Advanced AI Teaching Plan Features:
🎯 Complex AI Workflow Orchestration
- Multi-step AI pipelines with dependencies
- Parallel AI operations and batch processing
- Pipeline chaining and error handling
- Quality assurance and validation
🤖 Multi-Model AI Pipelines
- Model ensemble management and coordination
- Multi-modal AI processing (text, image, audio)
- Cross-modal fusion and joint reasoning
- Consensus-based result validation
⚡ AI Resource Optimization
- Dynamic resource allocation and scaling
- Predictive resource provisioning
- Cost optimization and budget management
- Performance tuning and hyperparameter optimization
🌐 Cross-Node AI Economics
- Distributed AI job cost optimization
- Load balancing across multiple nodes
- Revenue sharing and profit tracking
- Market-based resource allocation
💰 AI Marketplace Strategy
- Dynamic pricing optimization
- Demand forecasting and market analysis
- Competitive positioning and differentiation
- Service profitability maximization
Teaching Structure:
- 4 phases with 2-3 sessions each
- Progressive complexity from pipelines to economics
- Practical exercises with real AI operations
- Performance metrics and quality assurance
- 9-14 total teaching sessions
Advanced Competencies:
- Complex AI workflow design and execution
- Multi-model AI coordination and optimization
- Advanced resource management and scaling
- Cross-node AI economic coordination
- AI marketplace strategy and optimization
Dependencies:
- Basic AI operations (job submission, resource allocation)
- Multi-node blockchain coordination
- Marketplace operations understanding
- GPU resources availability
Next Steps:
Ready to begin advanced AI teaching sessions
Can be executed immediately with existing infrastructure
Builds on successful basic AI operations teaching
Major capability expansion for OpenClaw AITBC integration:
AI Operations Integration:
- Complete AI job submission (inference, training, multimodal)
- GPU/CPU resource allocation and management
- AI marketplace operations (create, list, bid, execute)
- Cross-node AI coordination and job distribution
- AI agent workflows and execution
Advanced Blockchain Coordination:
- Smart contract messaging system for agent communication
- Cross-node transaction propagation and gossip
- Governance system with proposal creation and voting
- Real-time health monitoring with dev_heartbeat.py
- Enhanced CLI reference with all 26+ commands
Infrastructure Improvements:
- Poetry build system fixed with modern pyproject.toml format
- Genesis reset capabilities for fresh blockchain creation
- Complete workflow scripts with AI operations
- Comprehensive setup and testing automation
Documentation Updates:
- Updated workflow documentation (v4.1) with AI operations
- Enhanced skill documentation (v5.0) with all new capabilities
- New AI operations reference guide
- Updated setup script with AI operations support
Field-tested and verified working with both genesis and follower nodes
demonstrating full AI economy integration and cross-node coordination.
- Add root pyproject.toml for poetry check in dev_heartbeat.py
- Convert all packages from deprecated [tool.poetry.*] to [project.*] format
- Update aitbc-core, aitbc-sdk, aitbc-crypto, aitbc-agent-sdk packages
- Regenerate poetry.lock files for all packages
- Fix poetry check failing issue in development environment
This resolves the 'poetry check: FAIL' issue in dev_heartbeat.py while
maintaining all package dependencies and build compatibility.
🔧 Database Path Standardization:
• Change DATABASE_URL environment variable to EXCHANGE_DATABASE_URL
• Update default database path from ./exchange.db to /var/lib/aitbc/data/exchange/exchange.db
• Apply consistent path resolution across all exchange database connections
• Update database.py, seed_market.py, and simple_exchange_api.py with new path
• Maintain backward compatibility through
🔧 Workflow Enhancements:
• Update CLI tests to use dedicated test runner with virtual environment
• Add locust dependency to integration and python test workflows
• Install Python packages in development mode for proper import testing
• Add package import verification in python-tests workflow
🛠️ Package Testing Improvements:
• Add Hardhat dependency installation for aitbc-token package
• Add
🔧 Virtual Environment Consolidation:
• Update aitbc-cli launcher to use /opt/aitbc/venv instead of /opt/aitbc/cli/venv
• Remove cli/requirements.txt in favor of centralized dependency management
• Maintain compatibility with existing CLI functionality and installation path
🤖 Agent Management:
• Add agent_operations() with create, execute, status, and list actions
• Support agent workflow creation with verification levels and budget limits
• Add agent execution with priority settings and status tracking
• Include agent listing with status filtering
🦞 OpenClaw Integration:
• Add openclaw_operations() for agent ecosystem management
• Support agent deployment with environment
🔧 Transaction Field Mapping:
• Change sender field from "sender" to "from" in transaction parsing
• Change recipient field from nested "payload.to" to direct "to"
• Change value field from nested "payload.amount" to direct "amount"
• Align transaction structure with RPC endpoint format
📁 Genesis File Path Resolution:
• Use standardized /var/lib/aitbc/data/{chain_id}/genesis.json path
• Remove
📋 Workflow Enhancement:
• Add cross-node consensus testing with debugging reports (step 6)
• Add smart contract testing and service integration (step 7)
• Add enhanced contract and service testing with API structure validation (step 8)
• Add service health monitoring with quick, continuous, and alert modes (step 9)
• Add contract deployment and service integration testing (step 10)
• Add contract security and vulnerability testing with reports (step 11)
• Add
📋 Workflow Restructuring:
• Add AI prompt and response tracking to marketplace scenario
• Replace immediate actions with production deployment scripts (25-27)
• Add production marketplace testing with real AI integration (30)
• Reorganize short-term goals with operations automation focus
• Add comprehensive testing and deployment automation steps
• Remove redundant inline bash snippets in favor of script references
🛒 Marketplace Testing Enhancement:
• Add complete marketplace workflow test with 6-step scenario
• Test GPU bidding from aitbc server to marketplace
• Test bid confirmation and job creation by aitbc1
• Test Ollama AI task submission and execution monitoring
• Test blockchain payment processing and transaction mining
• Add balance verification for both parties after payment
• Add marketplace status
🔧 Address Listing Enhancement:
• Add optional chain_id parameter to /addresses endpoint
• Use get_chain_id() helper for chain_id resolution with settings default
• Support multi-chain address queries with proper chain filtering
• Maintain backward compatibility with existing API consumers
🔧 Transaction Processing Fix:
• Change tx_data.get("payload", {}).get("value", 0) to use "amount" field
• Align with transaction payload structure used throughout the codebase
• Add inline comment explaining the field name correction
• Ensure proper value extraction during block proposal
🔧 Mempool Enhancement:
• Add get_pending_transactions() to InMemoryMempool class
• Add get_pending_transactions() to DatabaseMempool class
• Sort transactions by fee (highest first) and received time
• Support optional chain_id parameter with settings default
• Limit results with configurable limit parameter (default 100)
• Return transaction content only for RPC endpoint consumption
🔗 Mining Integration:
• Connect mining RPC endpoints to PoA proposer for real block production
• Initialize PoA proposer in app lifespan for mining integration
• Add mining status, start, stop, and stats endpoints with blockchain data
• Track actual block production rate and mining statistics
• Support 1-8 mining threads with proper validation
🔧 PoA Consensus Integration:
• Set global PoA proposer reference for mining operations
• Start
📋 Marketplace Endpoints:
• GET /marketplace/listings - List all active marketplace items
• POST /marketplace/create - Create new marketplace listing
• Demo listings for GPU and compute resources
• In-memory storage with active status filtering
🤖 AI Services Endpoints:
• POST /ai/submit - Submit AI jobs with payment
• GET /ai/stats - AI service statistics and revenue tracking
• Support for text, image, and training job types
✅ Workflow Scripts - All Created and Deployed:
• 01_preflight_setup.sh - System preparation and configuration
• 02_genesis_authority_setup.sh - Genesis node setup
• 03_follower_node_setup.sh - Follower node setup
• 04_create_wallet.sh - Wallet creation using CLI
• 05_send_transaction.sh - Transaction sending
• 06_final_verification.sh - System verification
• 07_enterprise_automation.sh - Enterprise features demo
• setup_multinode_blockchain.sh - Master orchestrator
✅ Next Steps Scripts - All Created:
• health_check.sh - Comprehensive health monitoring
• log_monitor.sh - Real-time log monitoring
• provision_node.sh - New node provisioning
• weekly_maintenance.sh - Automated maintenance
• performance_tune.sh - Performance optimization
✅ Testing Scripts - All Created:
• tests/integration_test.sh - Integration testing suite
• tests/load_test.py - Load testing with Locust
✅ Cross-Node Deployment:
• aitbc1: All 14 scripts deployed and executable ✅
• aitbc: All 14 scripts deployed and executable ✅
• Permissions: All scripts have proper execute permissions ✅✅ Workflow References Verified:
• All script references in workflow documentation now exist
• All Next Steps example scripts are now functional
• Cross-node script execution verified
• Complete automation and testing coverage
Status: All scripts referenced in @aitbc/.windsurf/workflows/multi-node-blockchain-setup.md
are now created and available in @aitbc/scripts/workflow and related directories.
🚀 Advanced Operations:
• Enterprise CLI usage examples with batch processing, mining, marketplace, AI services
• Multi-node expansion procedures for horizontal scaling
• Performance optimization and monitoring commands
🔧 Configuration Management:
• Production environment configuration procedures
• Service optimization with systemd overrides
• Environment variable management for production
📊 Monitoring and Alerting:
• Comprehensive health check automation with cron scheduling
• Log management with logrotate configuration
• Real-time log monitoring for critical errors
🔒 Security Hardening:
• Network security with firewall and SSH hardening
• SSL/TLS configuration for RPC endpoints
• Access control with dedicated user and sudo rules
📈 Scaling and Growth:
• Horizontal scaling with automated node provisioning
• Load balancing with HAProxy configuration
• Performance tuning and optimization scripts
🧪 Testing and Validation:
• Load testing with Locust framework
• Integration testing suite for all components
• Automated testing procedures
📚 Documentation and Training:
• API documentation generation with Sphinx
• Operator training materials and guides
• Knowledge base for ongoing support
🎯 Production Readiness:
• Comprehensive pre-production checklist
• Maintenance automation with scheduled tasks
• Performance optimization procedures
🔄 Continuous Improvement:
• Weekly maintenance automation
• Performance tuning scripts
• Ongoing optimization procedures
The workflow now provides a complete path from initial setup
to production deployment with enterprise-grade features,
monitoring, security, and scalability.
🔄 Remove Fallbacks: Clean up Python script references
- Replace all curl/jq operations with CLI commands
- Remove manual JSON parsing and RPC calls
- Use CLI for balance, transactions, and network status
🔄 CLI-Only Workflow: Simplify to CLI-only commands
- Update all scripts to use enhanced CLI capabilities
- Replace manual operations with CLI commands
- Add pre/post verification using CLI tools
🔄 Enhanced Features: Use advanced CLI capabilities
- Add balance command with wallet details
- Add transactions command with history
- Add chain command for blockchain information
- Add network command for network status
- Support JSON and table output formats
- Enhanced error handling and user feedback
New CLI Commands:
- create: Create new wallet
- send: Send AIT transactions
- list: List all wallets
- balance: Get wallet balance and nonce
- transactions: Get wallet transaction history
- chain: Get blockchain information
- network: Get network status
All scripts now use CLI-only operations with enhanced
capabilities, providing a professional and consistent
user experience.
- Remove manual TX_JSON creation in gift delivery section
- Remove manual TEST_TX creation in performance testing
- Replace with simple_wallet.py CLI commands
- Eliminate all manual JSON transaction building
- Ensure all transaction operations use CLI tool
- Maintain same functionality with cleaner CLI interface
This completes the CLI tool implementation by ensuring
all transaction operations use the CLI tool instead of
manual JSON construction.
- Add simple_wallet.py with create, send, list commands
- Compatible with existing keystore structure (/var/lib/aitbc/keystore)
- Uses requests library (available in central venv)
- Supports password file authentication
- Provides JSON and table output formats
- Replaces complex CLI fallbacks with working implementation
- Update workflow to use simple wallet CLI
- Cross-node deployment to both aitbc1 and aitbc
This provides a fully functional CLI tool for wallet operations
as requested, eliminating the need for Python script fallbacks.
- Update wallet creation to prefer CLI tool with Python script fallback
- Update transaction sending to prefer CLI tool with manual method fallback
- Add robust error handling for CLI implementation issues
- Maintain backward compatibility with existing Python scripts
- Provide clear feedback on which method is being used
- Ensure workflow works regardless of CLI implementation status
This provides the best of both worlds - modern CLI interface
when available, with reliable fallback to proven methods.
- Update wallet creation to use 'aitbc wallet create' CLI command
- Update transaction sending to use 'aitbc wallet send' CLI command
- Replace complex Python scripts with simple CLI commands
- Add wallet verification with 'aitbc wallet list'
- Add transaction hash retrieval with 'aitbc wallet transactions'
- Improve transaction monitoring with better progress tracking
- Simplify user experience with intuitive CLI interface
This makes the workflow more user-friendly and reduces
complexity by using the dedicated CLI tool instead of
manual Python scripts for wallet operations.
- Fix genesis wallet path to use central /var/lib/aitbc/keystore
- Update all environment file references to use /etc/aitbc/.env
- Remove references to old /etc/aitbc/blockchain.env file
- Update both aitbc1 and aitbc node configurations
- Ensure workflow uses correct centralized paths
This aligns the workflow with the actual directory structure
and consolidated environment file configuration.
- Remove duplicate /etc/aitbc/blockchain.env file
- Consolidate to single /etc/aitbc/.env file
- Update all systemd services to use /etc/aitbc/.env
- Code already configured to use /etc/aitbc/.env
- Files were identical - no data loss
- Update workflow documentation to reflect single env file
- Both aitbc1 and aitbc nodes updated
This eliminates confusion and ensures both code and services
use the same environment file location.
- Remove duplicate /opt/aitbc/cli/requirements.txt file
- All CLI dependencies already covered in central requirements.txt
- Central requirements has newer versions of all CLI dependencies
- Update workflow documentation to reflect central venv usage
- Update environment configuration to use /etc/aitbc/.env
- Remove duplicate dependency management
This consolidates all Python dependencies in the central requirements.txt
and eliminates the need for separate CLI requirements management.
- Update to use correct default environment file location /etc/aitbc/.env
- Use central virtual environment /opt/aitbc/venv instead of separate CLI venv
- Update CLI alias to use central venv
- Fix all EnvironmentFile references to use /etc/aitbc/.env
- Align with actual code configuration in config.py
This ensures the workflow uses the correct environment file location
that matches the codebase configuration and central virtual environment.
- Add Step 15: Cross-Node Code Synchronization
- Automatically pull latest changes on aitbc after git push on aitbc1
- Handle local changes with automatic stashing
- Detect blockchain code changes and restart services as needed
- Verify both nodes are running same version after sync
- Add Step 16: Complete Workflow Execution
- Provide end-to-end automated workflow execution
- Include interactive confirmation and comprehensive summary
- Cover all 16 steps for complete multi-node setup
This ensures both nodes stay synchronized with the latest code changes
and provides a complete automated workflow for multi-node deployment.
- Add Step 13: Legacy Environment File Cleanup
- Remove all .env.production and legacy .env references
- Update all systemd services to use /etc/aitbc/blockchain.env
- Add Step 14: Final Multi-Node Verification
- Include comprehensive success criteria validation
- Add service status, configuration, and sync verification
- Provide complete end-to-end workflow validation
This ensures all legacy environment file references are cleaned up
and provides a complete verification framework for the multi-node
blockchain setup with clear success criteria.
- Update pyproject.toml version from 0.1.0 to v0.2.2
- Update FastAPI app version in blockchain node
- Update mock coordinator API version
- Update RPC version in blockchain info endpoint
