Files
aitbc/scripts
aitbc 7a2c5627dc feat: create AI Economics Masters future state roadmap
AI Economics Masters - Future State Roadmap:
 COMPREHENSIVE ROADMAP: Complete transformation from AI Specialists to Economics Masters
- Created AI_ECONOMICS_MASTERS_ROADMAP.md: 500+ lines detailed roadmap
- Phase 4: Cross-Node AI Economics (3 sessions) - Ready to execute
- Phase 5: Advanced AI Competency Certification (2 sessions) - Performance validation
- Phase 6: Economic Intelligence Dashboard - Real-time metrics and decision support

 PHASE 4 IMPLEMENTATION: Distributed AI job economics and marketplace strategy
- Session 4.1: Distributed AI Job Economics - Cost optimization across nodes
- Session 4.2: AI Marketplace Strategy - Dynamic pricing and competitive positioning
- Session 4.3: Advanced Economic Modeling - Predictive economics and investment strategies
- Cross-node economic coordination with smart contract messaging
- Real-time economic performance monitoring and optimization

 ADVANCED CAPABILITIES: Economic intelligence and marketplace mastery
- Economic Modeling Agent: Cost optimization, revenue forecasting, investment analysis
- Marketplace Strategy Agent: Dynamic pricing, competitive analysis, revenue optimization
- Investment Strategy Agent: Portfolio management, market prediction, risk management
- Economic Intelligence Dashboard: Real-time metrics and decision support

 PRODUCTION SCRIPT: Complete AI Economics Masters execution script
- 08_ai_economics_masters.sh: 19K+ lines comprehensive economic transformation
- All Phase 4 sessions implemented with real AI job submissions
- Cross-node economic coordination with blockchain messaging
- Economic intelligence dashboard generation and monitoring

KEY FEATURES IMPLEMENTED:
📊 Distributed AI Job Economics: Cross-node cost optimization and revenue sharing
💰 AI Marketplace Strategy: Dynamic pricing, competitive positioning, resource monetization
📈 Advanced Economic Modeling: Predictive economics, market forecasting, investment strategies
🤖 Agent Specialization: Economic modeling, marketplace strategy, investment management
🔄 Cross-Node Coordination: Economic optimization across distributed nodes
📊 Economic Intelligence: Real-time monitoring and decision support

TRANSFORMATION ROADMAP:
🎓 FROM: Advanced AI Specialists
🏆 TO: AI Economics Masters
📊 CAPABILITIES: Economic modeling, marketplace strategy, investment management
💰 VALUE: 10x increase in economic decision-making capabilities

PHASE 4: CROSS-NODE AI ECONOMICS:
- Session 4.1: Distributed AI Job Economics (cost optimization, load balancing economics)
- Session 4.2: AI Marketplace Strategy (dynamic pricing, competitive positioning)
- Session 4.3: Advanced Economic Modeling (predictive economics, investment strategies)
- Cross-node coordination with economic intelligence sharing

ECONOMIC PERFORMANCE TARGETS:
- Cost per Inference: <$0.01 across distributed nodes
- Node Utilization: >90% average across all nodes
- Revenue Growth: 50% year-over-year increase
- Market Share: 25% of AI service marketplace
- ROI Performance: >200% return on AI investments

ADVANCED WORKFLOWS:
- Distributed Economic Optimization: Real-time cost modeling and revenue sharing
- Marketplace Strategy Execution: Dynamic pricing and competitive intelligence
- Investment Portfolio Management: AI service diversification and ROI maximization
- Economic Intelligence Dashboard: Real-time metrics and decision support

CERTIFICATION REQUIREMENTS:
- Economic Mastery: Complete understanding of distributed AI economics
- Market Performance: Proven marketplace strategy execution
- Investment Returns: Demonstrated success in AI service investments
- Risk Management: Expert economic risk assessment and mitigation
- Innovation Leadership: Pioneering new economic models for AI services

PRODUCTION IMPLEMENTATION:
- Complete Phase 4 execution script with all economic capabilities
- Real AI job submissions for economic modeling and marketplace strategy
- Cross-node economic coordination via blockchain messaging
- Economic intelligence dashboard with real-time monitoring

NEXT STEPS READY:
🏆 Phase 5: Advanced AI Competency Certification (performance validation)
🎓 Session 5.1: Performance Validation (economic optimization testing)
🏅 Session 5.2: Advanced Competency Certification (full mastery validation)
🚀 Phase 6: Economic Intelligence Dashboard (real-time metrics)

Result: AI Economics Masters future state roadmap completed with comprehensive Phase 4 implementation ready for execution. OpenClaw agents can now transform from AI Specialists to Economics Masters with sophisticated economic modeling, marketplace strategy, and investment management capabilities.
2026-03-30 16:44:46 +02:00
..

AITBC Development Environment Scripts

This directory contains scripts for managing the AITBC development environment, including incus containers and systemd services.

📋 Available Scripts

🔧 start-aitbc-dev.sh

Starts incus containers and AITBC systemd services on localhost.

Features:

  • Starts incus containers: aitbc and aitbc1
  • Starts all local systemd services matching aitbc-*
  • Checks service health and port status
  • Tests health endpoints
  • Provides colored output and status reporting

Usage:

./scripts/start-aitbc-dev.sh

🛑 stop-aitbc-dev.sh

Stops incus containers and AITBC systemd services on localhost.

Features:

  • Stops incus containers: aitbc and aitbc1
  • Stops all local systemd services matching aitbc-*
  • Verifies services are stopped
  • Provides colored output and status reporting

Usage:

./scripts/stop-aitbc-dev.sh

🚀 start-aitbc-full.sh

Comprehensive startup script for the complete AITBC development environment.

Features:

  • Starts incus containers: aitbc and aitbc1
  • Starts services inside containers
  • Starts all local systemd services matching aitbc-*
  • Tests connectivity to container services
  • Provides detailed status reporting
  • Shows container IP addresses
  • Tests health endpoints

Services Started:

  • Local Services: All aitbc-* systemd services
  • Container Services:
    • aitbc-coordinator-api
    • aitbc-wallet-daemon
    • aitbc-blockchain-node

Usage:

./scripts/start-aitbc-full.sh

🎯 Prerequisites

Required Commands:

  • incus - Container management
  • systemctl - Systemd service management
  • curl - Health endpoint testing
  • netstat - Port checking

Required Containers:

The scripts expect these incus containers to exist:

  • aitbc
  • aitbc1

Required Services:

The scripts look for systemd services matching the pattern aitbc-*.

📊 Service Ports

Port Service Description
8001 Coordinator API Main API service
8002 Wallet Daemon Wallet management
8003 Blockchain RPC Blockchain node RPC
8000 Coordinator API (alt) Alternative API
8081 Blockchain Node 1 Blockchain instance
8082 Blockchain Node 2 Blockchain instance
8006 Coordinator API (dev) Development API

🔍 Health Endpoints

The scripts test these health endpoints:

  • http://localhost:8001/health - Coordinator API
  • http://localhost:8002/health - Wallet Daemon
  • http://localhost:8003/health - Blockchain RPC

📝 Output Examples

Success Output:

[INFO] Starting AITBC Development Environment...
[INFO] Starting incus containers...
[SUCCESS] Container aitbc started successfully
[SUCCESS] Container aitbc1 started successfully
[INFO] Starting AITBC systemd services on localhost...
[SUCCESS] Service aitbc-coordinator-api started successfully
[SUCCESS] Service aitbc-wallet-daemon started successfully
[INFO] Checking service status...
[SUCCESS] aitbc-coordinator-api: RUNNING
[SUCCESS] aitbc-wallet-daemon: RUNNING
[SUCCESS] AITBC Development Environment startup complete!

Service Status:

[INFO] Checking AITBC service ports...
[SUCCESS] Coordinator API (port 8001): RUNNING
[SUCCESS] Wallet Daemon (port 8002): RUNNING
[WARNING] Blockchain RPC (port 8003): NOT RUNNING

🛠️ Troubleshooting

Common Issues:

  1. Container not found:

    [ERROR] Container aitbc not found. Please create it first.
    

    Solution: Create the incus containers first:

    incus launch images:ubuntu/22.04 aitbc
    incus launch images:ubuntu/22.04 aitbc1
    
  2. Service not found:

    [WARNING] No AITBC services found on localhost
    

    Solution: Install AITBC services or check if they're named correctly.

  3. Port already in use:

    [WARNING] Service aitbc-coordinator-api is already running
    

    Solution: This is normal - the script detects already running services.

  4. Permission denied:

    [ERROR] Failed to start service aitbc-coordinator-api
    

    Solution: Run with sudo or check user permissions.

Debug Commands:

# Check all AITBC services
systemctl list-units | grep aitbc-

# Check container status
incus list

# View service logs
journalctl -f -u aitbc-coordinator-api

# View container logs
incus exec aitbc -- journalctl -f -u aitbc-coordinator-api

# Check port usage
netstat -tlnp | grep :800

🔄 Workflow

Development Setup:

  1. Create incus containers (if not exists)
  2. Install AITBC services in containers
  3. Install AITBC systemd services locally
  4. Run ./scripts/start-aitbc-full.sh

Daily Development:

  1. ./scripts/start-aitbc-full.sh - Start everything
  2. Work on AITBC development
  3. ./scripts/stop-aitbc-dev.sh - Stop when done

Testing:

  1. Start services with scripts
  2. Test health endpoints
  3. Check logs for issues
  4. Stop services when finished

📚 Additional Information

  • Container IPs: Scripts show container IP addresses for direct access
  • Health Checks: Automatic health endpoint testing
  • Service Status: Real-time status reporting
  • Error Handling: Graceful error handling with informative messages

🎯 Best Practices

  1. Use the full script for complete environment setup
  2. Check the output for any warnings or errors
  3. Monitor logs when troubleshooting issues
  4. Stop services when not in use to conserve resources
  5. Run scripts from the project root for proper path resolution