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---
title: VinRobotics
emoji: 🤖
colorFrom: blue
colorTo: yellow
sdk: static
pinned: false
license: apache-2.0
---

# VinRobotics - Edge AI & Model Optimization

We optimize and deploy **LLMs, ASR, VLM and VLA (Vision-Language-Action) models** on real-world systems.

## What we do
- Optimization: quantization (INT8/INT4/FP8/NVFP4), pruning, distillation, ...
- Deployment: VLLM, TensorRT, ONNX Runtime, edge runtimes  
- Systems: real-time pipelines (vision, audio, language, action)

## Focus
- Edge devices (Jetson, SoCs)  
- Robotics & VLA systems  
- Latency, stability, deployability  

## Philosophy
Optimization = **model + runtime + system**