✅ Real Hardware Integration - Actual GPU: NVIDIA GeForce RTX 4060 Ti (15GB) - CUDA Cores: 4,352 with 448 GB/s memory bandwidth - Driver: 550.163.01, Temperature: 38°C - Real-time GPU monitoring and verification ✅ Realistic Marketplace Operations - Agent bid: 30 AITBC/hour for 2 hours (60 AITBC total) - Hardware-verified task execution - Memory limit: 12GB (leaving room for system) - Model: llama2-7b (suitable for RTX 4060 Ti) ✅ Complete Workflow with Real Hardware 1. Hardware detection and verification ✅ 2. Agent bids on actual RTX 4060 Ti ✅ 3. aitbc1 confirms and reserves GPU ✅ 4. Real AI inference task execution ✅ 5. Blockchain payment: 60 AITBC ✅ 6. Hardware status monitoring throughout ✅ ✅ Technical Excellence - GPU temperature: 38°C before execution - Memory usage: 975MB idle - Utilization: 24% during availability - Hardware verification flag in transactions - Real-time performance metrics 🚀 AITBC now supports REAL GPU marketplace operations! Actual hardware integration with blockchain payments working!
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:
aitbcandaitbc1 - 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:
aitbcandaitbc1 - 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:
aitbcandaitbc1 - 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-apiaitbc-wallet-daemonaitbc-blockchain-node
Usage:
./scripts/start-aitbc-full.sh
🎯 Prerequisites
Required Commands:
incus- Container managementsystemctl- Systemd service managementcurl- Health endpoint testingnetstat- Port checking
Required Containers:
The scripts expect these incus containers to exist:
aitbcaitbc1
Required Services:
The scripts look for systemd services matching the pattern aitbc-*.
📊 Service Ports
| Port | Service | Description |
|---|---|---|
| 8000 | Coordinator API | Main API service |
| 8001 | Exchange API | Trading functionality |
| 8002 | Marketplace API | GPU compute marketplace |
| 8003 | Wallet API | Digital wallet management |
| 8004 | Explorer | Blockchain explorer |
| 8006 | Blockchain RPC | Blockchain node RPC |
| 8007 | Web UI | Web user interface |
| 8010 | GPU Service | GPU-accelerated processing |
| 8011 | Learning Service | Machine learning |
| 8012 | Agent Coordinator | Agent orchestration |
| 8013 | Agent Registry | Agent registration |
| 8014 | OpenClaw Service | Edge computing |
| 8015 | AI Service | Advanced AI capabilities |
| 8020 | Multimodal Service | Multi-modal processing |
| 8021 | Modality Optimization | Modality optimization |
| 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:8000/health- Coordinator APIhttp://localhost:8001/api/health- Exchange APIhttp://localhost:8002/health- Marketplace APIhttp://localhost:8003/health- Wallet APIhttp://localhost:8004/health- Explorerhttp://localhost:8007/- Web UIhttp://localhost:8010/health- GPU Servicehttp://localhost:8011/health- Learning Servicehttp://localhost:8012/health- Agent Coordinatorhttp://localhost:8013/health- Agent Registryhttp://localhost:8014/health- OpenClaw Servicehttp://localhost:8015/health- AI Servicehttp://localhost:8020/health- Multimodal Servicehttp://localhost:8021/health- Modality Optimization
📝 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 8000): RUNNING
[SUCCESS] Exchange API (port 8001): RUNNING
[SUCCESS] Marketplace API (port 8002): RUNNING
[SUCCESS] Wallet API (port 8003): RUNNING
[SUCCESS] Explorer (port 8004): RUNNING
[SUCCESS] Blockchain RPC (port 8006): RUNNING
[SUCCESS] Web UI (port 8007): RUNNING
[SUCCESS] GPU Service (port 8010): RUNNING
[SUCCESS] Learning Service (port 8011): RUNNING
[SUCCESS] Agent Coordinator (port 8012): RUNNING
[SUCCESS] Agent Registry (port 8013): RUNNING
[SUCCESS] OpenClaw Service (port 8014): RUNNING
[SUCCESS] AI Service (port 8015): RUNNING
[SUCCESS] Multimodal Service (port 8020): RUNNING
[SUCCESS] Modality Optimization (port 8021): RUNNING
🛠️ Troubleshooting
Common Issues:
-
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 -
Service not found:
[WARNING] No AITBC services found on localhostSolution: Install AITBC services or check if they're named correctly.
-
Port already in use:
[WARNING] Service aitbc-coordinator-api is already runningSolution: This is normal - the script detects already running services.
-
Permission denied:
[ERROR] Failed to start service aitbc-coordinator-apiSolution: 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:
- Create incus containers (if not exists)
- Install AITBC services in containers
- Install AITBC systemd services locally
- Run
./scripts/start-aitbc-full.sh
Daily Development:
./scripts/start-aitbc-full.sh- Start everything- Work on AITBC development
./scripts/stop-aitbc-dev.sh- Stop when done
Testing:
- Start services with scripts
- Test health endpoints
- Check logs for issues
- 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
- Use the full script for complete environment setup
- Check the output for any warnings or errors
- Monitor logs when troubleshooting issues
- Stop services when not in use to conserve resources
- Run scripts from the project root for proper path resolution