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zain

PROFILE

Zain

Zain Syed developed prototype Model Predictive Control (MPC) path planning features for the WE-Autopilot/Red-Team repository, focusing on autonomous vehicle navigation in the F1TENTH simulator. He implemented Python-based MPC demos that explored both cursor-following and user-defined path approaches, integrating CVXPY and SciPy for real-time optimization. His work included interactive track drawing, cubic spline-based path generation, and Pygame-powered data visualization, resulting in a reproducible experimental workflow for evaluating trajectory performance. Zain’s contributions demonstrated depth in robotics and scientific computing, with well-documented code and clear integration strategies that enable rapid iteration and inform future navigation stack development within the project.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
999
Activity Months2

Work History

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 monthly summary focused on delivering a high-value, technically advanced MPC-based path-following feature for autonomous vehicle navigation, along with thorough documentation and a clean implementation strategy.

January 2025

1 Commits • 1 Features

Jan 1, 2025

January 2025 monthly summary focusing on key achievements, business value, and technical excellence for WE-Autopilot/Red-Team.

Activity

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Quality Metrics

Correctness75.0%
Maintainability70.0%
Architecture75.0%
Performance70.0%
AI Usage70.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Cubic SplinesData VisualizationModel Predictive ControlOptimizationPath PlanningPygamePythonRoboticsScientific ComputingSimulation

Repositories Contributed To

1 repo

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

WE-Autopilot/Red-Team

Jan 2025 Feb 2025
2 Months active

Languages Used

Python

Technical Skills

Model Predictive ControlOptimizationPygamePythonSimulationCubic Splines

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