Tesla Autopilot, an advanced driver-assistance system ("ADAS") for Tesla vehicles, uses a suite of sensors and an onboard computer. It has undergone several hardware changes and versions since 2014, most notably moving to an all-camera-based system by 2023, in contrast with ADAS from other companies, which include radar and sometimes lidar sensors.
Initially, the ADAS used a combination of cameras capturing the visual spectrum, forward-facing radar, ultrasonic proximity sensors, and a Mobileye EyeQ3 computer as Hardware 1, fitted to Model S vehicles starting in October 2014. After Mobileye ended its partnership with Tesla in 2016, Tesla began shipping cars equipped with an Nvidia Drive PX 2 computer and an increased number of cameras as Hardware 2. In 2019, Tesla shifted to a computer using a custom "FSD Chip" designed by Tesla, branded as Hardware 3. Starting in 2021, Tesla stopped installing the radar sensor in new vehicles, and the ADAS was updated to drop radar support. In 2022, Tesla announced it also would drop support for the ultrasonic sensors, moving the ADAS to an all-visual system. The most recent sensor and computer implementation is Hardware 4, which began shipping in January 2023.
Physical versions
Hardware 1
Vehicles manufactured after late September 2014 are equipped with a single camera mounted at the top of the windshield, forward looking radar[1][2] in the lower grille, and 12 ultrasonic acoustic location sensors in the front and rear bumpers that provide a 360-degree view around the car.[3] The computer is the Mobileye EyeQ3;[4] as implemented, this chip is built on a 40 nm process with a TDP of 2.5 W and a clock speed of 500 MHz.[5] This equipment allows suitably equipped Tesla Model S and Model X vehicles to detect lane markings, obstacles, and other vehicles, enabling advanced driver-assistance functions branded Autosteer (automatic lane-keeping), Auto lane change, Autopark (parallel parking robot), and Side-collision warning.[3] The EyeQ3 used a neural network approach, relying primarily on inputs from the camera to recognize and label objects to determine which potential areas in the camera's field of view are unoccupied and possible for the vehicle to travel through.[5]
Auto lane change can be initiated by the driver turning on the lane changing signal when safe (due to the ultrasonic sensors' 16-foot limited range capability), and then the system completes the lane change.[6] In 2016 the system did not detect pedestrians or cyclists,[7] and while Autopilot detects motorcycles,[8] there have been two instances of HW1 cars rear-ending motorcycles.[9]
Tesla released a new version of Autopilot in September 2016 that changed the object detection algorithm to more fully use the radar sensor. Previously, primary obstacle detection responsibilities fell to the cameras and the radar was used in a secondary role to confirm their presence, but was not given the authority to initiate emergency braking alone. After the update, the radar data was given an equal role in object detection and made capable of identifying "dense obstacles," including "other vehicles, moose, or even alien spaceships," according to Musk. He added that Tesla "believes it would have" prevented the fatal May 2016 underride crash in Williston, Florida, in which Autopilot failed to detect a white trailer against the sky.[10]
Mobileye ended its partnership with Tesla in 2016, stating that Tesla was "going to hurt the interests of [Mobileye] and hurt the interests of an entire industry, if a company of our reputation will continue to be associated with this type of pushing the envelope in terms of safety".[11] Tesla responded that Mobileye backed away after learning Tesla was developing its own vision-based sensor system.[12] Speculation immediately following the announcement included partnering with Nvidia and potentially designing its own ADAS computer.[13] After Hardware 2 was released, an upgrade from Hardware 1 to Hardware 2 was not offered as it would have required substantial work and cost.[14]
Hardware 2
HW2, included in vehicles manufactured after October 2016, includes an Nvidia Drive PX 2[15] computer.[16][17] Tesla claimed that the hardware was capable of processing 200 frames per second.[18] Elon Musk called HW2 "basically a supercomputer in a car", referring to its ability to perform up to 12 trillion floating point operations per second (TFlops), a performance similar to a $700 GTX 1080 Ti[19] consumer graphics card at the time.[20] The Autopilot computer hardware, housed just above the glovebox, is replaceable to allow for future upgrades.[21][22] Tesla claimed the HW2 suite of sensors and computation provided the necessary equipment to allow FSD at SAE level 5.[23]
The hardware includes eight cameras covering an aggregate view of 360° around the car and 12 ultrasonic sensors, in addition to forward-facing radar with enhanced processing capabilities.[23] The radar is able to observe beneath and ahead of the vehicle in front of the Tesla;[24] the radar can see vehicles through heavy rain, fog or dust.[25] The eight cameras are mounted in various locations around the vehicle: three forward-facing, next to the central rearview mirror mounted on the windshield; two front/side cameras, one each mounted in the left and right B-pillars; two rear/side cameras, mounted in the left and right front fender turn-signal repeaters; and one rear camera, above the license plate.[20]
When "Enhanced Autopilot" was enabled in February 2017 by the v8.0 (17.5.36) software update, testing showed the system was limited to using one of the eight onboard cameras—the main forward-facing camera.[26] The v8.1 software update released a month later enabled a second camera, the narrow-angle forward-facing camera.[27] With all eight cameras enabled, data extracted from Autopilot in debugging mode showed the cameras provide a black-and-white feed to the computer, possibly to improve image processing speed.[28]
The Tesla Model 3, introduced in 2017, and related Model Y, introduced in 2019, are equipped with an additional driver-facing in-cabin camera. This was disabled at launch and was intended to monitor the cabin remotely while the owner was operating the vehicle as an autonomous robotaxi,[29] but was activated in May 2021 to monitor driver attentiveness while using Autopilot in vehicles without radar sensors.[30]
Hardware 2.5
In August 2017, Tesla announced that HW2.5 included a secondary processor node to provide more computing power and additional wiring redundancy to slightly improve reliability; it also enabled dashcam and "sentry mode" capabilities.[31] During this time, the supplier for the system's radar components was changed from Bosch to Continental,[32] using the ARS4-B unit.[33]
Tesla will upgrade HW2.5 vehicles to HW3 at no extra cost if the owner purchases Full Self-Driving.
Hardware 2.5
In August 2017, Tesla announced that HW2.5 included a secondary processor node to provide more computing power and additional wiring redundancy to slightly improve reliability; it also enabled dashcam and "sentry mode" capabilities.[31] During this time, the supplier for the system's radar components was changed from Bosch to Continental,[32] using the ARS4-B unit.[33]
Tesla will upgrade HW2.5 vehicles to HW3 at no extra cost if the owner purchases Full Self-Driving.
Hardware 3
According to Tesla's director of Artificial Intelligence (AI) Andrej Karpathy, Tesla had, as of Q3 2018, trained large neural networks but they could not be deployed to Tesla vehicles built up to that time due to insufficient computational resources. HW3 was designed to run these neural networks.[34] Overall, Tesla claims HW3 has 2.5× improved performance over HW2.5, with 1.25× higher power and 0.2× lower cost.[35]
HW3 is based on a custom Tesla-designed system on a chip called "FSD Chip",[36] fabricated using a 14 nm process by Samsung.[37] Jim Keller and Pete Bannon, among other architects, have led the project since February 2016.[38] FSD Chip features twelve ARM Cortex-A72 CPUs operating at 2.6 GHz, two systolic arrays (not unlike the approach of TPU)[39] operating at 2 GHz and a Mali GPU operating at 1 GHz.[35] Tesla claimed that FSD Chip processes images at 2,300 frames per second (fps), which is a 21× improvement over the 110 fps image processing capability of HW2.5.[38][40] The firm described FSD Chip as a "neural network accelerator" custom-designed for Tesla AI processing.[18] Each of the two systolic arrays on a single FSD Chip are capable of 36 trillion operations per second,[36] and there are two FSD Chips for redundancy.[41]
HW3 cars are equipped with eight cameras, in the same locations and covering the same directions as the HW2 and HW2.5 cameras. Each of the eight cameras supplied with HW3 use the same AR0136A image sensor supplied by Onsemi, which has a maximum resolution of 1280×960 (1.2-megapixel) and a 3.75 μm pixel size.[42] Initial versions of HW3 also included a Continental ARS4-B radar module.[42] The HW3 system board is the same physical size as the HW2.5 board, but carries more components.[42] This makes it possible to upgrade from HW2 / HW2.5 to HW3, which was not possible during the prior generational change from HW1 to HW2/2.5.
The company claimed that HW3 was necessary for FSD, but not for "enhanced Autopilot" functions.[43] The first availability of HW3 was April 2019.[44] Customers with HW2 or HW2.5 who purchased the FSD package were promised an upgrade to HW3 without cost;[45] however, when FSD Beta was released in 2021, Tesla owners who had subscribed to FSD and owned a vehicle with HW2 or HW2.5 were required to pay US$1500 to upgrade to HW3. Owners who had purchased FSD with a one-time fee as part of their initial vehicle acquisition were eligible for a free upgrade to HW3.[46][47] Within days, Tesla reduced the cost of the upgrade to US$1000.[48] In 2022, a Tesla owner in the State of Washington won a default judgment against Tesla which ordered the company to upgrade his vehicle to HW3 without cost; in the ruling, the judge cited Tesla's promises that all cars sold since 2016 included the hardware for FSD.[49]
Tesla Vision
In late May 2021, Elon Musk posted to Twitter that "Pure Vision Autopilot" was starting to be implemented.[50] The system, which Tesla brands "Tesla Vision", eliminates the forward-facing radar starting in May 2021 from the Autopilot hardware package on Model 3 and Model Y vehicles built for the North American market.[51] The Washington Post reported in March 2023 the immediate result was "an uptick in crashes, near misses and other embarrassing mistakes by Tesla vehicles suddenly deprived of a critical sensor."[52] For vehicles without the forward radar, temporary limitations were applied to certain features such as Autosteer, and other features (Smart Summon and Emergency Lane Departure Avoidance) were disabled, but Tesla promised to restore the features "in the weeks ahead ... via a series of over-the-air software updates".
In response, Consumer Reports delisted the Model 3 from its Top Picks in 2021, and the Insurance Institute for Highway Safety (IIHS) announced plans to delist the Model 3 as a Top Safety Pick+,[53][54] but after further testing, both organizations restored those designations.[55] NHTSA rescinded the agency's check marks for forward collision warning, automatic emergency braking, lane departure warning, and dynamic brake support, applicable to Model 3 and Model Y vehicles built on or after April 27, 2021,[56] but as of October 2022, those check marks have been restored.[57][58]
In December 2021, the New York Times reported that Musk had made a unilateral decision to pursue the camera-only approach and had "repeatedly told members of the Autopilot team that humans could drive with only two eyes and that this meant cars should be able to drive with cameras alone." Several autonomous vehicle experts have denounced the analogy.[59] According to former employees, Tesla engineers attempted to convince Musk that removing the radar could lead to crashes if the cameras became obscured, but Musk "was unconvinced and overruled" their objections.[52] Brad Templeton noted that LIDAR "will never fail to see a train or truck, even if it doesn't know what it is. It knows there is an object in front and the vehicle can stop without knowing more than that."[52] In contrast, Tesla Vision relies on the "Autopilot labeling team",[60] hundreds of Tesla employees that view short video clips recorded by the cameras to label visible signs and objects, which trains the machine vision interpreter.[52][61]
Tesla announced in October 2022 they would remove ultrasonic sensors by 2023; vehicles without the ultrasonic sensors would be shipped without Autopark, Park Assist, Summon, and Smart Summon features initially.[62] Vehicles shipped in 2023 featured Park Assist, however it relied on the cameras to determine the distance from objects. In late 2023, Tesla rolled out High Fidelity Park Assist for AMD-equipped vehicles. Throughout 2024, additional features were rolled out, including Summon (renamed to Dumb Summon) and the revamped Autopark and Smart Summon (named Actually Smart Summon).[63][64]
Tesla Vision
In late May 2021, Elon Musk posted to Twitter that "Pure Vision Autopilot" was starting to be implemented.[50] The system, which Tesla brands "Tesla Vision", eliminates the forward-facing radar starting in May 2021 from the Autopilot hardware package on Model 3 and Model Y vehicles built for the North American market.[51] The Washington Post reported in March 2023 the immediate result was "an uptick in crashes, near misses and other embarrassing mistakes by Tesla vehicles suddenly deprived of a critical sensor."[52] For vehicles without the forward radar, temporary limitations were applied to certain features such as Autosteer, and other features (Smart Summon and Emergency Lane Departure Avoidance) were disabled, but Tesla promised to restore the features "in the weeks ahead ... via a series of over-the-air software updates".
In response, Consumer Reports delisted the Model 3 from its Top Picks in 2021, and the Insurance Institute for Highway Safety (IIHS) announced plans to delist the Model 3 as a Top Safety Pick+,[53][54] but after further testing, both organizations restored those designations.[55] NHTSA rescinded the agency's check marks for forward collision warning, automatic emergency braking, lane departure warning, and dynamic brake support, applicable to Model 3 and Model Y vehicles built on or after April 27, 2021,[56] but as of October 2022, those check marks have been restored.[57][58]
In December 2021, the New York Times reported that Musk had made a unilateral decision to pursue the camera-only approach and had "repeatedly told members of the Autopilot team that humans could drive with only two eyes and that this meant cars should be able to drive with cameras alone." Several autonomous vehicle experts have denounced the analogy.[59] According to former employees, Tesla engineers attempted to convince Musk that removing the radar could lead to crashes if the cameras became obscured, but Musk "was unconvinced and overruled" their objections.[52] Brad Templeton noted that LIDAR "will never fail to see a train or truck, even if it doesn't know what it is. It knows there is an object in front and the vehicle can stop without knowing more than that."[52] In contrast, Tesla Vision relies on the "Autopilot labeling team",[60] hundreds of Tesla employees that view short video clips recorded by the cameras to label visible signs and objects, which trains the machine vision interpreter.[52][61]
Tesla announced in October 2022 they would remove ultrasonic sensors by 2023; vehicles without the ultrasonic sensors would be shipped without Autopark, Park Assist, Summon, and Smart Summon features initially.[62] Vehicles shipped in 2023 featured Park Assist, however it relied on the cameras to determine the distance from objects. In late 2023, Tesla rolled out High Fidelity Park Assist for AMD-equipped vehicles. Throughout 2024, additional features were rolled out, including Summon (renamed to Dumb Summon) and the revamped Autopark and Smart Summon (named Actually Smart Summon).[63][64]
Hardware 4
Samsung manufactures the processor for Hardware 4 (HW4) in Hwasung, South Korea, on a 7 nm process. The custom System on a chip (SoC) is called "FSD Computer 2".[65] According to a teardown of a production HW4 unit in August 2023, the board has 16 GB of RAM and 256 GB of storage, which are two and four times the RAM and storage in HW3, respectively.[66] Musk stated that HW4 computational capabilities are three to eight times more powerful than HW3.
Tesla started shipping cars with HW4 in January 2023, starting with the refreshed Model S and Model Y;[67] however, it took six months before HW4-based cars ran camera-based software.[68][67][69] Despite the increased image sensor resolution[70] with HW4-equipped cars, initial software for HW4 ran the FSD software by emulating HW3, including downsizing the camera images.[71][67] FSD v13.2.1 is the first software version to use the native resolution of all cameras and as of December 2024 FSD v13 is only available for cars equipped with HW4.[72]
In October 2025, Tesla added front bumper cameras across the line up, though retrofits to older HW4 vehicles have not been offered.[73]
Tesla updated the front-facing camera's housing in January 2026, sealing the cameras from the cabin, in an attempt to remedy issues of plastics in the dashboard and camera housing releasing chemicals, which can get trapped inside the semi-sealed camera enclosure and impact clarity.[74]
Hardware 4.5
In late December 2025, Tesla started shipping Model Ys manufactured in Fremont, California with parts labeled hardware 4.5.[75] In January 2026, Tesla stated the label was a mistake.[76]
Hardware 5
Musk announced Hardware 5 (HW5), being named AI5, during the Tesla annual meeting on June 13, 2024.[67][77] Musk stated it is scheduled for release in January 2026, and will be ten times more powerful than HW4.[67] This was revised during the Q2 2025 earnings call to the end of 2026.[78] Musk also stated that it will use up to 800 watts when processing complex environments,[67] versus up to 100 watts for HW3 and 160 watts for HW4.[79] In January 2026, Musk announced via X that AI5 production has been pushed back to early 2027, and will be the last hardware iteration installed in vehicles.[80]
Hardware 6
In July 2025, Tesla announced it had signed a deal with Samsung to make chips, including the AI6 chip.[81][82][83] In a January 2026 X post, Musk said that AI6 was no longer planned for vehicle use, but only for Tesla's Optimus robot and data centers.[80]
Potential future hardware
In June 2022, Tesla filed an application with the US Federal Communications Commission (FCC) to use a new radar module in future vehicles.[84] Based on filings with the Chinese government and a prototype Tesla Model 3 spotted in December 2022, online news outlet AutoEvolution argued that a future Autopilot hardware version could include radar, as well as high-resolution cameras accompanied by defogging systems.[85] An updated filing with the FCC in 2023 indicates the proposed radar module is not likely to be high-resolution,[86] in contrast to the automotive radar modules used in other manufacturers' cars.[33]
Feature history
Hardware
References
- Chris Isidore. Elon Musk says Autopilot upgrade could be coming CNN, July 18, 2016, retrieved July 19, 2016^
- Elon Musk. Twitter July 17, 2016, retrieved July 19, 2016^
- LeBeau, Phil. Tesla rolls out autopilot technology CNBC, October 15, 2015, retrieved 16 February 2023^
- Fred Lambert. Lucid Motors' autonomous tech in its all-electric sedan will be powered by Tesla's former partner Mobileye Electrek, January 2, 2017, retrieved January 2, 2017^
- Usman Pirzada. Exclusive: The Tesla AutoPilot – An In-Depth Look At The Technology Behind the Engineering Marvel wccftech, December 3, 2015, retrieved 17 June 2024^
- Damon Lavrinc. Tesla Model S Auto Pilot Does Lane Changes For You Jalopnik, October 9, 2014, retrieved August 23, 2017^
- Sam Abuelsamid. Tesla Autopilot Fatality Shows Why Lidar And V2V Will Be Necessary For Autonomous Cars Forbes, July 1, 2016, retrieved July 1, 2016^
- Fred Lambert. Tesla Autopilot significantly improved pedestrian detection in v8 update tests show, now renders humans Electrek, November 15, 2016, retrieved December 21, 2016^
- Motorcycle rear-ending raises questions on Tesla vehicle type approval in Europe New Atlas, October 21, 2016, retrieved December 21, 2016^
- Bigelow, Pete. Tesla Upgrades Role of Radar in Autopilot Technology Car and Driver, September 11, 2016, retrieved 16 February 2023^
- Bigelow, Pete. Autopilot Component Supplier: Tesla Was 'Pushing the Envelope in Terms of Safety' Car and Driver, September 15, 2016, retrieved 16 February 2023^
- Tesla says Mobileye balked after learning carmaker to make own cameras CNBC, September 16, 2016, retrieved 16 February 2023^
- Usman Pirzada. The Future of Tesla Autopilot — What Happens After Mobileye? wccftech, July 29, 2016, retrieved 17 June 2024^
- Fred Lambert. 'Tesla will not stop innovating' and introduce 'major updates every 12 to 18 months', says Elon Musk Electrek, January 23, 2017, retrieved January 23, 2017^
- Danny Shapiro. Tesla Self-Driving Car Built on NVIDIA DRIVE PX 2 – NVIDIA Blog The Official NVIDIA Blog, October 20, 2016, retrieved October 21, 2016^
- Fred Lambert. Tesla is about to increase its lead in semi-autonomous driving w/ 'Tesla Vision': computer vision based on NVIDIA's parallel computing Electrek, October 10, 2016, retrieved October 10, 2016^
- Megan Geuss. Teslas will now be sold with enhanced hardware suite for full autonomy Ars Technica, October 20, 2016, retrieved October 20, 2016^
- Brian Wang. Tesla claims to have 'world's most advanced computer for autonomous driving' with Autopilot 3.0 update coming next year Electrek, August 1, 2018, retrieved August 9, 2018^
- NVIDIA GeForce GTX 1080 Ti Specs TechPowerUp, 2025-09-12, retrieved 2025-09-12^
- Johnson, Davey G. Tesla Announces Major Self-Driving Hardware Revision and Future Level 5 Capability Car and Driver, October 19, 2016, retrieved 16 February 2023^
- Fred Lambert. A look at Tesla's new Autopilot hardware suite: 8 cameras, 1 radar, ultrasonics & new supercomputer Electrek, October 20, 2016, retrieved October 20, 2016^
- Lambert, Fred. First picture of Tesla's new NVIDIA onboard supercomputer for Autopilot installed in a car Electrek, January 20, 2017, retrieved 16 February 2023^
- Autopilot: Full Self-Driving Hardware on All Cars Tesla Motors, retrieved October 21, 2016^
- Video shows Tesla's new radar detect accident – and avoid it The Mercury News, December 28, 2016, retrieved June 23, 2020^
- Jonathan M. Gitlin. Tesla is all about autopilot and radar in firmware 8 Ars Technica, September 11, 2016, retrieved November 21, 2016^
- Fred Lambert. Tesla Autopilot is currently using only 1 out of 8 cameras of the new hardware suite, still very much in 'beta' electrek, February 28, 2017, retrieved October 3, 2018^
- Fred Lambert. Tesla's Autopilot 2.0 is now using 2 out of 8 cameras with the new update electrek, March 30, 2017, retrieved October 3, 2018^
- Lambert, Fred. Here's what Tesla's Autopilot 2.0 can see with its 8 cameras Electrek, May 16, 2017, retrieved 16 February 2023^
- Fingas, Jon. Elon Musk explains why Tesla's Model 3 has an in-cabin camera engadget, April 12, 2020, retrieved 16 February 2023^
- Kolodny, Lora. Tesla starts using cabin cameras to make sure drivers are paying attention CNBC, May 28, 2021, retrieved 16 February 2023^
- Discover Software Version 9.0 www.tesla.com, October 5, 2018, retrieved September 21, 2019^
- The Ultimate Guide to Tesla Autopilot Current Automotive, November 2019^
- Jeffs, James. Tesla Dropping Radar Was a Mistake, Here is Why ID Tech Ex, January 6, 2022, retrieved 23 March 2023^
- Brian SeekingAlpha. Tesla Q3 2018 Conference Call Transcript SeekingAlpha, October 25, 2018, retrieved February 13, 2021^
- Dr Ian Cutress. Hot Chips 31 Live Blogs: Tesla Solution for Full Self Driving www.anandtech.com, retrieved August 21, 2019^
- Tesla and Nvidia spar over 'best' FSD chip eeNews Europe, April 24, 2019, retrieved 15 February 2023^
- Devin Coldewey. Tesla vaunts creation of 'the best chip in the world' for self-driving April 22, 2019^
- Fred Lambert. Tesla leaks info about new self-driving computer in latest software update Electrek, January 4, 2019, retrieved January 4, 2019^
- Ahmet Yüzügüler, Canberk Sönmez. Scale-out systolic arrays ACM Transactions on Architecture and Code Optimization, 2023-03-01^
- Fred Lambert. Tesla to start testing new Autopilot Hardware 3 in employee vehicles Electrek, December 27, 2018, retrieved January 4, 2019^
- Sean Hollister. Tesla's new self-driving chip is here, and this is your best look yet The Verge, April 22, 2019, retrieved August 24, 2020^
- Yoshida, Junko. Teardown: Tesla's Hardware Retrofits for Model 3 EE Times Asia, June 24, 2020, retrieved 16 February 2023^
- Brian Wang. Tesla's new Autopilot hardware upgrade will be free for owners with the $3,000 to $5,000 'Full Self-Driving' package Electrek, August 8, 2018, retrieved August 9, 2018^
- Tesla Invites More Employees To Beta Test Hardware 3 Autonomous Driving Upgrade CleanTechnica, December 31, 2018, retrieved January 4, 2019^
- Simon Alvarez. Tesla owners who ordered Full Self-Driving will get free HW3 upgrade, says Elon Musk TESLARATI.com, October 16, 2018, retrieved February 4, 2019^
- Jay Ramey. Tesla FSD Subscribers Might Need $1500 In New Hardware Autoweek, July 19, 2021, retrieved 17 June 2024^
- Full Self-Driving Computer Installations Tesla Motor Company, retrieved 17 June 2024^
- Isobel Asher Hamilton, Tim Levin. Tesla knocked $500 off a hardware upgrade for its Full Self Driving subscription after customer backlash Business Insider, July 21, 2021, retrieved 17 June 2024^
- Fred Lambert. Tesla ordered to upgrade self-driving computer for free due to 'false advertising' electrek, December 12, 2022, retrieved 17 June 2024^
- Pure vision Autopilot is now rolling out in North America. There will be an update of this production release in 2 weeks, then FSD beta V9.0 (also pure vision) a week later. FSD subscription will be enabled around the same time. May 25, 2021^
- Fred Lambert. Tesla announces transition to 'Tesla Vision' without radar, warns of limitations at first Electrek, 2021-05-25, retrieved 2022-11-01^
- Siddiqui, Faiz. How Elon Musk knocked Tesla's 'Full Self-Driving' off course The Washington Post, March 19, 2023, retrieved 23 March 2023^
- Keith Barry. Tesla Model 3 Loses CR Top Pick Status and IIHS Safety Award After Dropping Features Consumer Reports, May 27, 2021, retrieved May 28, 2021^
- Tom Krisher. Safety ratings yanked after Tesla pulls radar from 2 models AP News, May 27, 2021, retrieved May 28, 2021^
- Michelle Chapman. Tesla Model 3 regains top safety pick designations The Mercury News, June 29, 2021, retrieved August 26, 2021^
- David Shepardson. Tesla loses U.S. designation for some advanced safety features Reuters, 2021-05-27, retrieved 2022-10-30^
- 2022 TESLA MODEL 3 4 DR AWD www.nhtsa.gov, retrieved 2022-10-30^
- 2022 TESLA MODEL Y 5-SEAT SUV RWD www.nhtsa.gov, retrieved 2022-10-30^
- Cade Metz, Neal E. Boudette. Inside Tesla as Elon Musk Pushed an Unflinching Vision for Self-Driving Cars The New York Times, December 6, 2021, retrieved December 7, 2021^
- In Response to False Allegations Tesla Motors, February 16, 2023, retrieved March 23, 2023^
- Kolodny, Lora. Tesla is cutting about 200 Autopilot jobs and closing office in San Mateo, California CNBC, June 28, 2022, retrieved 6 April 2023^
- Jay Ramey. Tesla Is Now Dropping Ultrasonic Sensors as Well Autoweek, October 6, 2022, retrieved 29 November 2022^
- Not a Tesla App Staff. First Look at Tesla's New High Fidelity Park Assist [Video] Not a Tesla App, 2023-12-16, retrieved 2024-10-09^
- Not a Tesla App Staff. Tesla's New 'Tap to Park' Autopark Feature [Updated With Video] Not a Tesla App, 2024-03-21, retrieved 2024-10-09^
- Hwang, Jeong-Soo. Samsung to make Tesla's HW 4.0 self-driving auto chip The Korea Economic Daily, September 23, 2021, retrieved 15 February 2023^
- Cristian Agatie. Hardware 4 Teardown Shows How Tesla Shifted Resources Toward the Autopilot Computer Auto Evolution, 18 August 2023, retrieved 15 June 2024^
- Cristian Agatie. Elon Musk Reveals the First Details About Hardware 5 Autopilot Computer and Sensors autoevolution, 2024-06-14, retrieved 2024-06-15^
- Cristian Agatie. Shocking: Tesla Model S/X With HW4 Cannot Handle Full Self-Driving for Now Auto Evolution, 6 March 2023, retrieved 16 June 2024^
- Frank O. Clark. First Days With Tesla Model S Plaid With Hardware 4 Clean Technica, August 10, 2023, retrieved 15 June 2024^
- HW4 (Tesla new self-driving hardware) retrieved 2025-01-30^
- Daniel Zlatev. Tesla emulates FSD 12 on Hardware 4.0 vehicles as Elon Musk says HW3 cars a priority Notebookcheck, March 30, 2024, retrieved June 15, 2024^
- 2024.39.15 (FSD 13.2.1) Official Tesla Release Notes - Software Updates^
- Karan Singh. Tesla Lightly Refreshes Model 3 With Front Bumper Camera and Turn Signal Stalk Not a Tesla App, 2025-10-02, retrieved 2025-12-03^
- Karan Singh. Tesla Updates the Camera Housing on the Model Y: Potential Off-Gassing Fix Not a Tesla App, 2026-01-26, retrieved 2026-02-05^
- Fred Lambert. Tesla quietly starts shipping Model Y with new AI4.5 computer Electrek, 2026-01-26, retrieved 2026-02-04^
- Sarah Lee-Jones. Tesla Finally Breaks Silence on the Mysterious “Hardware 4.5” Sightings teslanorth.com, 2026-01-30, retrieved 2026-02-04^
- Anan Ashraf. Elon Musk Outlines Tesla Giga Texas Expansion Plans: New Data Center To Have Over 500MW Capacity In Next 18 Months To Power Own And Nvidia AI Hardware - Tesla (NASDAQ:TSLA) Benzinga, June 21, 2024, retrieved 2024-06-23^
- Heekyong Yang, Hyunjoo Jin. Tesla-Samsung $16.5 billion supply deal may spur chipmaker's US contract business Reuters, 28 July 2025^
- Patel, Dylan. Tesla AI Capacity Expansion – H100, Dojo D1, D2, HW 4.0, X.AI, Cloud Service Provider 27 June 2023, retrieved 26 January 2025^
- Karan Singh. Musk Targets 9-Month Chip Cycle for Tesla; Talks AI5, AI6 and Space-Based AI Not a Tesla App, 2026-01-19, retrieved 2026-02-05^
- Simon Alvarez. Elon Musk shares details on Tesla AI6 production deal with Samsung TESLARATI, 2025-07-28, retrieved 2025-08-27^
- Elon Musk says Tesla and Samsung have signed a $16.5 billion chip deal CNN, 2025-07-28, retrieved 2025-08-27^
- Elon Musk (@elonmusk) on X X (formerly Twitter), retrieved 2025-08-27^
- Agatie, Cristian. Tesla Backpedals on the Use of Pure Vision in Its Vehicles, Files To Use a New Radar AutoEvolution, 9 June 2022, retrieved 23 March 2023^
- Agatie, Cristian. Tesla Prepares To Launch Autopilot HW4 Sensor Suite With Higher Resolution Cameras AutoEvolution, 15 January 2023, retrieved 23 March 2023^
- Agatie, Cristian. The New High-Definition Radar in Tesla's HW4 Is Not As Revolutionary as Promised AutoEvolution, 18 February 2023, retrieved 23 March 2023^
- Autopilot, Processors and Hardware – MCU & HW Demystified December 2019, retrieved January 12, 2020^
- Model X Owner's Manual^
- Fred Lambert. Tesla Version 9.0: all new features based on your Model 3, Model S, or Model X generation Electrek, September 26, 2018, retrieved July 3, 2020^
- Fred Lambert. Tesla releases new software update with blind spot warning and auto-folding mirrors Electrek, February 10, 2019, retrieved July 3, 2020^
- Dual Motor Model S and Autopilot Tesla, October 10, 2014, retrieved August 23, 2017^
- Autopilot and Full Self-Driving Capability www.tesla.com, February 13, 2019^
- Full Self-Driving Hardware on All Cars August 23, 2017, retrieved August 23, 2017^
- Gina Hall. Tesla to limit self-driving functions Silicon Valley Business Journal, December 16, 2015, retrieved December 16, 2015^
- Fred Lambert. Tesla releases important new Autopilot update removing Autosteer restrictions in new cars Electrek, May 6, 2017, retrieved January 28, 2021^
- David Shepardson. Tesla, others seek ways to ensure drivers keep their hands on the wheel Reuters, June 24, 2017, retrieved January 28, 2021^
- Fred Lambert. Tesla releases new active safety features powered by Autopilot Electrek, May 3, 2019, retrieved July 3, 2020^
- Mike Anthony. Update: Tesla Model S Now With Driver Assist Features Inside EVs, October 3, 2014^
- Model X Owner's Manual 8.0, page 94 Tesla, August 23, 2017, retrieved August 23, 2017^
- Tesla. Model 3 Owner's Manual Tesla, December 20, 2018, retrieved March 1, 2019^
- Fred Lambert. Tesla Autopilot with new v8.0 software update is able to handle highway interchanges Electrek, August 29, 2016, retrieved August 23, 2017^
- Introducing Navigate on Autopilot www.tesla.com, October 26, 2018, retrieved November 4, 2018^
- Keith Barry. Tesla's Updated Navigate on Autopilot Requires Significant Driver Intervention Consumer Reports, May 22, 2019, retrieved 2022-07-25^
- Andrew J. Hawkins. Tesla's Navigate on Autopilot is like Waze on steroids The Verge, November 6, 2018, retrieved May 15, 2019^
- Introducing a More Seamless Navigate on Autopilot www.tesla.com, April 3, 2019, retrieved April 3, 2019^
- Keith Barry. Tesla's Updated Navigate on Autopilot Requires Significant Driver Intervention Consumer Reports, May 22, 2019, retrieved August 26, 2021^
- Teslarati. How Does Tesla 'Autopark' Parallel Parking Work? TESLARATI, October 16, 2015, retrieved January 6, 2020^
- Tesla Autopark Demo retrieved January 6, 2020^
- Tesla Model S Autopilot (Autopark) Demonstration 18 October 2015, retrieved January 6, 2020^
- Fred Lambert. Tesla pushes a new update with improved 'Autopark' and 'Summon' feature [v7.1 2.12.22 release notes] Electrek, February 18, 2016, retrieved February 23, 2017^
- Matt Burns. Tesla adds autonomous parking mode to Model 3 TechCrunch, July 5, 2018, retrieved January 28, 2021^
- Summon Your Tesla from Your Phone www.tesla.com, January 10, 2016, retrieved January 5, 2020^
- Dante D'Orazio. You can now summon your Tesla from the curb The Verge, January 9, 2016, retrieved January 5, 2020^
- Elon Musk. Tesla Enhanced Summon coming out in US next week for anyone with Enhanced Autopilot or Full Self-Driving option @elonmusk, April 6, 2019, retrieved April 6, 2019^
- Jeff Plungis. Tesla's Smart Summon Performance Doesn't Match Marketing Hype Consumer Reports, October 8, 2019, retrieved January 5, 2020^
- Andrew J. Hawkins. Tesla's Smart Summon feature is already causing chaos in parking lots across America The Verge, September 30, 2019, retrieved January 5, 2020^
- Going ALL Electric. Tesla Enhanced Summon March 31, 2019, retrieved April 6, 2019^
- Fred Lambert. Tesla adds stop sign and traffic light 3D renders in move to city driving visualization Electrek, December 9, 2019, retrieved April 30, 2020^
- Fred Lambert. Tesla releases new, highly anticipated Traffic Light and Stop Sign Control feature Electrek, April 24, 2020, retrieved April 30, 2020^
- Fred Lambert. Tesla releases new, highly anticipated Traffic Light and Stop Sign Control feature Electrek, April 24, 2020, retrieved July 4, 2020^
- Bogdan Popa. Tesla Cars No Longer Need Driver Input to Automatically Go Through Intersections autoevolution, October 2, 2020, retrieved January 26, 2021^
- TESMANIAN. Tesla 2020.36 OTA Adds Green Traffic Light Chime & Speed Limit Sign Reading TESMANIAN, retrieved March 11, 2021^
- Andrew J. Hawkins. Tesla's 'Full Self-Driving' feature may get early-access release by the end of 2019 The Verge, October 23, 2019, retrieved 28 November 2022^
- Not a Tesla App Staff. Tesla Releases 'Actually Smart Summon': Features & Videos [Now Includes HW3] Not a Tesla App, 2024-09-03, retrieved 2024-10-09^
- Iqtidar Ali. Tesla rolls out the Actually Smart Summon (ASS) feature with FSD 12.5.3 (2024.27.20) update (Release Notes) Tesla Oracle, 2024-09-04, retrieved 2024-10-09^
- Fred Lambert. Tesla announces all production cars now have fully self-driving hardware electrek, October 19, 2016, retrieved October 3, 2018^
- Jordan Golson. All new Tesla cars now have hardware for 'full self-driving capabilities' The Verge, October 19, 2016^
- The Future of Tesla Autopilot – What Happens After Mobileye? Wccftech, July 29, 2016, retrieved December 31, 2016^
- Tesla Self-Driving Car Built on NVIDIA DRIVE PX 2 The Official NVIDIA Blog, October 20, 2016, retrieved December 31, 2016^
- Frederic Lambert. Tesla has a new Autopilot '2.5' hardware suite with more computing power for autonomous driving Electrek, electrek.co, August 9, 2017, retrieved February 15, 2018^
- Tesla Hardware 4 – Full Details and Latest News retrieved September 21, 2023^
- Hyunjoo Jin. Explainer: Tesla drops radar; is Autopilot system safe? Reuters, June 2, 2021, retrieved November 30, 2021^
- Transitioning to Tesla Vision Tesla Motors, Inc., May 25, 2021, retrieved May 28, 2021^
- Transitioning to Tesla Vision www.tesla.com, May 25, 2021, retrieved December 1, 2021^
- Joey Klender. Tesla tells new FSD Beta members their cars will use Pure Vision, axing radar altogether October 11, 2021^
- Cristian Agatie. Tesla Model S/X Cars With Hardware 4 Feature HD Radar Units, Unlike the HW4 Model Y autoevolution, 2023-06-01, retrieved 2024-04-30^