commaai/openpilot
Oct 2024 – Sep 2025
5 Months active
Languages Used
PythonC++NoneShell
Technical Skills
Pythonautonomous drivingcontrol systemsC++ developmentGPU programmingPython development
mitchellgoffpc
PROFILE
Mitchellgoffpc
Mitchell Goff contributed to commaai/openpilot by developing and refining core features in autonomous driving and model execution. He integrated TinygradModel to replace ThneedModel, improving model pipeline performance and maintainability using Python and C++. Mitchell enhanced the longitudinal planner’s throttle handling for smoother low-speed operation and tuned vehicle throttle responsiveness, addressing real-world control system challenges. He also updated build systems to remove FFmpeg dependencies, reducing compatibility risks and streamlining CI processes. His work included schema migrations in Cap’n Proto, robust data processing, and model optimization, demonstrating depth in both architectural refactoring and hands-on debugging across evolving codebases and deployment environments.
Overall Statistics
Feature vs Bugs
50%Features
Repository Contributions
7Total
Bugs
3
Commits
7
Features
3
Lines of code
1,753
Activity Months5
Your Network
33 people
Work History
September 2025
1 Commits
Sep 1, 2025September 2025 monthly summary for commaai/openpilot focused on stabilizing the dependency footprint and removing FFmpeg usage to address compatibility and performance concerns. Reverted the minimal FFmpeg build and updated build scripts to exclude FFmpeg components, aligning with project goals for reliability and maintainability.
1 Commits
Sep 1, 2025September 2025 monthly summary for commaai/openpilot focused on stabilizing the dependency footprint and removing FFmpeg usage to address compatibility and performance concerns. Reverted the minimal FFmpeg build and updated build scripts to exclude FFmpeg components, aligning with project goals for reliability and maintainability.
September 2025
August 2025
1 Commits • 1 Features
Aug 1, 20252025-08: Performance-focused month delivering throttle responsiveness improvement in commaai/openpilot. Implemented throttle threshold tuning to reduce input-to-response latency and enhance acceleration feel across supported vehicles.
August 2025
1 Commits • 1 Features
Aug 1, 20252025-08: Performance-focused month delivering throttle responsiveness improvement in commaai/openpilot. Implemented throttle threshold tuning to reduce input-to-response latency and enhance acceleration feel across supported vehicles.
December 2024
2 Commits • 1 Features
Dec 1, 20242024-12 Monthly Summary for commaai/openpilot: Delivered a robust Model Conversion Pipeline by updating TinyGrad and refactoring model loading to occur within the conversion flow. This change improves data flow, ensures the model is loaded before conversion, and reduces runtime errors. No major bugs fixed this month. Overall, the work enhances reliability, maintainability, and readiness for deploying new models.
2 Commits • 1 Features
Dec 1, 20242024-12 Monthly Summary for commaai/openpilot: Delivered a robust Model Conversion Pipeline by updating TinyGrad and refactoring model loading to occur within the conversion flow. This change improves data flow, ensures the model is loaded before conversion, and reduces runtime errors. No major bugs fixed this month. Overall, the work enhances reliability, maintainability, and readiness for deploying new models.
December 2024
November 2024
2 Commits • 1 Features
Nov 1, 20242024-11 Monthly Summary: Delivered two high-impact items across openpilot and opendbc. Key features delivered: TinygradModel integration in commaai/openpilot, replacing ThneedModel to enable faster, more maintainable model execution. Major bugs fixed: data migration schema update for OnroadEventDEPRECATED soundsUnavailable in opendbc (adds soundsUnavailableDEPRECATED in car.capnp). Overall impact: improved runtime performance and maintainability of the model pipeline, strengthened data integrity during migrations, and reduced deployment risk. Technologies/skills demonstrated: architectural refactor to a Tinygrad-based model execution backend, Capnp schema migration, data migration practices, and cross-repo collaboration. Business value: accelerated model execution, cleaner maintenance path, and safer data migrations for future releases.
November 2024
2 Commits • 1 Features
Nov 1, 20242024-11 Monthly Summary: Delivered two high-impact items across openpilot and opendbc. Key features delivered: TinygradModel integration in commaai/openpilot, replacing ThneedModel to enable faster, more maintainable model execution. Major bugs fixed: data migration schema update for OnroadEventDEPRECATED soundsUnavailable in opendbc (adds soundsUnavailableDEPRECATED in car.capnp). Overall impact: improved runtime performance and maintainability of the model pipeline, strengthened data integrity during migrations, and reduced deployment risk. Technologies/skills demonstrated: architectural refactor to a Tinygrad-based model execution backend, Capnp schema migration, data migration practices, and cross-repo collaboration. Business value: accelerated model execution, cleaner maintenance path, and safer data migrations for future releases.
October 2024
1 Commits
Oct 1, 2024October 2024 (2024-10) – OpenPilot longitudinal planner: delivered a targeted fix to throttle handling at low speeds to prevent negative velocities and improve smoothness. This included adjusting allow_throttle conditions and acceleration limits, and introducing new test coverage to validate low-speed throttle behavior. Change referenced by commit b470bef140e1f67dcba10bb7291d49feddd65801 (Fix low-speed allow_throttle behavior in long planner (#33894)).
1 Commits
Oct 1, 2024October 2024 (2024-10) – OpenPilot longitudinal planner: delivered a targeted fix to throttle handling at low speeds to prevent negative velocities and improve smoothness. This included adjusting allow_throttle conditions and acceleration limits, and introducing new test coverage to validate low-speed throttle behavior. Change referenced by commit b470bef140e1f67dcba10bb7291d49feddd65801 (Fix low-speed allow_throttle behavior in long planner (#33894)).
October 2024
Activity
Loading activity data...
Quality Metrics
Correctness94.2%
Maintainability85.8%
Architecture85.8%
Performance82.8%
AI Usage34.2%
Skills & Technologies
Programming Languages
C++Cap'n ProtoNonePythonShell
Technical Skills
Build SystemsC++C++ developmentData MigrationFFmpegGPU programmingNonePythonPython developmentPython programmingSchema Definitionautonomous drivingcontrol systemsdata processingmachine learning
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline
commaai/opendbc
Nov 2024 – Nov 2024
1 Month active
Languages Used
Cap'n Proto
Technical Skills
Data MigrationSchema Definition