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Removed AGENT_SYSTEMS_IMPLEMENTATION_PLAN.md from .windsurf/plans/ directory as agent systems functionality has been fully implemented and integrated into the production codebase. The plan served its purpose during development and is no longer needed for reference.
OpenClaw AITBC Training Scripts
Complete training script suite for OpenClaw agents to master AITBC software operations from beginner to expert level.
📁 Training Scripts Overview
🚀 Master Training Launcher
- File:
master_training_launcher.sh - Purpose: Interactive orchestrator for all training stages
- Features: Progress tracking, system readiness checks, stage selection
- Dependencies:
training_lib.sh(common utilities)
📚 Individual Stage Scripts
Stage 1: Foundation (stage1_foundation.sh)
- Duration: 15-30 minutes (automated)
- Focus: Basic CLI operations, wallet management, transactions
- Dependencies:
training_lib.sh - Features: Progress tracking, automatic validation, detailed logging
- Commands: CLI version, help, wallet creation, balance checking, basic transactions, service health
Stage 2: Intermediate (stage2_intermediate.sh)
- Duration: 20-40 minutes (automated)
- Focus: Advanced blockchain operations, smart contracts, networking
- Dependencies:
training_lib.sh, Stage 1 completion - Features: Multi-wallet testing, blockchain mining, contract interaction, network operations
Stage 3: AI Operations (stage3_ai_operations.sh)
- Duration: 30-60 minutes (automated)
- Focus: AI job submission, resource management, Ollama integration
- Dependencies:
training_lib.sh, Stage 2 completion, Ollama service - Features: AI job monitoring, resource allocation, Ollama model management
Stage 4: Marketplace & Economics (stage4_marketplace_economics.sh)
- Duration: 25-45 minutes (automated)
- Focus: Trading, economic modeling, distributed optimization
- Dependencies:
training_lib.sh, Stage 3 completion - Features: Marketplace operations, economic intelligence, distributed AI economics, analytics
Stage 5: Expert Operations (stage5_expert_automation.sh)
- Duration: 35-70 minutes (automated)
- Focus: Automation, multi-node coordination, security, performance optimization
- Dependencies:
training_lib.sh, Stage 4 completion - Features: Advanced automation, multi-node coordination, security audits, certification exam
🛠️ Training Library
- File:
training_lib.sh - Purpose: Common utilities and functions shared across all training scripts
- Features:
- Logging with multiple levels (INFO, SUCCESS, ERROR, WARNING, DEBUG)
- Color-coded output functions
- Service health checking
- Performance measurement and benchmarking
- Node connectivity testing
- Progress tracking
- Command retry logic
- Automatic cleanup and signal handling
- Validation functions
🎯 Usage Instructions
Quick Start
# Navigate to training directory
cd /opt/aitbc/scripts/training
# Run the master training launcher (recommended)
./master_training_launcher.sh
# Or run individual stages
./stage1_foundation.sh
./stage2_intermediate.sh
Command Line Options
# Show training overview
./master_training_launcher.sh --overview
# Check system readiness
./master_training_launcher.sh --check
# Run specific stage
./master_training_launcher.sh --stage 3
# Run complete training program
./master_training_launcher.sh --complete
# Show help
./master_training_launcher.sh --help
🏗️ Two-Node Architecture Support
All scripts are designed to work with both AITBC nodes:
- Genesis Node (aitbc): Port 8006 - Primary operations
- Follower Node (aitbc1): Port 8007 - Secondary operations
Node-Specific Operations
Each stage includes node-specific testing using the training library:
# Genesis node operations
NODE_URL="http://localhost:8006" ./aitbc-cli balance --name wallet
# Follower node operations
NODE_URL="http://localhost:8007" ./aitbc-cli balance --name wallet
# Using training library functions
cli_cmd_node "$GENESIS_NODE" "balance --name $WALLET_NAME"
cli_cmd_node "$FOLLOWER_NODE" "blockchain --info"
📊 Training Features
🎓 Progressive Learning
- Beginner → Expert: 5 carefully designed stages
- Hands-on Practice: Real CLI commands with live system interaction
- Performance Metrics: Response time and success rate tracking via
training_lib.sh - Validation Quizzes: Knowledge checks at each stage completion
- Progress Tracking: Visual progress indicators and detailed logging
📈 Progress Tracking
- Detailed Logging: Every operation logged with timestamps to
/var/log/aitbc/training_*.log - Success Metrics: Command success rates and performance via
validate_stage() - Stage Completion: Automatic progress tracking with
init_progress()andupdate_progress() - Performance Benchmarking: Built-in timing functions via
measure_time() - Log Analysis: Structured logs for easy analysis and debugging
🔧 System Integration
- Real Operations: Uses actual AITBC CLI commands via
cli_cmd()wrapper - Service Health: Monitors all AITBC services via
check_all_services() - Error Handling: Graceful failure recovery with retry logic via
benchmark_with_retry() - Resource Management: CPU, memory, GPU optimization tracking
- Automatic Cleanup: Signal traps ensure clean exit via
setup_traps()
📋 Prerequisites
System Requirements
- AITBC CLI:
/opt/aitbc/aitbc-cliaccessible and executable - Services: Ports 8000, 8001, 8006, 8007 running and accessible
- Ollama: Port 11434 for AI operations (Stage 3+)
- Bash: Version 4.0+ for associative array support
- Standard Tools: bc (for calculations), curl, timeout
Environment Setup
# Training wallet (automatically created if not exists)
export WALLET_NAME="openclaw-trainee"
export WALLET_PASSWORD="trainee123"
# Log directories (created automatically)
export LOG_DIR="/var/log/aitbc"
# Timeouts (optional, defaults provided)
export TRAINING_TIMEOUT=300
# Debug mode (optional)
export DEBUG=true
🎯 Training Outcomes
🏆 Certification Requirements
- Stage Completion: All 5 stage scripts must complete successfully (>90% success rate)
- Performance Benchmarks: Meet response time targets measured by
measure_time() - Cross-Node Proficiency: Operations verified on both nodes via
compare_nodes() - Log Validation: Comprehensive log review via
validate_stage()
🎓 Master Status Achieved
- CLI Proficiency: Expert-level command knowledge with retry logic
- Multi-Node Operations: Seamless coordination via
cli_cmd_node() - AI Operations: Job submission and resource management with monitoring
- Economic Intelligence: Marketplace and optimization with analytics
- Automation: Custom workflow implementation capabilities
📊 Performance Metrics
Target Response Times (Automated Measurement)
| Stage | Command Success Rate | Operation Speed | Measured By |
|---|---|---|---|
| Stage 1 | >95% | <5s | measure_time() |
| Stage 2 | >95% | <10s | measure_time() |
| Stage 3 | >90% | <30s | measure_time() |
| Stage 4 | >90% | <60s | measure_time() |
| Stage 5 | >95% | <120s | measure_time() |
Resource Utilization Targets
- CPU Usage: <70% during normal operations
- Memory Usage: <4GB during intensive operations
- Network Latency: <50ms between nodes
- Disk I/O: <80% utilization during operations
🔍 Troubleshooting
Common Issues
- CLI Not Found:
check_cli()provides detailed diagnostics - Service Unavailable:
check_service()with port testing - Node Connectivity:
test_node_connectivity()validates both nodes - Script Timeout: Adjustable via
TRAINING_TIMEOUTenvironment variable - Permission Denied: Automatic permission fixing via
check_cli()
Debug Mode
# Enable debug logging
export DEBUG=true
./stage1_foundation.sh
# Run with bash trace
bash -x ./stage1_foundation.sh
# Check detailed logs
tail -f /var/log/aitbc/training_stage1.log
Recovery Procedures
# Resume from specific function
source ./stage1_foundation.sh
check_prerequisites
basic_wallet_operations
# Reset training logs
sudo rm /var/log/aitbc/training_*.log
# Restart services
systemctl restart aitbc-*
🚀 Advanced Features
Performance Optimization
- Command Retry Logic:
benchmark_with_retry()with exponential backoff - Parallel Operations: Background process management
- Caching: Result caching for repeated operations
- Resource Monitoring: Real-time tracking via
check_all_services()
Custom Automation
Stage 5 includes custom Python automation scripts:
- AI Job Pipeline: Automated job submission and monitoring
- Marketplace Bot: Automated trading and monitoring
- Performance Optimization: Real-time system tuning
- Custom Workflows: Extensible via
training_lib.shfunctions
Multi-Node Coordination
- Cluster Management: Node status and synchronization
- Load Balancing: Workload distribution
- Failover Testing: High availability validation
- Cross-Node Comparison:
compare_nodes()for synchronization checking
🔧 Library Functions Reference
Logging Functions
log_info "Message" # Info level logging
log_success "Message" # Success level logging
log_error "Message" # Error level logging
log_warning "Message" # Warning level logging
log_debug "Message" # Debug level (requires DEBUG=true)
Print Functions
print_header "Title" # Print formatted header
print_status "Message" # Print status message
print_success "Message" # Print success message
print_error "Message" # Print error message
print_warning "Message" # Print warning message
print_progress 3 10 "Step name" # Print progress (current, total, name)
System Check Functions
check_cli # Verify CLI availability and permissions
check_wallet "name" # Check if wallet exists
check_service 8000 "Exchange" 5 # Check service on port
check_all_services # Check all required services
check_prerequisites_full # Comprehensive prerequisites check
Performance Functions
measure_time "command" "description" # Measure execution time
benchmark_with_retry "command" 3 # Execute with retry logic
Node Functions
run_on_node "$GENESIS_NODE" "command" # Run command on specific node
test_node_connectivity "$GENESIS_NODE" "Genesis" 10 # Test connectivity
compare_nodes "balance --name wallet" "description" # Compare node results
cli_cmd_node "$GENESIS_NODE" "balance --name wallet" # CLI on node
Validation Functions
validate_stage "Stage Name" "$CURRENT_LOG" 90 # Validate stage completion
init_progress 6 # Initialize progress (6 steps)
update_progress "Step name" # Update progress tracker
CLI Wrappers
cli_cmd "balance --name wallet" # Safe CLI execution with retry
cli_cmd_output "list" # Execute and capture output
cli_cmd_node "$NODE" "balance --name wallet" # CLI on specific node
📝 Recent Optimizations
Version 1.1 Improvements
- Common Library: Created
training_lib.shfor code reuse - Progress Tracking: Added visual progress indicators
- Error Handling: Enhanced with retry logic and graceful failures
- Performance Measurement: Built-in timing and benchmarking
- Service Checking: Automated service health validation
- Node Coordination: Simplified multi-node operations
- Logging: Structured logging with multiple levels
- Cleanup: Automatic cleanup on exit or interruption
- Validation: Automated stage validation with success rate calculation
- Documentation: Comprehensive function reference and examples
📞 Support
Training Assistance
- Documentation: Refer to AITBC documentation and this README
- Logs: Check training logs for detailed error information
- System Status: Use
./master_training_launcher.sh --check - Library Reference: See function documentation above
Log Analysis
# Monitor real-time progress
tail -f /var/log/aitbc/training_master.log
# Check specific stage
tail -f /var/log/aitbc/training_stage3.log
# Search for errors
grep -i "error\|failed" /var/log/aitbc/training_*.log
# Performance analysis
grep "measure_time\|Performance benchmark" /var/log/aitbc/training_*.log
Training Scripts Version: 1.1
Last Updated: 2026-04-02
Target Audience: OpenClaw Agents
Difficulty: Beginner to Expert (5 Stages)
Estimated Duration: 2-4 hours (automated)
Certification: OpenClaw AITBC Master
Library: training_lib.sh - Common utilities and functions