chore(cleanup): remove obsolete scripts and update paths for production deployment

- Remove dev/scripts/check-file-organization.sh (obsolete organization checker)
- Remove dev/scripts/community_onboarding.py (unused 559-line automation script)
- Update gpu_miner_host.py log path from /home/oib/windsurf/aitbc to /opt/aitbc
- Add service status and standardization badges to README.md

docs/infrastructure/multimodal-services-deployment.md

@@ -0,0 +1,141 @@
+# AITBC Multimodal Services Environment Configuration
+
+## Overview
+
+AITBC has two multimodal services optimized for different environments:
+
+- **`aitbc-multimodal.service`** - CPU-only multimodal service (Port 8002)
+- **`aitbc-multimodal-gpu.service`** - GPU-accelerated multimodal service (Port 8003)
+
+## Environment-Specific Deployment
+
+### AT1 (Localhost) Environment
+**Required Service:** `aitbc-multimodal-gpu.service` only
+
+```bash
+# Deploy for AT1 (localhost)
+./scripts/deploy/deploy-multimodal-services.sh at1
+# or
+./scripts/deploy/deploy-multimodal-services.sh localhost
+```
+
+**Configuration:**
+- ✅ **GPU Service**: ENABLED (Port 8003)
+- ❌ **CPU Service**: DISABLED (Port 8002)
+- **Reasoning**: AT1 has GPU resources for development/testing
+
+### Production Servers (aitbc, aitbc1)
+**Required Service:** `aitbc-multimodal.service` only
+
+```bash
+# Deploy for production servers
+./scripts/deploy/deploy-multimodal-services.sh server
+# or
+./scripts/deploy/deploy-multimodal-services.sh production
+# or
+./scripts/deploy/deploy-multimodal-services.sh aitbc
+```
+
+**Configuration:**
+- ✅ **CPU Service**: ENABLED (Port 8002)
+- ❌ **GPU Service**: DISABLED (Port 8003)
+- **Reasoning**: Production servers optimized for CPU processing
+
+## Service Differences
+
+| Feature | aitbc-multimodal | aitbc-multimodal-gpu |
+|---------|------------------|----------------------|
+| **Port** | 8002 | 8003 |
+| **GPU Support** | No | Yes |
+| **Memory** | 2G | 4G |
+| **CPU** | 200% | 300% |
+| **Dependencies** | coordinator-api | coordinator-api + nvidia-persistenced |
+| **Module** | `aitbc_multimodal.main` | `aitbc_gpu_multimodal.main` |
+| **GPU Variables** | None | `CUDA_VISIBLE_DEVICES=0` |
+
+## Deployment Script Usage
+
+### Available Environments
+
+```bash
+# AT1/Localhost (GPU only)
+./scripts/deploy/deploy-multimodal-services.sh at1
+./scripts/deploy/deploy-multimodal-services.sh localhost
+
+# Production Servers (CPU only)
+./scripts/deploy/deploy-multimodal-services.sh server
+./scripts/deploy/deploy-multimodal-services.sh production
+./scripts/deploy/deploy-multimodal-services.sh aitbc
+./scripts/deploy/deploy-multimodal-services.sh aitbc1
+
+# Both services (for testing)
+./scripts/deploy/deploy-multimodal-services.sh both
+```
+
+### Manual Deployment
+
+If you need to manually configure services:
+
+```bash
+# For AT1 (localhost)
+sudo systemctl disable aitbc-multimodal.service
+sudo systemctl enable aitbc-multimodal-gpu.service
+
+# For Production Servers
+sudo systemctl enable aitbc-multimodal.service
+sudo systemctl disable aitbc-multimodal-gpu.service
+```
+
+## Verification
+
+Check service status after deployment:
+
+```bash
+# Check enabled services
+systemctl list-units --type=service | grep -E "(aitbc-multimodal|aitbc-multimodal-gpu)"
+
+# Check specific service
+systemctl status aitbc-multimodal-gpu.service
+systemctl status aitbc-multimodal.service
+```
+
+## Troubleshooting
+
+### Service Not Found
+```bash
+# Ensure service files are copied to system directory
+sudo cp /home/oib/windsurf/aitbc/systemd/aitbc-*-multimodal.service /etc/systemd/system/
+sudo systemctl daemon-reload
+```
+
+### Port Conflicts
+```bash
+# Check port usage
+sudo netstat -tlnp | grep -E ":(8002|8003)"
+```
+
+### GPU Service Issues
+```bash
+# Check NVIDIA drivers
+nvidia-smi
+
+# Check NVIDIA persistence service
+systemctl status nvidia-persistenced.service
+```
+
+## Architecture Decision
+
+This environment-specific configuration ensures:
+
+1. **Resource Optimization**: AT1 leverages GPU capabilities for development
+2. **Production Stability**: Servers use CPU-only processing for reliability
+3. **Port Separation**: No conflicts between services
+4. **Scalability**: Easy to scale based on environment needs
+5. **Maintainability**: Clear separation of concerns
+
+## Future Considerations
+
+- **Auto-detection**: Script could auto-detect GPU availability
+- **Dynamic switching**: Runtime switching between CPU/GPU modes
+- **Load balancing**: Distribute requests based on service availability
+- **Monitoring**: Add health checks for each service type