--- name: dgx-spark-live-vlm-webui description: Real-time Vision Language Model interaction with webcam streaming — on NVIDIA DGX Spark. Use when setting up live-vlm-webui on Spark hardware. --- # Live VLM WebUI > Real-time Vision Language Model interaction with webcam streaming Live VLM WebUI is a universal web interface for real-time Vision Language Model (VLM) interaction and benchmarking. It enables you to stream your webcam directly to any VLM backend (Ollama, vLLM, SGLang, or cloud APIs) and receive live AI-powered analysis. This tool is perfect for testing VLM models, benchmarking performance across different hardware configurations, and exploring vision AI capabilities. The interface provides WebRTC-based video streaming, integrated GPU monitoring, customizable prompts, and support for multiple VLM backends. It works seamlessly with the powerful Blackwell GPU in your DGX Spark, enabling real-time vision inference at impressive speeds. **Outcome**: You'll set up a complete real-time vision AI testing environment on your DGX Spark that allows you to: - Stream webcam video and get instant VLM analysis through a web browser - Test and compare different vision language models (Gemma 3, Llama Vision, Qwen VL, etc.) - Monitor GPU and system performance in real-time while models process video frames - Customize prompts for various use cases (object detection, scene description, OCR, safety monitoring) - Access the interface from any device on your network with a web browser **Full playbook**: `/home/runner/work/dgx-spark-playbooks/dgx-spark-playbooks/nvidia/live-vlm-webui/README.md`