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aitbc/docs/developer/overview.md
oib c8be9d7414 feat: add marketplace metrics, privacy features, and service registry endpoints 
- Add Prometheus metrics for marketplace API throughput and error rates with new dashboard panels
- Implement confidential transaction models with encryption support and access control
- Add key management system with registration, rotation, and audit logging
- Create services and registry routers for service discovery and management
- Integrate ZK proof generation for privacy-preserving receipts
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title, description
title description
Developer Overview Introduction to developing on the AITBC platform

Developer Overview

Welcome to the AITBC developer documentation! This guide will help you understand how to build applications and services on the AITBC blockchain platform.

What You Can Build on AITBC

AI/ML Applications

  • Inference Services: Deploy and monetize AI models
  • Training Services: Offer distributed model training
  • Data Processing: Build data pipelines with verifiable computation

DeFi Applications

  • Prediction Markets: Create markets for AI predictions
  • Computational Derivatives: Financial products based on AI outcomes
  • Staking Pools: Earn rewards by providing compute resources

NFT & Gaming

  • Generative Art: Create AI-powered NFT generators
  • Dynamic NFTs: NFTs that evolve based on AI computations
  • AI Gaming: Games with AI-driven mechanics

Infrastructure Tools

  • Oracles: Bridge real-world data to blockchain
  • Monitoring Tools: Track network performance
  • Development Tools: SDKs, frameworks, and utilities

Architecture Overview

graph TB
    subgraph "Developer Tools"
        A[Python SDK] --> E[Coordinator API]
        B[JS SDK] --> E
        C[CLI Tools] --> E
        D[Smart Contracts] --> F[Blockchain]
    end
    
    subgraph "AITBC Platform"
        E --> G[Marketplace]
        F --> H[Miners/Validators]
        G --> I[Job Execution]
    end
    
    subgraph "External Services"
        J[AI Models] --> I
        K[Storage] --> I
        L[Oracles] --> F
    end

Key Concepts

Jobs

Jobs are the fundamental unit of computation on AITBC. They represent AI tasks that need to be executed by miners.

Smart Contracts

AITBC uses smart contracts for:

  • Marketplace operations
  • Payment processing
  • Dispute resolution
  • Governance

Proofs & Receipts

All computations generate cryptographic proofs:

  • Execution Proofs: Verify correct computation
  • Receipts: Proof of job completion
  • Attestations: Multiple validator signatures

Tokens & Economics

  • AITBC Token: Native utility token
  • Job Payments: Pay for computation
  • Staking: Secure the network
  • Rewards: Earn for providing services

Development Stack

Core Technologies

  • Blockchain: Custom PoS consensus
  • Smart Contracts: Solidity-compatible
  • APIs: RESTful with OpenAPI specs
  • WebSockets: Real-time updates

Languages & Frameworks

  • Python: Primary SDK and ML support
  • JavaScript/TypeScript: Web and Node.js support
  • Rust: High-performance components
  • Go: Infrastructure services

Tools & Libraries

  • Docker: Containerization
  • Kubernetes: Orchestration
  • Prometheus: Monitoring
  • Grafana: Visualization

Getting Started

1. Set Up Development Environment

# Install AITBC CLI
pip install aitbc-cli

# Initialize project
aitbc init my-project
cd my-project

# Start local development
aitbc dev start

2. Choose Your Path

AI/ML Developer

  • Focus on model integration
  • Learn about job specifications
  • Understand proof generation

DApp Developer

  • Study smart contract patterns
  • Master the SDKs
  • Build user interfaces

Infrastructure Developer

  • Run a node or miner
  • Build tools and utilities
  • Contribute to core protocol

3. Build Your First Application

Choose a tutorial based on your interest:

Developer Resources

Documentation

Tools

Community

Development Workflow

1. Local Development

# Start local testnet
aitbc dev start

# Run tests
aitbc test

# Deploy locally
aitbc deploy --local

2. Testnet Deployment

# Configure for testnet
aitbc config set network testnet

# Deploy to testnet
aitbc deploy --testnet

# Verify deployment
aitbc status

3. Production Deployment

# Configure for mainnet
aitbc config set network mainnet

# Deploy to production
aitbc deploy --mainnet

# Monitor deployment
aitbc monitor

Security Considerations

Smart Contract Security

  • Follow established patterns
  • Use audited libraries
  • Test thoroughly
  • Consider formal verification

API Security

  • Use API keys properly
  • Implement rate limiting
  • Validate inputs
  • Use HTTPS everywhere

Key Management

  • Never commit private keys
  • Use hardware wallets
  • Implement multi-sig
  • Regular key rotation

Performance Optimization

Job Optimization

  • Minimize computation overhead
  • Use efficient data formats
  • Batch operations when possible
  • Profile and benchmark

Cost Optimization

  • Optimize resource usage
  • Use spot instances when possible
  • Implement caching
  • Monitor spending

Contributing to AITBC

We welcome contributions! Areas where you can help:

Core Protocol

  • Consensus improvements
  • New cryptographic primitives
  • Performance optimizations
  • Bug fixes

Developer Tools

  • SDK improvements
  • New language support
  • Better documentation
  • Tooling enhancements

Ecosystem

  • Sample applications
  • Tutorials and guides
  • Community support
  • Integration examples

See our Contributing Guide for details.

Support

Next Steps

  1. Set up your environment
  2. Learn about authentication
  3. Choose an SDK
  4. Build your first app

Happy building! 🚀