • Staking requirements for providers
- • Slashing for malicious behavior
- • Reputation-based selection
- • Economic incentive alignment
🔐Cryptographic Security
- • Zero-knowledge proofs
- • Merkle tree verification
- • Multi-signature schemes
- • Encrypted data transmission
Performance Metrics
Network Performance
Scalability
- • Layer 2 integration (Base, Polygon)
- • State channels for micro-transactions
- • IPFS distributed storage
- • Horizontal scaling support
Explore More
Dive deeper into specific components of the ML Bridge architecture