seeed-projects/seeed-jetson-developtool/deploy-live-vlm-webui
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Deploy Live VLM WebUI on reComputer Jetson for real-time Vision Language Model interaction via webcam. Installs Ollama with llama3.2-vision model and the live-vlm-webui Python package for browser-based VLM streaming and benchmarking. Requires JetPack 6.2 and USB camera.
Install
npx vskill@latest install seeed-projects/seeed-jetson-developtool/deploy-live-vlm-webuiSKILL.md
Deploy Live VLM WebUI on reComputer Jetson
Live VLM WebUI streams your webcam to any VLM for live AI-powered visual analysis. This skill installs Ollama + llama3.2-vision and the WebUI on Jetson.
Execution model
Run one phase at a time. After each phase:
- Relay all output to the user.
- If output contains
[STOP]→ stop, consult the failure decision tree. - If output ends with
[OK]→ tell the user "Phase N complete" and proceed.
Prerequisites
| Requirement | Detail | |
|---|---|---|
| Hardware | reComputer Super J4012 (Orin NX 16GB) or similar | |
| JetPack | 6.2 | |
| Camera | USB camera connected to Type-A port | |
| Network | Internet for model download (~7GB) |
Phase 1 — Install and configure Ollama (~10–15 min)
Verify:
[OK] when model appears in ollama list. [STOP] if download fails or OOM.
Phase 2 — Install Live VLM WebUI (~3 min)
Verify:
[OK] when the binary path is printed. [STOP] if pip install fails.
Phase 3 — Launch and configure WebUI (~2 min)
Open browser at https://localhost:8090, then configure:
- VLM API Configuration → select
ollamaengine → selectllama3.2-visionmodel - Camera and App Control → select
USB Camera - Click Run to start inference
[OK] when inference results appear in the browser.
Failure decision tree
| Symptom | Action | ||
|---|---|---|---|
| Ollama install fails | Check internet. Retry: `curl -fsSL https://ollama.com/install.sh \ | sh`. | |
| Model pull OOM or killed | 16GB RAM minimum for 11b model. Free memory by stopping other processes. | ||
live-vlm-webui: command not found | Ensure ~/.local/bin is in PATH: source ~/.bashrc. | ||
| WebUI not accessible at port 8090 | Check firewall: sudo ufw allow 8090. Verify process is running. | ||
| USB camera not detected in WebUI | Check camera: ls /dev/video*. Replug camera. | ||
| Inference very slow | Expected on 16GB devices. Consider using a smaller vision model. |
Reference files
references/source.body.md— Full Seeed Wiki tutorial with screenshots, demo video, and configuration details (reference only)
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
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Source
- SKILL.md in the repositoryCheckingskills/openclaw/deploy-live-vlm-webui/SKILL.md
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