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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---
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title: Developer Overview
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description: Introduction to developing on the AITBC platform
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---
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# Developer Overview
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Welcome to the AITBC developer documentation! This guide will help you understand how to build applications and services on the AITBC blockchain platform.
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## What You Can Build on AITBC
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### AI/ML Applications
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- **Inference Services**: Deploy and monetize AI models
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- **Training Services**: Offer distributed model training
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- **Data Processing**: Build data pipelines with verifiable computation
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### DeFi Applications
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- **Prediction Markets**: Create markets for AI predictions
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- **Computational Derivatives**: Financial products based on AI outcomes
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- **Staking Pools**: Earn rewards by providing compute resources
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### NFT & Gaming
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- **Generative Art**: Create AI-powered NFT generators
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- **Dynamic NFTs**: NFTs that evolve based on AI computations
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- **AI Gaming**: Games with AI-driven mechanics
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### Infrastructure Tools
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- **Oracles**: Bridge real-world data to blockchain
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- **Monitoring Tools**: Track network performance
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- **Development Tools**: SDKs, frameworks, and utilities
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## Architecture Overview
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```mermaid
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graph TB
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subgraph "Developer Tools"
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A[Python SDK] --> E[Coordinator API]
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B[JS SDK] --> E
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C[CLI Tools] --> E
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D[Smart Contracts] --> F[Blockchain]
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end
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subgraph "AITBC Platform"
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E --> G[Marketplace]
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F --> H[Miners/Validators]
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G --> I[Job Execution]
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end
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subgraph "External Services"
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J[AI Models] --> I
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K[Storage] --> I
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L[Oracles] --> F
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end
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```
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## Key Concepts
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### Jobs
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Jobs are the fundamental unit of computation on AITBC. They represent AI tasks that need to be executed by miners.
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### Smart Contracts
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AITBC uses smart contracts for:
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- Marketplace operations
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- Payment processing
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- Dispute resolution
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- Governance
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### Proofs & Receipts
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All computations generate cryptographic proofs:
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- **Execution Proofs**: Verify correct computation
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- **Receipts**: Proof of job completion
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- **Attestations**: Multiple validator signatures
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### Tokens & Economics
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- **AITBC Token**: Native utility token
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- **Job Payments**: Pay for computation
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- **Staking**: Secure the network
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- **Rewards**: Earn for providing services
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## Development Stack
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### Core Technologies
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- **Blockchain**: Custom PoS consensus
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- **Smart Contracts**: Solidity-compatible
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- **APIs**: RESTful with OpenAPI specs
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- **WebSockets**: Real-time updates
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### Languages & Frameworks
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- **Python**: Primary SDK and ML support
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- **JavaScript/TypeScript**: Web and Node.js support
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- **Rust**: High-performance components
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- **Go**: Infrastructure services
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### Tools & Libraries
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- **Docker**: Containerization
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- **Kubernetes**: Orchestration
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- **Prometheus**: Monitoring
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- **Grafana**: Visualization
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## Getting Started
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### 1. Set Up Development Environment
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```bash
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# Install AITBC CLI
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pip install aitbc-cli
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# Initialize project
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aitbc init my-project
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cd my-project
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# Start local development
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aitbc dev start
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```
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### 2. Choose Your Path
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#### AI/ML Developer
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- Focus on model integration
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- Learn about job specifications
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- Understand proof generation
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#### DApp Developer
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- Study smart contract patterns
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- Master the SDKs
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- Build user interfaces
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#### Infrastructure Developer
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- Run a node or miner
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- Build tools and utilities
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- Contribute to core protocol
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### 3. Build Your First Application
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Choose a tutorial based on your interest:
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- [AI Inference Service](../../tutorials/building-dapp.md)
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- [Marketplace Bot](../../tutorials/integration-examples.md)
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- [Mining Operation](../../tutorials/mining-setup.md)
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## Developer Resources
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### Documentation
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- [API Reference](../api/)
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- [SDK Guides](sdks/)
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- [Examples](examples.md)
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- [Best Practices](best-practices.md)
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### Tools
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- [AITBC CLI](tools/cli.md)
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- [IDE Plugins](tools/ide-plugins.md)
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- [Testing Framework](tools/testing.md)
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### Community
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- [Discord](https://discord.gg/aitbc)
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- [GitHub Discussions](https://github.com/aitbc/discussions)
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- [Stack Overflow](https://stackoverflow.com/questions/tagged/aitbc)
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## Development Workflow
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### 1. Local Development
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```bash
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# Start local testnet
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aitbc dev start
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# Run tests
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aitbc test
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# Deploy locally
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aitbc deploy --local
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```
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### 2. Testnet Deployment
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```bash
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# Configure for testnet
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aitbc config set network testnet
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# Deploy to testnet
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aitbc deploy --testnet
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# Verify deployment
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aitbc status
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```
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### 3. Production Deployment
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```bash
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# Configure for mainnet
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aitbc config set network mainnet
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# Deploy to production
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aitbc deploy --mainnet
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# Monitor deployment
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aitbc monitor
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```
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## Security Considerations
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### Smart Contract Security
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- Follow established patterns
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- Use audited libraries
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- Test thoroughly
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- Consider formal verification
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### API Security
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- Use API keys properly
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- Implement rate limiting
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- Validate inputs
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- Use HTTPS everywhere
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### Key Management
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- Never commit private keys
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- Use hardware wallets
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- Implement multi-sig
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- Regular key rotation
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## Performance Optimization
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### Job Optimization
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- Minimize computation overhead
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- Use efficient data formats
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- Batch operations when possible
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- Profile and benchmark
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### Cost Optimization
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- Optimize resource usage
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- Use spot instances when possible
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- Implement caching
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- Monitor spending
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## Contributing to AITBC
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We welcome contributions! Areas where you can help:
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### Core Protocol
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- Consensus improvements
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- New cryptographic primitives
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- Performance optimizations
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- Bug fixes
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### Developer Tools
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- SDK improvements
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- New language support
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- Better documentation
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- Tooling enhancements
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### Ecosystem
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- Sample applications
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- Tutorials and guides
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- Community support
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- Integration examples
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See our [Contributing Guide](contributing.md) for details.
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## Support
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- 📖 [Documentation](../)
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- 💬 [Discord](https://discord.gg/aitbc)
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- 🐛 [Issue Tracker](https://github.com/aitbc/issues)
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- 📧 [dev-support@aitbc.io](mailto:dev-support@aitbc.io)
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## Next Steps
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1. [Set up your environment](setup.md)
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2. [Learn about authentication](api-authentication.md)
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3. [Choose an SDK](sdks/)
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4. [Build your first app](../../tutorials/)
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Happy building! 🚀
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