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hous-lab/README.md

Hi, I'm Hous 👋

Edge AI · Embodied Intelligence · Robotics · Driving

I work on building efficient AI systems, from model optimization and inference acceleration to edge deployment and system integration.

Focus Areas

  • Model Optimization — Training & inference efficiency, quantization, kernel optimization
  • Edge AI — GPU/NPU deployment, runtime optimization, hardware-aware inference
  • Robotics & Embodied AI — VLA models, autonomous systems, on-device intelligence
  • Systems Engineering — Performance profiling, runtime engineering, system integration

Selected Projects

Tech Stack

Python · C++ · CUDA · PyTorch · TensorRT · ONNX · Qualcomm QNN · Linux

Interested in the intersection of AI models, efficient computing, and real-world systems.

Always happy to exchange ideas and collaborate on interesting engineering problems.

Links

Google Scholar

Technical Blog

Pinned Loading

  1. pi05-orin-edge pi05-orin-edge Public

    π0.5 VLA on Jetson AGX Orin: INT8 channel-split mix + fused GEGLU kernel + CUDA Graph, 92 ms model p50 at 92% LIBERO-10 (500 episodes)

    C++

  2. qwen-drive-edge-orin qwen-drive-edge-orin Public

    TensorRT deployment of the Qwen-Drive-1.0 4B VLA on Jetson AGX Orin: self-developed sm_87 GDN chunk-prefill kernel in TensorRT-Edge-LLM, fp16 engine chain, 94-scene open-loop trajectory gate

    Python

  3. sparsedrive2-sa8775p-qnn sparsedrive2-sa8775p-qnn Public

    SparseDriveV2 end-to-end driving model deployed on Qualcomm SA8775P (QNN/HTP): deployment pipeline, INT8 quantization, fused custom op

    Python 2 1

  4. sparsedrive-trt-edge sparsedrive-trt-edge Public

    End-to-end TensorRT deployment of SparseDriveV2 (3D detection + mapping + motion planning) on Jetson AGX Orin and x86: TRT plugin, ONNX export, FP16/INT8 engines, accuracy gates, latency/power bench

    Python

  5. vad-trt-edge vad-trt-edge Public

    TensorRT deployment of VAD (end-to-end driving) on x86 and NVIDIA Jetson AGX Orin — custom plugins, ONNX export, FP16/INT8/QAT quantization with accuracy gates

    Python

  6. pansplat-trt-edge-orin pansplat-trt-edge-orin Public

    PanSplat panoramic 3DGS deployed as a 21-engine TensorRT chain on Jetson AGX Orin - 30 s/frame down to ~567 ms

    Python