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Hyunsu Lim

PROFILE

Hyunsu Lim

Hyunsu Lim integrated DreamerV3 World Models into the uci_f1tenth_workshop ROS2 environment, developing agent scaffolding, configuration files, and environment utilities to support reinforcement learning experiments in autonomous navigation. Using Python and PyTorch, Hyunsu refactored the Dreamer node for compatibility and maintainability, while also consolidating the repository by removing obsolete packages and standardizing directory structures and assets. To improve development workflows, Hyunsu implemented a CI pipeline with GitHub Actions, enabling automated builds and tests on code changes. These efforts streamlined experimentation, reduced maintenance overhead, and positioned the repository for scalable development, reflecting a strong focus on code quality and project sustainability.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

8Total
Bugs
0
Commits
8
Features
3
Lines of code
121,427
Activity Months1

Work History

February 2025

8 Commits • 3 Features

Feb 1, 2025

February 2025 Monthly Summary for uci_f1tenth_workshop. Delivered DreamerV3 World Models integration into the F1Tenth ROS2 environment, including Dreamer agent scaffolding, configs, networks, and environment utilities; cleanup and compatibility updates in the Dreamer node. Cleaned up repository by removing obsolete packages (ml_node, safety_node, wall_follow), reorganizing directories, and standardizing assets and configs. Implemented CI workflow to automatically build and test on pushes and PRs, improving release readiness and feedback loops. These efforts reduced maintenance overhead, accelerated Dreamer-based experimentation, and positioned the project for scalable future development.

Activity

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Quality Metrics

Correctness92.6%
Maintainability92.6%
Architecture92.6%
Performance87.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

BashC++CMakeCOLLADADockerfileGitOBJPythonShellYAML

Technical Skills

Asset OrganizationAutonomous NavigationCI/CDCode CleanupCode RefactoringComputer VisionDeep LearningFile ManagementFile System OperationsGit OperationsGitHub ActionsPackage ManagementPyTorchPythonROS

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

uci-f1tenth/uci_f1tenth_workshop

Feb 2025 Feb 2025
1 Month active

Languages Used

BashC++CMakeCOLLADADockerfileGitOBJPython

Technical Skills

Asset OrganizationAutonomous NavigationCI/CDCode CleanupCode RefactoringComputer Vision

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