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
- Add metrics instru
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---
title: Developer Overview
description: 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
```mermaid
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
```bash
# 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:
- [AI Inference Service](../../tutorials/building-dapp.md)
- [Marketplace Bot](../../tutorials/integration-examples.md)
- [Mining Operation](../../tutorials/mining-setup.md)
## Developer Resources
### Documentation
- [API Reference](../api/)
- [SDK Guides](sdks/)
- [Examples](examples.md)
- [Best Practices](best-practices.md)
### Tools
- [AITBC CLI](tools/cli.md)
- [IDE Plugins](tools/ide-plugins.md)
- [Testing Framework](tools/testing.md)
### Community
- [Discord](https://discord.gg/aitbc)
- [GitHub Discussions](https://github.com/aitbc/discussions)
- [Stack Overflow](https://stackoverflow.com/questions/tagged/aitbc)
## Development Workflow
### 1. Local Development
```bash
# Start local testnet
aitbc dev start
# Run tests
aitbc test
# Deploy locally
aitbc deploy --local
```
### 2. Testnet Deployment
```bash
# Configure for testnet
aitbc config set network testnet
# Deploy to testnet
aitbc deploy --testnet
# Verify deployment
aitbc status
```
### 3. Production Deployment
```bash
# 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](contributing.md) for details.
## Support
- 📖 [Documentation](../)
- 💬 [Discord](https://discord.gg/aitbc)
- 🐛 [Issue Tracker](https://github.com/aitbc/issues)
- 📧 [dev-support@aitbc.io](mailto:dev-support@aitbc.io)
## Next Steps
1. [Set up your environment](setup.md)
2. [Learn about authentication](api-authentication.md)
3. [Choose an SDK](sdks/)
4. [Build your first app](../../tutorials/)
Happy building! 🚀