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Functionhx/README.md

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About Me

I am an undergraduate Robotics Engineering student at Beijing Institute of Technology, working at the intersection of robotics, autonomous driving, embodied AI, 3D scene representation, and AI systems engineering.

I enjoy turning research prototypes into real systems—from perception, state estimation, and navigation to inference deployment, communication architecture, testing, and fault recovery. Beyond getting a demo to run, I care about reliability, reproducibility, and graceful recovery when things go wrong.

  • Currently building — 3DGS visual localization, instance navigation, and editable road-scene generation
  • Exploring — ROS 2, Nav2, Habitat, VLA/VLN, world models, and AI agents
  • Engineering — reliable real-robot systems, AI inference deployment, autonomous-driving infrastructure, and open-source software
  • Let's talk about — embodied AI, 3D scene intelligence, robotics middleware, AI infrastructure, and research automation
  • Highlights — 28 merged upstream PRs; Kaggle Bronze Medal (solo, top 9.9%)

Featured Projects

Stars

A batch-wise extension of Point-LIO featuring within-window motion undistortion, batched EKF updates, and parallel computation for high-bandwidth LiDAR-inertial odometry.

C++ LiDAR-Inertial Odometry EKF ROS

Stars

A 3D annotation and AI-assisted pre-labeling platform for Formula Student Driverless point clouds, with quality gates, OpenPCDet export, and a TensorRT inference backend.

3D Vision TensorRT Vue FastAPI

Stars

An open simulation and verification framework for reusable-launch-vehicle terminal recovery — return flight, GNC, tower and arrestor-cable catch dynamics, and a SIL → HIL → scaled-experiment path built for explainable, reproducible sim-to-real.

Rocket Recovery GNC Sim-to-Real C++20

Stars

A three-backend (Isaac Gym / Isaac Lab / MuJoCo) reinforcement-learning classroom for robust locomotion — train a policy in one simulator, then make it prove itself under unfamiliar dynamics, sustained pushes, stairs, and a different physics engine.

Reinforcement Learning Sim2Sim Robot Control Isaac Lab


Open-Source Contributions

Contributed 28 merged pull requests across AI infrastructure, robotics middleware, databases, developer tooling, security tooling, and scientific computing — ordered below by impact.

Project Pull Request Focus
vLLM #48153 Mistral Large 3 → AutoWeightsLoader
OpenCV #29487 Calibration docs & projection-matrix fixes
DeepSpeed #8154 Pipeline gradient-scaling fix
Nautilus Trader #4443 Consolidation data-loss fix
ccxt #29192 Backpack ticker normalization
DuckDB #23773 VARCHAR→DECIMAL rounding fix
cargo #17203 Flaky-test race fix
Hugging Face TRL #6439 GRPO loss normalization
View all 28 merged PRs (by impact)
  1. vllm-project/vllm #48153
  2. opencv/opencv #29487
  3. deepspeedai/DeepSpeed #8154
  4. nautechsystems/nautilus_trader #4443
  5. ccxt/ccxt #29192
  6. duckdb/duckdb #23773
  7. rust-lang/cargo #17203
  8. huggingface/trl #6439
  9. biomejs/biome #10915
  10. deepspeedai/DeepSpeed #8144
  11. NVIDIA/cccl #9785
  12. OpenRLHF/OpenRLHF #1261
  13. huggingface/trl #6348
  14. BishopFox/sliver #2286
  15. vyperlang/vyper #5185
  16. eclipse-cyclonedds/cyclonedds #2425
  17. ros-controls/ros2_control #3454
  18. Farama-Foundation/Gymnasium #1618
  19. conda/conda #16391
  20. Velocidex/velociraptor #4921
  21. eclipse-iceoryx/iceoryx2 #1818
  22. ros2/ros2cli #1257
  23. fullpage-lab/PatchWing #3
  24. rsheftel/pandas_market_calendars #469
  25. ros2/rmw_cyclonedds #591
  26. fullpage-lab/PatchWing #1
  27. Unclecheng-li/poc-lab #21
  28. Unclecheng-li/poc-lab #20

Technologies & Tools

C++ Python Linux CMake

ROS 2 Nav2 CycloneDDS Docker

PyTorch ONNX TensorRT OpenCV

Open3D 3DGS Habitat MuJoCo


GitHub Stats

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If you are exploring robotics, embodied AI, 3D scene representation, or reliable AI systems, let's connect

GitHub Website Email

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  1. BITFSD-Annotator BITFSD-Annotator Public

    An industrial-grade 3D point cloud annotator tailored for Formula Student Driverless (FSD/FSAC). | BITFSD (北理工) 开源的无人方程式点云标注平台。专为赛道场景打造,解决远距离稀疏点云痛点。支持锥桶局部质心智能吸附、三视图精准微调,一键无缝导出 OpenPCDet 训练数据集。

    Vue

  2. Diff-MPC Diff-MPC Public

    A PyTorch-powered Differentiable MPC solver that unifiedly handles system identification and optimal trajectory planning via backpropagation.

    Python 2