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computer science

Openpilot

Openpilot is a computer science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Openpilot rather than just read about it. In short: openpilot is an open-source, semi-automated driving software by comma.ai, Inc. When paired with comma hardware, it replaces advanced driver-assistance systems in various cars, improving over the original system.

Openpilot — main illustration
Openpilot — illustration

Key takeaways

  • Openpilot belongs to computer science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Openpilot to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Openpilot from memory before moving on to harder problems.

Reference excerpt

openpilot is an open-source, semi-automated driving software by comma.ai, Inc. When paired with comma hardware, it replaces advanced driver-assistance systems in various cars, improving over the original system. As of 2025, openpilot supports 325+ car models and has 10 000+ users, accumulating over 100 million miles (160,000,000 km). openpilot runs on comma 2/3/3X hardware, also developed by comma.ai. Packaged as an aftermarket retrofit, it allows users to enhance their existing cars with upgraded computing power, enhanced vision, and regularly updated software. openpilot has been cited to offer a "natural" and human-like driving experience, and reviewed favorably for its ease of use and driver engagement. As of May 2024, openpilot holds the record for the shortest time in a semi-autonomous, coast-to-coast drive across the U.S.

History comma.ai Inc was founded in September 2015 by George Hotz. The first version of openpilot was revealed a few months later in a Bloomberg article, showing functionality on a 2016 Acura ILX. The video and article instigated a cease and desist letter from the California Department of Motor Vehicles, claiming comma.ai was testing a self-driving car without a license. openpilot was packaged into a small, shippable device called the "comma one", announced at TechCrunch Disrupt. On October 27, 2016, NHTSA issued a Special Order to comma.ai demanding detailed information about the comma one, to determine if the device complies with legally required Federal Motor Vehicle Safety Standards. comma.ai responded in a tweet from Shenzhen, China, announcing the cancellation of the comma one. comma.ai open-sourced openpilot a month later, on November 30, 2016, emphasizing its intended use for research, without any warranty. On January 7, 2020, comma.ai introduced the $999 "comma two" device at CES in Las Vegas. In November 2020, Consumer Reports ranked openpilot above all other advanced driver-assistance systems on the market, including Tesla's Autopilot, Cadillac's Super Cruise and Ford's Co-pilot 360. In particular, openpilot's performance in the areas of driver engagement and ease of use scored better than all other systems evaluated by Consumer Reports.

At comma's 2021 comma_con convention, the company released the "comma three devkit". This model uses two fish eye cameras oriented to the front and a long distance camera oriented to the rear to analyze the car's surroundings. In January 2023, The Verge found openpilot-based driving-assist technology to be better than that from legacy car manufacturers, delivering more "natural" and human-like driving experience. Nearly 5000 units of openpilot-supported Comma 3 devices were already said to be distributed. At comma's 2023 COMMA_CON convention, the "comma 3X" was announced as a successor to the comma three devkit at a lower price of $1249. In 2023, the total distance driven by openpilot's 6000+ users was said to have exceeded 90 million miles, an improvement over the 25 million miles figure reported in 2020. In April 2024, a new semi-autonomous Cannonball run record, involving a drive across the United States from the East Coast to the West Coast, was set using a 2017 Toyota Prius equipped with a comma 3X unit running openpilot. The drive took 43 hours and 18 minutes at 98.4% autonomy, (an average of 67 miles per hour (108 km/h)), beating the previous record set in a Tesla Model S (97.7% autonomy) by nearly 12 hours.

Comma Hardware

Features

In contrast to traditional autonomous driving solutions where the perception, prediction, and planning units are separate "modules", openpilot adopts a system-level end-to-end design to predict the car's trajectory directly from the camera images. openpilot's end-to-end design is a neural network that is trained by comma.ai using real-world driving data uploaded by openpilot users.

Navigate on openpilot openpilot 0.9.4 and onwards include "navigate on openpilot", a feature akin to "Full Self-Driving" (FSD) from Tesla, Inc.

Automated lane-centering openpilot uses machine learning, trained with real-world driving data, to determine the safest path on the road. This improves perception on roads without lane markings vs. lane-centering by tracking current lane lines.

Adaptive cruise control openpilot maintains a safe following distance from the vehicle ahead. It is capable of driving in stop-and-go traffic with no user intervention. It uses OpenStreetMap's road curvature and speed limit data to allow slowing on sharp turns and setting the vehicle's desired speed to the current speed limit on certain community-maintained forks of the main repository.

Driver monitoring openpilot recognizes the driver's face; if the driver is distracted, openpilot warns the driver. If the driver is distracted for more than six seconds, openpilot decelerates the vehicle to a stop, and audibly alerts the user.

Assisted lane change openpilot uses the model to change lanes when the user engages the turn signal: a nudge is optional on the steering wheel to confirm the lane change. openpilot also interacts with the blind spot monitor on certain makes and models to block the lane change in the event a car is detected by the blind spot monitor.

Software updates openpilot receives over-the-air software updates via WiFi or a cellular phone network, (OTA updates).

Supported cars At launch, openpilot supported the Honda Civic and the Acura ILX. Support for more vehicles and brands has been added through open-source contribution. As of March 2026, the list of officially supported vehicles contains more than 325 entries, and can be viewed at https://comma.ai/vehicles. The latest complete list, including community supported cars, can be found at https://github.com/commaai/opendbc/blob/master/docs/CARS.md.

Community Development is supported by an open-source community using Discord and GitHub. comma.ai has released tools and guides to help developers port their cars. In addition, they released tools to let users review their drives.

Forks comma.ai maintains the openpilot codebase and releases, and there is a growing community that maintains various forks of openpilot. These forks consist of experimental features such as stop light detection. Pre-Autopilot Tesla models have been retrofitted with openpilot through a community fork. Chrysler and Jeep models have also gained support through community contributions. There are over 6,600 forks of the openpilot GitHub repository.

References

Illustrations

Openpilot illustration
Openpilot: Toyota Prius with openpilot installed
Toyota Prius with openpilot installed
Openpilot: An old version of Cabana, a CAN Bus traffic visualiser, now part of openpilot tools
An old version of Cabana, a CAN Bus traffic visualiser, now part of openpilot tools
Openpilot: A user annotating a drive
A user annotating a drive
Openpilot: comma two running the openpilot software
comma two running the openpilot software

Worked examples

Example 1 — a first encounter with Openpilot

Start with the simplest possible case. Write down what Openpilot claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In computer science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Openpilot before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Openpilot ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Openpilot

In research
Openpilot appears in computer science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Openpilot in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Openpilot is common in secondary-school and first-year university syllabi. It links to neighbouring topics 2016 software, Free software programmed in C++, Free software programmed in Python, so understanding it makes those chapters shorter.
In everyday life
Look for Openpilot outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Openpilot in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Openpilot means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Openpilot out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Openpilot in simple terms?

openpilot is an open-source, semi-automated driving software by comma.ai, Inc. When paired with comma hardware, it replaces advanced driver-assistance systems in various cars, improving over the original system.

Why does Openpilot matter?

Because it connects several computer science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Openpilot?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Openpilot.

Tags

  • 2016 software
  • Free software programmed in C++
  • Free software programmed in Python
  • Self-driving cars
  • Software using the MIT license

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