Jump to content

Tesla Autopilot

From Wikipedia, the free encyclopedia

Tesla Autopilot in operation

Tesla Autopilot is an advanced driver-assistance system (ADAS) developed by Tesla that amounts to partial vehicle automation (Level 2 automation, as defined by SAE International). Tesla provides "Base Autopilot" on all vehicles, which includes lane centering and traffic-aware cruise control. Owners may purchase or subscribe to Full Self-Driving (FSD) which adds semi-autonomous navigation that responds to traffic lights and stop signs, lane change assistance, self-parking, and the ability to summon the car from a garage or parking spot.

The company's stated intent is to offer fully autonomous driving (SAE Level 5) at a future time, acknowledging that technical and regulatory hurdles must be overcome to achieve this goal.[1] The names Autopilot and Full Self-Driving are controversial, because vehicles remain at Level 2 automation and are therefore not "fully self-driving" and require active driver supervision.

The company claims the features reduce accidents caused by driver negligence and fatigue from long-term driving.[2][3] Collisions and deaths involving Tesla cars with Autopilot engaged have drawn the attention of the press and government agencies.[4] Industry observers and academics have criticized Tesla's decision to use untrained consumers to validate beta features as dangerous and irresponsible.[5][6][7][8]

Since 2013, Tesla CEO Elon Musk has repeatedly made inaccurate predictions for Tesla to achieve Level 5 autonomy within one to three years,[9] most recently predicting the end of 2023.[10]

History

[edit]
Tesla Autopilot engaged on I-80 near Lake Tahoe

Elon Musk first discussed the Tesla Autopilot system publicly in 2013, noting that "Autopilot is a good thing to have in planes, and we should have it in cars."[11] Over the ensuing decade, Autopilot went through a series of hardware and software enhancements, gradually approaching the goal of full autonomy, which, as of January 2024, remains unmet. Autopilot, as initially introduced in 2014, referred to automatic parking and low-speed summoning on private property,[12] using sensor and computing hardware developed by Mobileye. By 2016, the Mobileye-based Autopilot had added automatic emergency braking (AEB), adaptive cruise control (ACC), and lane centering capabilities[13] when Tesla and Mobileye dissolved their partnership that July.[14] Enhanced Autopilot (EAP) was announced later in 2016 as an extra-cost option that used a new hardware suite developed by Tesla;[15] the key distinguishing feature for EAP, "Navigate on Autopilot", which uses the new hardware suite to guide the vehicle on controlled-access roads, from on-ramp to off-ramp, was delayed until 2018.[16] At the same time that EAP was introduced, Tesla also offered Full Self-Driving (FSD) as an upgrade option to EAP in 2016, which would extend machine-guided driving capabilities to local roads.[15] FSD beta testing started in October 2020.[17]

At the time the "Paint it Black" video was released in 2016, FSD was acknowledged to be "some way off in the future."[18] The option to purchase the FSD upgrade to EAP was removed from Tesla's website in October 2018; Elon Musk tweeted the upgrade was "causing too much confusion". Technology analyst Rob Enderle called the removal of the upgrade option "incredibly stupid", adding "don't release a system that doesn't work and make it hard to order."[19] During a January 2019 earnings call, Elon Musk reiterated "full self-driving capability is there", referring to "Navigate on Autopilot", an EAP feature limited to controlled-access highways.[20] The EAP option was replaced by FSD in 2019 without offering "Navigate on Autopilot"-like functionality for local roads; autosteer and traffic-aware cruise control were transferred to the basic Autopilot feature set, which was made standard on all new Teslas.[21][22]

In September 2020, Tesla reintroduced the term Enhanced Autopilot to distinguish the existing subset of features which included high-speed highway travel and low-speed parking and summoning, from FSD, which would add medium-speed city road travel.[23] Tesla released a "beta" version of its FSD software (which extended "Navigate on Autopilot"-like machine-controlled driving and navigation to 'local roads') in the United States in October 2020 to EAP testers.[24][25] The EAP option tier was made available to all buyers by June 2022[21] and the FSD beta had expanded to 160,000 testers in the United States and Canada by September.[26] In November 2022, the FSD beta was extended to all owners in North America who had purchased the option.[27] In April 2024, EAP was removed from the North American design pages. However, it is still available for purchase in other markets.

Hardware iterations

[edit]

Hardware 1 and Autopilot (Mobileye)

[edit]

In October 2014, Tesla offered customers the ability to pre-purchase Autopilot[12][28][29] that was not designed for self-driving.[30] Initial versions were built in partnership with Mobileye,[31] but Mobileye ended the partnership in July 2016 because Tesla "was pushing the envelope in terms of safety".[32][33]

Vehicles manufactured after September 2014 included Hardware 1 (HW1), which supported Autopilot.[34] The first Autopilot software release came in October 2015 as part of Tesla software version 7.0.[35] Version 7.1 removed some features to discourage risky driving.[36]

Version 8.0 processed radar signals to create a point cloud similar to lidar to help navigate in low visibility.[37][38] In November 2016, Autopilot 8.0 was updated to encourage drivers to grip the steering wheel.[39][40] By November 2016, Autopilot had operated for 300 million miles (500 million km).[41]

Hardware 2

[edit]

In October 2016, Autopilot sensors and computing hardware transitioned to Hardware 2 (HW2) for new cars,[42] the upgraded hardware collectively was called Autopilot 2.0 to distinguish it from the original Autopilot/HW1 vehicles.[43] At the time it was launched, Autopilot 2.0 vehicles with HW2 actually had fewer features than HW1 vehicles; for example, HW2 vehicles were unable to be summoned in 2016.[44][45]

Tesla also used the term Enhanced Autopilot (EAP) to refer to planned capabilities that would be coming to HW2 vehicles - the signature EAP feature announced in December 2016 was "Navigate on Autopilot", which allows machine-controlled driving on controlled-access highways from on-ramp to off-ramp, including the abilities to change lanes without driver input, transition from one freeway to another, and exit.[18] HW2 vehicles were updated in January and February 2017 with software version 8.0, which included Traffic-Aware Cruise Control and Autosteer (lane-centering) on divided highways and 'local roads' up to speeds of 45 miles per hour (72 km/h).[46][47] Version 8.0 also put more emphasis on the radar system, in an attempt to try to avoid problems like the fatal 2016 Autopilot crash in Florida.[48] Software version 8.1 for HW2 arrived in March 2017, providing HW2 cars features on par with HW1 cars, but did not include "Navigate on Autopilot".[49]

Autopilot version 9 enabled autonomous lane changes to pass vehicles moving below the set cruising speed; the most aggressive mode was named "Mad Max" after the media franchise.[50]

In August 2017, Tesla announced Hardware 2.5 (HW2.5), which upgraded the on-board processor and added redundant systems.[51] Software version 9.0 was released in October 2018[52] in preparation for the release of "Navigate on Autopilot" for HW2/HW2.5 vehicles with EAP, which was implemented later that month.[53] Simultaneously, Tesla removed the option to purchase the "Full Self-Driving" upgrade.[20] In a November 2018 test drive, The Verge reporter Andrew J. Hawkins called the beta of Navigate on Autopilot "the feature that could give Tesla an edge as it grows from niche company to global powerhouse".[54] As initially released, Navigate on Autopilot would suggest lane changes, but could not change lanes until the suggestion had been confirmed by the driver through the turn signal stalk.[55]

Hardware 3

[edit]

In March 2019, Tesla transitioned to Hardware 3 (HW3) for new cars.[56] Completely automated lane changes without requiring driver confirmation using "Navigate on Autopilot" were added as an option in an April software update,[57] although Consumer Reports called it "far less competent" than a human driver.[58] To comply with the new United Nations Economic Commission for Europe regulation related to automatically commanded steering function,[59] Tesla provided an updated Autopilot in May, limited to Europe.[60] In September, Tesla released software version 10 to Early Access Program (EAP) testers, citing improvements in driving visualization and automatic lane changes.[61]

In 2021, Tesla began transitioning from using radar to only using Tesla Vision.[62] In October 2022 it provided its reasoning, citing "safety."[63] Vehicles manufactured after 2022 do not include radar or ultrasonic sensors.

Hardware 4

[edit]

Samsung makes the processor for Hardware 4 (HW4) on a 7 nm process. The custom System on a chip (SoC) is called "FSD Computer 2".[64] 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.[65] Musk stated that HW4 computational capabilities are three to eight times more powerful than HW3.[66]

Tesla started shipping cars with HW4 in January 2023, starting with the refreshed Model S and Model Y;[66] however, FSD was not available initially.[67] It took six months before HW4-based cars ran camera-based software.[66][68] Despite the increased image sensor resolution with HW4-equipped cars, HW4 runs the FSD software by emulating HW3, including downsizing the camera images, as Tesla has postponed training based on the new HW4 cameras.[69][66] Musk stated that the HW4-specific training of FSD will start after the new data center is finished at the Texas Gigafactory.[66]

A tear down of a HW4 Model S and Model X car in 2023 revealed that they have high definition radar hardware, but the software did not use radar.[70]

Hardware 5

[edit]

Musk announced Hardware 5 (HW5), being named AI5, during the Tesla annual meeting on June 13, 2024.[66][71] Musk stated it is scheduled for release in January 2026, and will be ten times more powerful than HW4.[66] Musk also stated that it will use up to 800 watts when processing complex environments, versus a maximum of 300 watts for HW3 and HW4.[66]

Autopilot packages

[edit]

Autopilot

[edit]

Autopilot is the most basic package that comes included on the Models S, 3, X, and Y. Autopilot features adaptive cruise control (named Traffic-Aware Cruise Control or TACC) and lane-centering (Autosteer). The package also includes minor features such as "Green Light Chime" and standard safety systems such as automatic emergency braking (AEB), lane and roadway edge departure warning and correction, and blind spot indicators.

While the Cybertruck includes TACC, as of October 2024, it does not include Autosteer.

Enhanced Autopilot (EAP)

[edit]

Enhanced Autopilot is a middle ground package, offering Summon, Auto Lane Change, Navigate on Autopilot, Autopark. Vehicles that support EAP are the Models S, 3, X, and Y. North American customers are currently unable to purchase this package, although it remains active on cars for which it was purchased.

Summon

[edit]

Summon is separated into three categories: Dumb Summon, Smart Summon, and Actual Smart Summon. It can be activated through the Tesla mobile app or the key fob. Dumb Summon is used to move the vehicle forwards or backwards. Smart Summon, now deprecated, drives the car to either the user or a designated location, relying on the vehicle's ultrasonic sensors (USS) to navigate and avoid collisions. Actual Smart Summon (ASS) performs the same job as its predecessor, however it uses the onboard cameras instead of USS. Actual Smart Summon can only be used through the app and features a larger summon radius compared to Smart Summon.

Within the user interface on the Tesla app, ASS displays the vehicle's cameras during summoning while the previous iteration does not.

Autopark

[edit]

Autopark is capable of parking the vehicle for the driver. Users are given the option to use Autopark when the vehicle detects an empty parking space. Using the USS system, Autopark maneuvers the vehicles into the parking spot. To activate the system, drivers were required to slowly drive past an empty spot until the system detected the space.

In 2024, Tesla released a redesigned Autopark, which uses the vehicle's cameras and introduced a "tap-to-park" system. Users are shown all possible parking spots and are able to choose a specific spot for Autopark to park in. Autopark currently is only able to back into spaces.

Full Self-Driving (FSD)

[edit]

Full Self-Driving is the top end of the three packages, featuring traffic light and stop sign recognition and Autosteer on City Streets.[72] Visualizations displayed on the vehicle's screen are more detailed and the vehicle is able to navigate local roads, similar to Navigate on Autopilot. FSD is available for all current Tesla models, including the Cybertruck.

FSD also includes minor features such as Vision-based Attention Monitoring.

Pricing

[edit]

In 2015, Autopilot was $2,500 on a Model S. In 2016, Enhanced Autopilot was $5,000, and FSD was an add-on for $3,000.[73] In April 2019, basic Autopilot was included in every Tesla car,[74] and FSD was $5,000, growing to $10,000 in October 2020 and $15,000 in September 2022.[75] As the price of FSD increased, the fraction of buyers who purchased it steadily declined, from an estimated 37% in 2019 to 22% in 2020 to 12% in 2021.[76] Starting in 2021, the company offered a subscription for FSD for $199 per month or $99 per month if the customer had already purchased Enhanced Autopilot.[77] In September 2023, the price of FSD was reduced to $12,000.[78] In April 2024 with the removal of EAP, Tesla reduced the FSD subscription price to $99 per month for either new users or users who had already purchased Enhanced Autopilot,[79] and reduced the purchase price of FSD to $8,000.[80] Tesla's dropping of the price of the service ran opposite Musk's earlier statements about how the price of FSD would continue to increase,[81] and angered existing FSD users who paid the higher prices previously.[82]

Full Self-Driving capability

[edit]

Approach

[edit]

Tesla's approach to achieving SAE Level 5 is to train a neural network using the behavior of 6+ million Tesla drivers[83][84] using chiefly visible light cameras and the coarse-grained two-dimensional maps used for navigation.[85][86] Tesla has made a deliberate decision to not use lidar, which Elon Musk has called "stupid, expensive and unnecessary".[87] This makes Tesla's approach markedly different from that of other companies like Waymo and Cruise which train their neural networks using the behavior of a small number of highly trained drivers,[88][89] and are additionally relying on highly detailed (centimeter-scale) three-dimensional maps and lidar in their autonomous vehicles.[86][90][91][92][93]

According to Elon Musk, full autonomy is "really a software limitation: The hardware exists to create full autonomy, so it's really about developing advanced, narrow AI for the car to operate on."[94][95] The Autopilot development focus is on "increasingly sophisticated neural nets that can operate in reasonably sized computers in the car".[94][95] According to Musk, "the car will learn over time", including from other cars.[96]

Tesla's software has been trained based on three billion miles driven by Tesla vehicles on public roads, as of April 2020.[97][98] Alongside tens of millions of miles on public roads,[99] competitors have trained their software on tens of billions of miles in computer simulations, as of January 2020.[100] In terms of computing hardware, Tesla designed a self-driving computer chip that has been installed in its cars since March 2019[101] and also designed and built in-house a neural network training supercomputer ("Tesla Dojo");[102][103] other vehicle automation companies such as Waymo regularly use custom chipsets and neural networks as well.[104][105]

Predictions

[edit]

I don't think we have to worry about autonomous cars because it's a sort of a narrow form of AI. It's not something I think is very difficult. To do autonomous driving that is to a degree much safer than a person, is much easier than people think. [...] I almost view it like a solved problem.

 — Elon Musk, Opening keynote, Nvidia conference (March 2015)[106]

In December 2015, Musk predicted that "complete autonomy" would be implemented by 2018.[107] At the end of 2016, Tesla expected to demonstrate full autonomy by the end of 2017,[108][109] and in April 2017, Musk predicted that in around two years, drivers would be able to sleep in their vehicle while it drives itself.[110] In 2018 Tesla revised the date to demonstrate full autonomy to be by the end of 2019.[111]

I think we will be feature complete, full self-driving, this year. Meaning the car will be able to find you in a parking lot, pick you up and take you all the way to your destination without an intervention. This year. I would say I am of certain of that, that is not a question mark. However, people sometimes will extrapolate that to mean now it works with 100% certainty, requiring no observation, perfectly, this is not the case.

 — Elon Musk, Podcast (February 2019)[112][113]

In 2019[114][115] and 2020,[116] Tesla's order page for "Full Self-Driving Capability" stated:

Coming later this year:
  • Recognize and respond to traffic lights and stop signs
  • Automatic driving on city streets.

In January 2020, Musk claimed the FSD software would be "feature complete" by the end of 2020, adding that feature complete "doesn't mean that features are working well".[117] In August 2020, Musk stated that 200 software engineers, 100 hardware engineers and 500 "labelers" were working on Autopilot and FSD.[118] In early 2021, Musk stated that Tesla would provide SAE Level 5 autonomy by the end of 2021.[119][120] In a March 2021 conference call between Tesla and the California Department of Motor Vehicles (DMV), Tesla's director of Autopilot software revealed that Musk's comments "did not reflect engineering reality." Details of the call were made public via a Freedom of Information Act request by PlainSite.[121] Speaking via video call at a 2023 AI conference held in Shanghai, Musk admitted that his former predictions were overly optimistic, and predicted that Tesla would finally realize fully autonomous vehicles at some point "later this year".[122]

During the Q1 2024 investors meeting in early 2024, Musk announced that he would reveal a new robotaxi product in August. This was later delayed to October. As of April 2024, Tesla has yet to apply for any state-level permits needed to operate autonomous vehicles in the US.[123]

Full Self-Driving (beta)

[edit]

In October 2020, Tesla first released a beta version of its FSD software to early access program testers, a small group of users in the United States.[124][24][25] Musk stated that the testing of FSD beta "[w]ill be extremely slow [and] cautious" and "be limited to a small number of people who are expert [and] careful drivers".[24] The release of the beta program renewed concern regarding whether the technology is ready for testing on public roads.[125][126] In January 2021, the number of employees and customers testing the beta FSD software was "nearly 1,000"[127] expanding in May 2021 to several thousand employees and customers.[128]

In October 2021, Tesla began the wide release of the FSD Beta to approximately 1,000 more drivers in the US, and the beta became accessible to Tesla drivers who achieved a 100 / 100 on a proprietary safety scoring system.[129] By November 2021 there were about 11,700 FSD beta testers[130] and about 150,000 vehicles using Tesla's safety score system,[131] which then grew to 60,000 users participating in FSD beta by January 2022,[132] and 100,000 users by April 2022.[128] In November 2022, the FSD beta was opened to all North American owners who had purchased the option, regardless of safety score.[27] As of February 2023, Tesla has about 360,000 participants in FSD Beta.[133]

In February 2023, 362,758 vehicles equipped with the FSD Beta were recalled by the U.S. National Highway Traffic Safety Administration (NHTSA),[134] and addition of new participants was halted by the company.[135] In March 2023, FSD Beta v11, which also merged Autopilot code with FSD, was released as a fix for the issues.[136] In July 2023, NHTSA asked Tesla to clarify which changes had been made, and when they were implemented.[137] The NHTSA later reported 60 crashes and one fatality involving the use of FSD beta during the period August 2022 to August 2023.[138]

In August 2023, Musk livestreamed a 45-minute demo of the upcoming version 12 of FSD, which he claimed used machine learning and not any human-written code.[139] There was one intervention: the vehicle misinterpreted a green left-turn arrow as allowing forward traffic and nearly ran the red light before Musk intervened.[139] Release notes for version 12.1 (an internal test version) and subsequent releases tout the removal of over 300,000 lines of explicit C++ code.[140]

Full Self Driving (Supervised)

[edit]

In April 2024, FSD version 12.3.3 officially replaced the word "beta" with "supervised" in its naming[141] and Tesla announced that users had driven over 1 billion miles on FSD Beta.[81] Version 12.3.3 introduced vision-based Autopark for non-USS vehicles.

In March 2024, FSD version 12.3.6 started rolling out to an initial set of US customers, receiving positive feedback.[142][143] Subsequently, Tesla announced a free one-month trial of FSD[144] and Musk mandated demonstrating FSD to all prospective buyers in the US.[144]

In May 2024, analysts of data released by YipitData found that, of the nearly 3,500 Tesla owners who trialed FSD in April 2024, only 2% kept their subscriptions.[145]

The wide release of version 12.4.3 introduced the vision-based monitoring system, removing the need for toque-based attention monitoring.[146]

In early September 2024 the wide-release of FSD version 12.5.3 introduced Actual Smart Summon and sunglasses support for the vision-based monitoring system.[147] Shortly after, Tesla made some changes to its FSD package, changing the name from "Full Self-Driving Capability" to "Full Self-Driving (Supervised)" along with the description.[148] At the end of September, Tesla released FSD version 12.5.5 for the Cybertruck, the defining feature of the release being the merging of the city and highway stacks.

The release of version 12.5.3 deviated from previous software releases. Previously, updates would rollout to Hardware 3-equipped vehicles first. Currently, releases now roll out to Hardware 4-equipped vehicles first while Hardware 3 vehicles wait for further software optimizations.

As of Late October, version 12.5.6.1 has been rolled out to Hardware 3 and Hardware 4 vehicles, with general improvements such as the implementation of an end-to-end highway network, improvements to earlier and more natural lane change decisions, and new speed profiles.[149]

Regional availability

[edit]

Outside of North America, autopilot capabilities differ. While Enhanced Autopilot and Full Self-Driving are offered to customers, their feature set is more limited. Most regions offer Summon, Smart Summon, and Autopark with EAP and FSD. The Tesla AI team released a roadmap noting a Q1 2025 FSD release for China and Europe.[150]

Australia

[edit]

In Australia, Autopilot, EAP, and FSD are available.[151] FSD includes the Enhanced Autopilot features and Traffic Light and Stop Sign Control. Autosteer on City Streets is currently listed as upcoming.[152][153]

China

[edit]

In China, Autopilot, EAP, and FSD are available.[154] As of October 2024, FSD does not currently offer anything more than Enhanced Autopilot. Summon, Smart Summon, Traffic Light and Stop Sign Control, and Autosteer on City Streets are currently listed as upcoming. For map data, Baidu Maps is utilized and data collected within China is currently required to remain in country.[155][156]

In 2024, Tesla began testing FSD in China following preliminary approval.[157][158]

Europe and United Kingdom

[edit]

In Europe and the United Kingdom, Autopilot, EAP and FSD are available.[159] FSD includes the Enhanced Autopilot features and Traffic Light and Stop Sign Control are available. Some features such as auto lane change require driver confirmation.

Since the end of 2022, FSD has been in internal testing.[160] In April 2024, a Swedish Transportation Administration official received a demonstration of FSD in Germany.[161]

Tesla Dojo

[edit]

Tesla Dojo is a supercomputer designed from the ground up by Tesla for computer vision video processing and recognition. It will be used to train Tesla's machine learning models to improve FSD.

Dojo was first mentioned by Musk in April 2019[162][163] and August 2020.[163] It was officially announced by Musk at Tesla's AI Day on August 19, 2021.[164] In September 2021, a Tesla Dojo whitepaper was released. In August 2023, Tesla said that it started production use of Dojo, configured with 10,000 Nvidia chips.[165]

Dojo consists of multiple cabinets. Each cabinet holds multiple, vertically arranged training tiles.[166] Each tile holds multiple Tesla-designed D1 processing chips with associated memory.[167] According to Tesla's senior director of Autopilot hardware, Ganesh Venkataramanan, "Tesla places 25 of these chips onto a single 'training tile', and 120 of these tiles come together... amounting to over an exaflop [a million teraflops] of power".[168] (As of August 2021, Nvidia stated that the pre-Dojo Tesla AI-training center used 720 nodes of eight Nvidia A100 Tensor Core Graphics Processing Units (GPUs), 5,760 GPUs in total, for up to 1.8 exaflops of performance.[169]) In April 2024, Musk said Tesla was using 35,000 Nvidia H100 chips, and was on track to have invested $10 billion cumulatively by the end of the year to train the neural network model for FSD.[170]

Driving features

[edit]

Tesla's Autopilot is classified as Level 2 under the SAE six levels (0 to 5) of vehicle automation.[171] At this level, the car can act autonomously, but requires the driver to monitor the driving at all times and be prepared to take control at a moment's notice.[172][173] Tesla's owner's manual states that Autopilot should not be used on city streets or on roads where traffic conditions are constantly changing;[174][175][176] however, some FSD capabilities ("Traffic and Stop Sign Control (beta)"), and future FSD capabilities ("Autosteer on City Streets") are advertised for city streets.[177]

Overview of features[177]
Name
Feature
Base Autopilot Enhanced Autopilot Full Self-Driving (FSD)
SAE Classification Level 2
Traffic-Aware Cruise Control Yes Yes Yes
Autosteer Yes Yes Yes
Navigate on Autopilot No Yes Yes
Auto Lane Change No Yes Yes
Autopark No Yes Yes
Summon No Yes Yes
Smart Summon No Yes Yes
Traffic and Stop Sign Control No No Yes
Autosteer on City Streets No No Yes

Comparisons

[edit]
  • In 2018, Consumer Reports rated Tesla Autopilot as second best out of four (GM, Tesla, Nissan, Volvo) "partially automated driving systems".[178] Autopilot scored highly for its capabilities and ease of use, but was worse at keeping the driver engaged than the other manufacturers' systems.[178] Consumer Reports also found multiple problems with Autopilot's automatic lane change function, such as cutting too closely in front of other cars and passing on the right.[179]
  • In 2018, the Insurance Institute for Highway Safety (IIHS) compared Tesla, BMW, Mercedes and Volvo "advanced driver assistance systems" and stated that the Tesla Model 3 experienced the fewest incidents of crossing over a lane line, touching a lane line, or disengaging.[180]
  • In February 2020, Car and Driver compared GM's Super Cruise, comma.ai and Autopilot.[181] They called Autopilot "one of the best", highlighting its user interface and versatility, but criticizing it for swerving abruptly.
  • In June 2020, Digital Trends compared GM's Super Cruise self-driving and Tesla Autopilot.[182] The conclusion: "Super Cruise is more advanced, while Autopilot is more comprehensive."
  • In October 2020, the European New Car Assessment Program gave the Tesla Model 3 Autopilot a score of "moderate".[183]
  • Also in October 2020, Consumer Reports evaluated 17 driver assistance systems, and concluded that Tesla Autopilot was "a distant second" behind GM's Super Cruise, although Autopilot was ranked first in the "Capabilities and Performance" and "Ease of Use" categories.[184][185]
  • In February 2021, a MotorTrend review compared GM's Super Cruise and Autopilot and said Super Cruise was better, primarily due to safety.[186]
  • In May 2021, consulting firm Guidehouse Insights ranked Tesla Full Self-Driving last in strategy and execution among 15 companies.[187]
  • In January 2023, Consumer Reports rated "active driving assistance systems" and ranked Tesla Autopilot as 7th out of 12. The Full Self-Driving package was not tested.[188]
  • In October 2023, Consumer Reports rated "active driving assistance systems" and ranked Tesla Autopilot as 8th out of 17. The Full Self-Driving package was not tested.[189]
  • In December 2023, TechCrunch ranked Full Self-Driving last out of five systems evaluated, saying "it's pretty easy to choose a loser. Three years after its initial beta release, Tesla's supposed Full Self-Driving still doesn't live up to its name", adding "the FSD beta software [was] frequently confused on urban and rural streets" and "Tesla's driver monitoring was by far the most lax of those tested".[190]
  • In March 2024, IIHS reported its first "partial automation safeguard ratings", ranking Tesla Autopilot and Full Self-Driving as "poor", along with 9 of 12 other systems.[191]

Criticism

[edit]

Tesla's self-driving strategy has been criticized as dangerous and obsolete as it was abandoned by other companies years ago.[192][193][194] Most experts believe that Tesla's approach of trying to achieve autonomous vehicles by eschewing high-definition maps and lidar is not feasible.[195][196][197] Auto analyst Brad Templeton has criticized Tesla's approach by arguing, "The no-map approach involves forgetting what was learned before and doing it all again."[198] In a May 2021 study by Guidehouse Insights, Tesla was ranked last for both strategy and execution in the autonomous driving sector.[187] Some news reports in 2019 state "practically everyone views [lidar] as an essential ingredient for self-driving cars"[195] and "experts and proponents say it adds depth and vision where camera and radar alone fall short."[199]

An August 2021 study conducted by Missy Cummings et al found three Tesla Model 3 cars exhibited "significant between and within vehicle variation on a number of metrics related to driver monitoring, alerting, and safe operation of the underlying autonomy... suggest[ing] that the performance of the underlying artificial intelligence and computer vision systems was extremely variable."[200]

In September 2021, legal scholars William Widen and Philip Koopman argued that Tesla's advertising of FSD as an SAE Level 2 system was misleading to "avoid regulatory oversight and permitting processes required of more highly automated vehicles".[201] Instead, they argued FSD should be considered a SAE Level 4 technology and urged state Departments of Transportation in the U.S. to classify it as such since publicly available videos show that "beta test drivers operate their vehicles as if to validate SAE Level 4 (high driving automation) features, often revealing dramatically risky situations created by use of the vehicles in this manner."[201]

Safety statistics and concerns

[edit]

Safety statistics

[edit]
Millions of miles driven between accidents with and without Autopilot[3]
  Autopilot engaged
  No Autopilot

In April 2016, Elon Musk stated the probability of an accident was at least 50% lower when using Autopilot without citing any references. At the time, it was estimated that collectively, Teslas had been driven for 47 million miles in Autopilot mode.[202] After the first widely publicized fatal Autopilot crash in May 2016 which occurred in Williston, Florida, Tesla acknowledged the death and published a blog in June, comparing the average fatality rate in the United States (at the time, one per 94 million miles) and worldwide (one per 60 million miles) with that of Tesla Autopilot (one per 130 million miles);[203] Tesla stated in July that "customers using Autopilot are statistically safer than those not using it at all", "the [Autopilot] system provided a net safety benefit to society", and "the 'better-than-human' threshold had been crossed and robustly validated internally".[204] Tesla's statistical approach was criticized as comparing two different datasets; while Autopilot is limited to highway driving, the overall death rate for the United States includes more varied driving conditions. In addition, Tesla's vehicles were larger and more expensive than most vehicles on the road, making them generally safer in a crash.[205] Other factors that could have affected the data include weather conditions and Tesla owner demographics.[206]

Fortune criticized the sale of US$2 billion in Tesla stock, noted the sale occurred less than two weeks after "immediately" reporting the fatal early May crash to the NHTSA, but before Tesla posted its public acknowledgement of the crash in late June; the article stated that "Tesla and Musk did not disclose the very material fact that a man had died while using an auto-pilot technology that Tesla had marketed vigorously as safe and important to its customers." Musk responded to the article with a statistical argument in an email to the reporter, saying "Indeed, if anyone bothered to do the math (obviously, you did not) they would realize that of the over 1M auto deaths per year worldwide, approximately half a million people would have been saved if the Tesla autopilot was universally available. Please, take 5 mins and do the bloody math before you write an article that misleads the public."[207]

Following the Williston crash, NHTSA released a preliminary report in January 2017 stating "the Tesla vehicles' crash rate dropped by almost 40 percent after Autosteer installation."[208][209]: 10  NHTSA did not release the data until November 2018. A private company, Quality Control Systems, released a report in February 2019 analyzing the same data, stating the NHTSA conclusion was "not well-founded".[210] Part of the data verification included scrutiny of the 43,781 vehicles NHTSA claimed had Autosteer installed; of those, only 5,714 had an exact odometer reading at the time that Autosteer was installed and airbag deployment data; collectively, the data for those 5,714 vehicles showed 32 airbag deployments in the 42,001,217 mi (67,594,407 km) traveled before installation, and 64 airbag deployments in the 52,842,182 mi (85,041,249 km) after.[211] That means the crash rate, as measured by the rate of airbag deployments per million miles of travel, actually increased from 0.76 to 1.21 after the installation of Autosteer,[212]: 9  an increase of 59%.[211]

Tesla accident rates according to its self-published report[3]
Autopilot
engaged
Yes No
Year / Quarter (Reported as millions of miles
driven per accident, so higher
numbers imply a lower rate of
accidents.)
2018 Q3 3.35 1.92
Q4 2.84 1.23
2019 Q1 2.88 1.24
Q2 3.24 1.40
Q3 3.85 1.56
Q4 3.11 1.48
2020 Q1 4.86 1.45
Q2 5.08 1.63
Q3 5.09 1.78
Q4 3.76 1.26
2021 Q1 4.64 0.98
Q2 4.94 1.36
Q3 5.54 1.58
Q4 4.35 1.52
2022 Q1 6.57 1.21
Q2 5.10 1.54
Q3 6.26 1.71
Q4 4.85 1.40
2023 Q1 5.18 1.10
Q2 6.18 1.46
Q3 5.88 1.52
Q4 5.39 1.00

Starting in 2018, Tesla began publishing safety statistics on a quarterly basis,[213] using the values to demonstrate decreased accident rates while using Autopilot.[214] The data have been difficult to interpret, as the actual crash counts, baseline mileage, and basic definition of a crash are not available.[215]: 3  Because of this lack of accurate reporting, Green Car Reports noted that "While these updated numbers for Autopilot are encouraging, it's clear that Tesla's claims of its vastly superior safety—at least in terms of fatal accidents—are still vapor. It's way too soon to come to any firm conclusions about Autopilot safety."[214]

In February 2020, Andrej Karpathy, Tesla's head of AI and computer vision, stated that Tesla cars have driven 3 billion miles on Autopilot, of which 1 billion have been driven using Navigate on Autopilot; Tesla cars have performed 200,000 automated lane changes; and 1.2 million Smart Summon sessions have been initiated with Tesla cars.[216] He also stated that Tesla cars are avoiding pedestrian accidents at a rate of tens to hundreds per day.[217] The company stopped publishing safety statistics in 2022, but resumed in January 2023.[218] The first comparable safety statistics using Full Self-Driving were released in March 2023; Tesla stated that vehicles operating under FSD experienced a crash that deployed the airbag approximately every 3.2 million miles, compared to all crashes with airbag deployment reported to the police, which occur approximately every 0.6 million miles.[219]

Additionally, a statistical analysis first published as a preprint in 2021[215] and in final form in 2023[220] criticized the self-reported Tesla crash rate data, as it failed to account for vehicle owner demographics as well as the types of roads on which Autopilot was being operated.[215]: 3  While the government baseline crash rate used as a comparison drew from vehicles of all ages, operating on roads ranging from highways, rural roads, and city streets, Tesla vehicles are relatively newer and Autopilot is limited to operations on freeways and highways.[213] When adjusted for driver age and road type, Autopilot crash rates were found to be nearly the same as using "active safety features" only.[215]: Fig.4 

An MIT study published in September 2021 found that Autopilot is not as safe as Tesla claims, and led to drivers becoming inattentive.[221][222]

Fatal and nonfatal crashes

[edit]

After Tesla software version 7.0 was released in October 2015 and Tesla claimed Autopilot would "[relieve] drivers of the most tedious and potentially dangerous aspects of road travel",[223] the first fatal crashes involving Autopilot occurred less than a year later, in China (January 2016)[224] and the United States (May 2016).[225] Tesla stated it had immediately informed the NHTSA about the US crash in May, but the NHTSA did not announce it until June 30, 2016, when it was widely reported as the first Autopilot-related fatality;[226] the death in China was not reported in the US until that September,[224] and Tesla stated that damage prevented it from confirming if Autopilot was engaged.[227]

The first Autopilot death in the US occurred after the Tesla collided with the side of a semi-trailer truck and underrode that vehicle's trailer, shearing off the greenhouse. After the fatality, Tesla stated that Autopilot failed to recognize the white trailer against a bright sky.[228] Musk reported that improvements to Autopilot in September 2016 would "[make] much more effective use of radar" and "very likely" would have prevented the fatal accident.[229] Despite these improvements, the shift to a different hardware platform, and additional updates to Autopilot, another fatal crash in May 2019 occurred when a Tesla again underrode the side of a trailer.[230] Five years after the first fatalities, in 2021, Tesla began transitioning to "Tesla Vision" by removing the radar from new Model 3 and Y vehicles;[231] in 2023, The Washington Post reported that Musk had pushed for a camera-only approach over the objections of Tesla engineers.[232]

As of October 2024, there have been fifty-one reported fatalities involving Tesla's Autopilot function, forty-four verified by NHTSA or expert testimony, and two verified as involving FSD. Other deadly incidents involving suspected Autopilot use remain outstanding.[233] Many of these incidents have received varying degrees of attention from news publications. Additionally, the NHTSA cited hundreds of nonfatal accidents in official documents.[234] In addition to failing to recognize the side of a trailer, Autopilot crashes have been blamed on driver distraction,[235] inability to detect stationary emergency vehicles,[236] and misuse outside the stated operational design domain of "controlled-access highways [...] with a center divider, clear lane markings, and no cross traffic".[237]

General concerns

[edit]

The National Transportation Safety Board (NTSB) criticized Tesla's lack of system safeguards in a fatal 2018 Autopilot crash in California,[238] and for failing to foresee and prevent "predictable abuse" of Autopilot.[239][240] Following this collective criticism amid increased regulatory scrutiny of ADAS systems, especially Tesla Autopilot,[241] in June 2021, the NHTSA announced an order requiring automakers to report crashes involving vehicles equipped with ADAS features in the United States.[242] In April 2024, the NHTSA released the findings of a 3-year investigation of 956 vehicle collisions in which Tesla Autopilot was thought to have been in use that found that the system had contributed to at least 467 collisions including 13 that resulted in fatalities.[243]

Driver monitoring

[edit]

Musk stated in October 2015 that "we're advising drivers to keep their hands on the wheel [when Autopilot is engaged]". Despite this, multiple videos were posted to YouTube at the time showing drivers using Autopilot to drive hands-free, including Musk's ex-wife Talulah Riley.[244] Other drivers have been found sleeping at the wheel, driving under the influence of alcohol, and performing other inappropriate tasks with Autopilot engaged.[245][246] As initially released, the Autopilot system uses a torque sensor to detect if the driver's hands were on the steering wheel[247][248] and gives audible and visual warnings for the driver to take the wheel when no torque is detected, but several owners confirmed they could drive for several minutes hands-free before receiving a warning.[244] At least one device designed to defeat the torque sensor was ordered by NHTSA to discontinue sales in 2018.[249] Initially, Tesla decided against adding more advanced driver monitoring options to ensure drivers remained engaged with the driving task.[250]

In late May 2021, a new version of the software enabled driver-facing cameras inside new Model 3 and Model Y (i.e. the first cars as part of the switch to Tesla Vision) to monitor driver attentiveness while using Autopilot.[251] Model S and Model X cars made before 2021 do not have an inside camera and therefore physically cannot offer such capabilities, although the refreshed versions are expected to have one.[252] A review of the in-cabin camera-based monitoring system by Consumer Reports found that drivers could still use Autopilot even when looking away from the road or using their phones, and could also enable FSD beta software "with the camera covered."[253]

In 2022, Musk agreed to a proposal on Twitter that "users with more than 10,000 miles on FSD Beta should be given the option to turn off the steering wheel nag",[254] saying the system would be updated in January 2023.[255][256] In April, Musk confirmed the nag was being reduced gradually.[257] That June, a hacker discovered that FSD Beta had an undocumented mode which disables all driver monitoring.[258] The NHTSA wrote a letter to Tesla under the authority of EA 22–002 on July 26, noting the new mode "could lead to greater driver inattention and failure of the driver to properly supervise Autopilot". The letter was attached a Special Order requesting when the software was updated with the hidden mode, detailed steps or conditions required to unlock that mode, and the reasons why Tesla issued the updates.[259] Tesla responded by August 25;[260] the response was considered confidential and no public version is available.[261]

A "nag elimination" module sold as an aftermarket accessory automatically adjusts the volume from the steering wheel, which is registered as steering wheel input, allowing drivers to take their hands off the wheel. Anecdotal evidence has shown the module is effective only for Tesla vehicles sold in the United States and Canada, leading to speculation the driver monitoring software is different by region.[262]

Detecting stationary vehicles at speed

[edit]

Autopilot may not detect stationary vehicles; the manual states: "Traffic-Aware Cruise Control cannot detect all objects and may not brake/decelerate for stationary vehicles, especially in situations when you are driving over 50 mph (80 km/h) and a vehicle you are following moves out of your driving path and a stationary vehicle or object is in front of you instead."[263] This has led to numerous crashes with stopped emergency vehicles.[264][265][266][267]

Dangerous and unexpected behavior

[edit]

In a 2019 Bloomberg survey, hundreds of Tesla owners reported dangerous behaviors with Autopilot, such as phantom braking, veering out of lane, or failing to stop for road hazards.[268] Autopilot users have also reported the software crashing and turning off suddenly, collisions with off ramp barriers, radar failures, unexpected swerving, tailgating, and uneven speed changes.[269]

Ars Technica notes that the brake system tends to initiate later than some drivers expect.[270] One driver claimed that Tesla's Autopilot failed to brake, resulting in collisions, but Tesla pointed out that the driver deactivated the cruise control of the car prior to the crash.[271] The automatic emergency braking (AEB) system also initiates sooner than some drivers expect due to a software error, which led to a recall in 2021 for false activation of the AEB system.[272]

Ars Technica also noted that while lane changes may be semi-automatic (if Autopilot is on, and the vehicle detects slow moving cars or if it is required to stay on route, the car may automatically change lanes without any driver input), the driver must show the car that he or she is paying attention by touching the steering wheel before the car makes the change.[273] In 2019, Consumer Reports noted that Tesla's automatic lane-change feature is "far less competent than a human driver".[274]

Data collection and privacy

[edit]

Most modern vehicles, including Teslas, are equipped with event data recorders which collect vehicle data to aid investigations and diagnostics. Data collected includes speed, acceleration, brake use, steering input, and driver assistance feature status. Tesla vehicles permanently record this data as "gateway log" files onto a microSD card in the Media Control Unit, at a rate of approximately 5 times per second (hertz or Hz). Gateway log files are uploaded to Tesla when the vehicle connects to a Wi-Fi network.[275]

The Autopilot computer stores images (for all vehicles) and video (for model year 2016 and later vehicles) along with driving data similar to that captured in gateway log files at a higher temporal resolution (up to 50 Hz) and uploads these to Tesla periodically. These "snapshots" are deleted locally after being uploaded. Tesla has been silent about its data retention policies.[275] Snapshot data are always captured when the vehicle crashes (defined as deploying the airbags) and are uploaded via a 4G cellular network.[275] Snapshots sometimes also are captured for other events defined by Tesla.

Even when Autopilot is not actively providing steering, throttle, and brake controls, 2016 and later model year Teslas operate Autopilot in "Shadow Mode".[276] When the control inputs generated by the shadow mode Autopilot do not match those of the human driver, the vehicle may record a snapshot to assist in training the system, after which the data may be reviewed by the Autopilot team.[277] As explained by Karpathy, Tesla can deploy additional software "detectors" triggered by specific situations identified by snapshot data, which then upload camera and other data to Tesla when similar situations are detected. These data are used to revise the existing detectors.[277]

For Teslas built after mid-2017, the Autopilot computer also records "trail" data, including the car's route as determined by GPS "breadcrumbs" for the entire trip. A trip starts when the vehicle shifts from Park to Drive, and ends when shifted back to Park. Trail data also includes vehicle speed, road type used, and Autopilot status. Like the snapshots, these trail data are deleted locally after being uploaded to Tesla.[275] The trail data are meant to be anonymized by stripping the vehicle identification number (VIN) and assigning a temporary identifier, but the same temporary identifier can be assigned to a single vehicle for several weeks.[278]

Under Tesla's privacy policies,[279] the company does not sell customer and vehicle data, but may share the data with government entities.[278] The Mozilla Foundation ranked Tesla as the worst of 25 car brands, receiving sub-standard scores on all of the foundation's privacy and security criteria.[280][281]

Tesla Vision relies on the "Autopilot labeling team",[282] who view short video clips recorded by vehicle cameras and label visible signs and objects, training the machine vision interpreter.[232][283]

Data labeling was first handled by a non-profit outsourcing company named Samasource, which initially provided 20 workers in Nairobi, Kenya.[284] The Nairobi team grew to 400 workers by 2016, but Karpathy later stated the "quality [of their work] was not amazing" and Tesla began hiring employees for data labeling in San Mateo, California instead.[284]

In April 2023, it was revealed that San Mateo labeling employees had shared clips internally among themselves, including recordings of privately owned areas such as garages, as well as crashes, road-rage incidents, and meme videos annotated with "amusing captions or commentary". Former Tesla employees described the San Mateo office atmosphere as "free-wheeling" and noted "people who got promoted to lead positions shared a lot of these funny [clips] and gained notoriety for being funny." In one case, the submersible Lotus Esprit prop featured in the James Bond film The Spy Who Loved Me, which had been purchased by Elon Musk in 2013 and stored in his garage, was recorded and shared by labeling team members. Because sharing these clips was apparently for entertainment and not related to Autopilot training, Carlo Plitz, a data privacy lawyer, noted "it would be difficult to find a legal justification" for doing so.[284] After the San Mateo office was closed in June 2022, the labeling team moved to Buffalo, New York,[283] where Tesla has a total of 675 employees, hundreds of whom are labelers.[284]

[edit]

Regulation

[edit]

In 2015, a spokesman for the NHTSA said that "any autonomous vehicle would need to meet applicable federal motor vehicle safety standards" and the NHTSA "will have the appropriate policies and regulations in place to ensure the safety of this type of vehicles".[285] On February 1, 2021, Robert Sumwalt, chair of the NTSB, wrote a letter to NHTSA regarding that agency's "Framework for Automated Driving System Safety", which had been published for comment in December 2020.[286][287][288] In the letter, Sumwalt recommended that NHTSA include user monitoring as part of the safety framework and reiterated that "Tesla's lack of appropriate safeguards and NHTSA's inaction" to act on the NTSB's recommendation "that NHTSA develop a method to verify that manufacturers of vehicles equipped with Level 2 incorporate system safeguards that limit the use of automated vehicle control systems to the conditions for which they were designed" was a contributing cause to a fatal crash of a vehicle in Delray Beach, Florida in 2019.[287]: 7 

NHTSA announced Standing General Order (SGO) 2021–01 on June 29, 2021. Under this General Order, manufacturers and operators of vehicles equipped with advanced driver assistance systems (ADAS, SAE J3016 Level 2) or automated driving systems (ADS, SAE Level 3 or higher) are required to report crashes.[242] An amended order was issued and became effective on August 12, 2021.[289] Reporting is limited to crashes where the ADAS or ADS was engaged within 30 seconds prior to the crash that involve an injury that requires hospitalization, a fatality, a vehicle being towed from the scene, an air bag deployment, or involving a "vulnerable road user" (e.g., pedestrian or bicyclist); these crashes are required to be reported to NHTSA within one calendar day, and an updated report is required within 10 calendar days.[290]: 13–14  On August 16, 2021, after reports of 17 injuries and one death in car crashes involving emergency vehicles, the US auto safety regulators opened a formal safety probe (PE 21-020) into Tesla's driver assistance system Autopilot.[291]

Initial data from SGO 2021-01 were released in June 2022; 12 manufacturers reported 392 crashes involving ADAS (Level 2) between July 2021 and May 15, 2022. Of those 392 crashes, 273 were Tesla vehicles, out of approximately 830,000 Tesla vehicles equipped with ADAS. Honda had the next highest total, with 90 crashes reported out of approximately 6 million Honda vehicles equipped with ADAS.[292] The NHTSA said Tesla's numbers may appear high because it has real-time crash reports, whereas other automakers do not, so their crash reports may be delivered more slowly or not reported at all.[293] Collectively, five people were killed and six more were seriously hurt in the 392 ADAS crashes that were reported.[292] According to updated data, by June 2023, Tesla drivers using Autopilot had been involved in 736 crashes and 17 fatalities cumulatively since 2019; 11 fatalities had occurred since May 2022.[294][295]

SGO 2021-01 also applied to manufacturers of vehicles equipped with ADS (Levels 3 through 5); 25 ADS manufacturers reported 130 crashes in total from the initial data release in June 2022, led by Waymo (62), Transdev Alternative Services (34), and Cruise LLC (23). In most cases, these crashes involved the ADS vehicle being struck from the rear; only one serious injury was reported, and 108 of the 130 crashes resulted in no injury.[292]

Court cases

[edit]

Tesla's Autopilot was the subject of a class action suit brought in 2017 that claimed the second-generation Enhanced Autopilot system was "dangerously defective".[296] The suit was settled in 2018; owners who in 2016 and 2017 paid $5,000 (equivalent to $6,348 in 2023) to equip their cars with the updated Autopilot software were compensated between $20 and $280 for the delay in implementing Autopilot 2.0.[297]

In 2020, a German court ruled in a lawsuit brought in 2019 by The Center for Combating Unfair Competition [de] that Tesla had violated advertising regulations with its marketing of Autopilot.[298][299][300] Upon appeal, that decision was reversed in 2021 by a higher court under the condition that Tesla clarify the capabilities of Autopilot on its website.[301][302]

In July 2022, a German court awarded a plaintiff most of the €112,000 that she had paid for a Model X, based in part on a technical report that demonstrated Autopilot did not reliably recognize obstacles and would unnecessarily activate its brakes, which could cause a "massive hazard" in cities; Tesla's lawyers argued unsuccessfully that Autopilot was not designed for city traffic.[303]

In September 2022, a class action lawsuit was filed in the U.S. District Court (Northern California) alleging that "for years, Tesla has deceptively and misleading marketed its ADAS technology as autonomous driving technology under various names, including 'Autopilot,' 'Enhanced Autopilot,' and 'Full Self-Driving Capability'", adding that Tesla represented "that it was perpetually on the cusp of perfecting that technology and finally fulfilling its promise of producing a fully self-driving car", while "Tesla knew for years its statements regarding its ADAS technology were deceptive and misleading, but the company made them anyway."[304][305] Tesla filed a motion in November 2022 to dismiss the case, defending the company's actions as "mere failure to realize a long-term, aspirational goal [of a fully self-driving car] [and] not fraud", basing the motion on the private arbitration clause in the purchasing contract signed by each buyer.[306][307]

A second class action lawsuit was filed in the same court by Tesla shareholders in late February 2023.[308] The complaint alleges the defendants "had significantly overstated the efficacy, viability, and safety of [Tesla's] Autopilot and FSD technologies" and those same systems "created a serious risk of accident and injury", which "subjected Tesla to an increased risk of regulatory and governmental scrutiny and enforcement action", linking multiple specific accidents to documented decreases in share prices.[309] The suit was dismissed without prejudice in September 2024, as the judge ruled that Musk's claims were "corporate puffery".[310] Tesla's lawyers argued that puffery covered the statements "[A]utopilot is 'superhuman'" and "'we want to get as close to perfection as possible'"; as the judge wrote in the motion granting the dismissal, "these vague statements of corporate optimism are not objectively verifiable". However, Tesla's lawyers also argued that other statements including "safety is 'paramount'" and "Tesla cars are 'absurdly safe'" also were puffery, which the judge rejected, as those were objectively verifiable.[311]: 16–17 

In April 2023, Tesla was found not liable in a lawsuit filed in 2020 by a driver who sued for damages after she claimed the Autopilot system guided her Tesla Model S into a curb, resulting in an airbag deployment and facial injuries.[312] Jurors explained in post-trial interviews that "Autopilot never confessed to be self pilot. It's not a self-driving car ... [Tesla] were adamant about a driver needing to always be aware."[313]

Additional lawsuits have been filed by the estates of two drivers killed in 2019 while using Autopilot, one in California and one in Florida. In the California case, which had not previously been reported, Tesla has argued the driver had consumed alcohol and it is not clear that Autopilot was engaged;[314] the plaintiff's lawyers alleged that a known defect in the Autopilot system had caused the vehicle to veer off a highway at 65 mph (105 km/h) and strike a palm tree.[315] Tesla prevailed in that case, with the jury voting 9–3 in October 2023 that there was no manufacturing defect.[316] For the Florida case, the judge rejected Tesla's motion to dismiss, concluding that he could not "imagine how some ordinary consumers would not have some belief that the Tesla vehicles were capable of driving themselves hands free",[317] citing "reasonable evidence" demonstrating that Tesla had "engaged in a marketing strategy that painted the products as autonomous" and that Musk's statements "had a significant effect on the belief about the capabilities of the products".[318]

False or misleading advertising

[edit]

I don't think that something should be called, for example, an Autopilot, when the fine print says you need to have your hands on the wheel and eyes on the road at all times.

 — Pete Buttigieg, U.S. Secretary of Transportation, Interview with Associated Press, May 2023[319]

The Center for Auto Safety and Consumer Watchdog wrote to the Federal Trade Commission (FTC) in 2018, asking them to open an investigation into the marketing of Autopilot. The letter stated "the marketing and advertising practices of Tesla, combined with Elon Musk's public statements, have made it reasonable for Tesla owners to believe, and act on that belief, that a Tesla with Autopilot is an autonomous vehicle capable of 'self-driving'".[320] The groups renewed their appeal to the FTC and added the California DMV in 2019,[321] noting that "Tesla continues to be the only automaker to describe its Level 2 vehicles as 'self-driving' and the name of its driver assistance suite of features, Autopilot, connotes full autonomy."[322] U.S. Senators Ed Markey (D-MA) and Richard Blumenthal (D-CT) echoed these concerns to the FTC in 2021.[323]

A 2019 IIHS study showed that the name "Autopilot" causes more drivers to misperceive behaviors such as texting or taking a nap to be safe, versus similar level 2 driver-assistance systems from other car companies.[324] In 2020, UK safety experts called Tesla's Autopilot "especially misleading".[325]

While Euro NCAP's testing of Autopilot on a 2020 Model 3 noted the system excelled the level of vehicle assistance provided, the association noted the misleading nature of the system's name and a risk of overreliance on the system.[326]

In 2020, usability engineer Dixon published a paper which called Tesla's descriptions of Autopilot and FSD capabilities exaggerated.[327]

In 2021, following more than a dozen Autopilot crashes (some fatal), the U.S. Department of Justice (DOJ) started a criminal investigation to determine if Tesla misled consumers, investors, and regulators about Autopilot.[328] Tesla confirmed the DOJ had requested Autopilot and FSD-related documents in its 10-K filing for 2022.[329] The Securities and Exchange Commission also opened an independent civil probe into statements made by Tesla and its executives about Autopilot.[330][331]

In July 2022, the California DMV filed two complaints with the state Office of Administrative Hearings that alleged Tesla "made or disseminated statements that are untrue or misleading, and not based on facts" relating to both "Autopilot and Full Self-Driving technologies".[332][333][334] In August 2022, Tesla requested a hearing to present its defense.[335]

In September 2022, California governor Gavin Newsom signed state bill SB 1398,[336] which took effect January 1, 2023 and prohibits any manufacturer or dealer of cars with partial driver automation features from using misleading language to advertise their vehicles as autonomous, such as by naming the system "Full Self-Driving".[337][338]

Deceptive promotion of Full Self-Driving

[edit]

In October 2016, at the same time as the release of HW2,[339] Tesla released a video entitled "Full Self-Driving Hardware on All Teslas"[340][341] that claimed to demonstrate Full Self-Driving, the system designed to extend automated driving to local roads.[342][343] Musk later tweeted a link to a longer version in November 2016.[344] In the video, the driver does not touch the steering wheel or pedals throughout the video. The video also shows perspectives from the vehicle's cameras and image recognition system.[345] At Musk's suggestion, the title card states "The person in the driver's seat is only there for legal reasons. He is not doing anything. The car is driving itself."[346] It was nicknamed the "Paint It Black" video, after the 1966 Rolling Stones song used as its soundtrack.[342]

Former employees who helped to produce the 2016 video were interviewed by The New York Times in 2021.[347] In the interview, they stated the vehicle was following a route that had been mapped with detailed scanning cameras, a technology that is not available in Tesla production cars. Even with these augmentations in place, human drivers had to intervene to take control, the vehicle allegedly struck "a roadside barrier" on the Tesla grounds during filming, requiring repairs to the vehicle, and the car crashed into a fence when trying to automatically park.[348] In January 2024, Bloomberg published an expose based on internal Tesla emails revealing that Musk personally oversaw the editing and post-production of the video.[349]

Motor Trend and Jalopnik compared what Tesla had showcased to the deceptive video depicting a Nikola One EV truck which was actually powered by gravity;[350] Jalopnik commented "[the Tesla video] may be worse, because this video was used to deceptively suggest capabilities of a system deployed into real people's hands and used on public roads."[351] In June 2022, Ashok Elluswamy, director of Autopilot software, made a statement during a deposition taken for a civil lawsuit filed against Tesla by the family of a driver that was killed in 2018 after the Model X he was driving using Autopilot crashed into a concrete barrier in Mountain View, California. Elluswamy stated the video was not originally intended "to accurately portray what was available for customers in 2016. It was to portray what was possible to build into the system," while the final video had no such disclaimer.[352] A Florida circuit court judge also noted the final video as part of Tesla's marketing strategy in rejecting Tesla's motion to dismiss a lawsuit over a 2019 death, writing that "absent from this video is any indication that the video is aspirational or that this technology doesn't currently exist in the market."[318]

NHTSA investigations

[edit]

According to a document released in June 2021, the NHTSA has initiated at least 30 investigations into Tesla crashes that were believed to involve the use of Autopilot, with some involving fatalities.[353][354]

In August 2021, the NHTSA Office of Defects Investigation (ODI) opened a preliminary evaluation (PE) designated PE 21-020 and released a list of eleven crashes involving Tesla vehicles striking stationary emergency vehicles; in each instance, NHTSA confirmed that Autopilot or Traffic Aware Cruise Control were active during the approach to the crashes. Of the eleven crashes, seven resulted in seventeen total injuries, and one resulted in one fatality. The scope of the planned evaluation of the Autopilot system specifically addressed the systems used to monitor and enforce driver engagement.[355] In September 2021, NHTSA added a twelfth accident in Orlando from August 2021 to the investigation list.[356]

NHTSA sent a request for information relating to PE 21-020 to Tesla's director of field quality in August 2021. The response was due by October 22, 2021.[357][358] In September 2021, NHTSA sent a request for information to Tesla and other automobile manufacturers for comparative ADAS data.[359][360][361] After Tesla deployed its Emergency Light Detection Update in September 2021, NHTSA sent a follow-up letter to Tesla in October 2021 asking for "a chronology of events, internal investigations, and studies" that led to the deployment of the update,[362] as it potentially addressed a safety defect, which requires a formal recall.[363]

List of crashes in NHTSA ODI Preliminary Evaluation (PE) 21-020[355]
Date City/County State Notes/Refs
Jan 22, 2018 Culver City California Tesla struck a stationary fire truck on southbound I-405.[364]
May 29, 2018 Laguna Beach California Tesla struck a stationary patrol vehicle on Laguna Canyon Road at 11:07 a.m.[365] Later removed from investigation as patrol vehicle was parked out of right-of-way and emergency lights were not active.[366]
Dec 7, 2019 Norwalk Connecticut Tesla struck a stationary police cruiser with its emergency lights flashing on I-95 near exit 15. Driver stated he had been checking on his dog in the back seat.[367]
Dec 29, 2019 Cloverdale Indiana Tesla struck a stationary fire truck on I-70 near mile marker 38; passenger in Tesla was killed.[368]
Jan 22, 2020 West Bridgewater Massachusetts Tesla struck a stationary patrol vehicle at 10 p.m. on Route 24. Driver stated that Autopilot was engaged.[369]
Jul 14, 2020 Cochise County Arizona Tesla struck a stationary patrol vehicle at 3 a.m. on I-10 near Benson, Arizona.[370]
Aug 26, 2020 Charlotte North Carolina Tesla struck a stationary patrol vehicle on US-64W near the border of Nash and Franklin counties. Driver was watching a movie.[371]
Feb 27, 2021 Montgomery County Texas Tesla struck a stationary police cruiser at 1:15 a.m. on the Eastex Freeway near East River Road.[372]
Mar 17, 2021 Lansing Michigan Tesla struck a stationary patrol car at 1:10 a.m. on I-96 in Eaton County.[373]
May 19, 2021 Miami Florida Tesla struck a stationary Florida Department of Transportation road ranger truck at 5:30 a.m. on I-95 near 103rd St.[374]
Jul 10, 2021 San Diego California Tesla struck a stationary patrol car at 1:45 a.m. on State Route 56.[375]

In February 2022, NHTSA ODI opened a second preliminary evaluation (PE 22-002) for "phantom braking" in 2021–2022 Tesla Model 3 and Model Y vehicles.[376] PE 22-002 was correlated to the removal of radar hardware from those vehicles in May 2021; at the time PE 22-002 was opened, the NHTSA was not aware of any crashes or injuries resulting from the complaints.[377] According to some complaints, while using Autopilot, "rapid deceleration can occur without warning, at random, and often repeatedly in a single drive cycle."[376] The Washington Post also published an article detailing the surge in complaints to NHTSA over false positives to its automatic emergency-braking system.[378] By May 2022, NHTSA had received 758 reports of unexpected braking when Autopilot was in use and requested that Tesla respond to questions by June 20, 2022.[379][380]

Also in June 2022, NHTSA ODI upgraded PE 21-020 to an engineering analysis (EA) and designated it as EA 22-002, covering an estimated 830,000 Tesla vehicles sold between 2014 and 2022.[366] Data for PE 21-020 had been supplemented by prior information requests to Tesla (April 19, 2021) and Standing General Order (SGO) 2021–01,[381] issued June 29, 2021[382] and amended on August 5, 2021,[366] which required manufacturers of advanced driving assistance systems to promptly report crashes to NHTSA.[383]

List of crashes added in NHTSA ODI Engineering Analysis (EA) 22-002[366]
Date City/County State Notes/Refs
Nov 2020 Houston Texas [384]: Report ID 13781-2451 
Jan 2021 Mount Pleasant South Carolina Involved crash attenuator truck[366]
Apr 2021 Belmont California Involved first responder[366]
Aug 28, 2021 Orlando Florida Tesla struck a stationary patrol car at 5 a.m. on I-4.[385][384]: Report ID 13781-1140 
Sep 2021 Petaluma California [384]: Report ID 13781-1357 
Jan 2022 Desert Center California [384]: Report ID 13781-2201 

The investigation was expanded to an engineering analysis after NHTSA reviewed data from 191 crashes involving the use of Autopilot or related ADAS Level 2 technologies (Traffic-Aware Cruise Control, Autosteer, Navigate on Autopilot, or Auto Lane Change).[386] 85 were removed because other drivers were involved or there was insufficient data.[386] It was found that in approximately 12 of the remaining 106 crashes, the driver was not sufficiently responsive to the driving task, and approximately 14 of the 106 resulted from operating Autopilot outside of limited-access highways, or when traction and weather conditions could interfere.[386] Detailed telemetry existed for 43 of the 106 crashes; of these, data from 37 indicated the driver's hands were on the steering wheel in the last second prior to collision.[366]

The Laguna Beach incident identified initially in PE 21-020 was removed from EA 22-002 as it was found "the struck vehicle was parked out of traffic with no lights illuminated."[366] Six incidents were added, making a total of sixteen accidents where a Tesla struck stationary emergency vehicle(s), including the August 2021 incident in Orlando.[366] In these 16 incidents, NHTSA found that a majority resulted in forward collision warnings and approximately half resulted in automatic emergency braking.[366] On average, when video was available, drivers would have been able to see a potential impact eight seconds prior to collision, yet Autopilot would abort control "less than one second prior to the first impact",[387] which may not have been enough time for the driver to assume full control.[388] In addition, the data suggest that Tesla's requirement for Autopilot drivers to have their hands on the wheel at all time may not be sufficient to ensure the driver is paying attention to the driving task.[389][386]

NHTSA sent a second letter for EA 22-002 to Tesla in August 2022, which included requests for a description of the role of the driver-facing camera, identification of all lawsuits or arbitration resulting from Autopilot use, including complete transcripts of depositions, and "the engineering and safety explanation and evidence for design decisions regarding enforcement of driver engagement / attentiveness".[390] Tesla submitted a response in September. A follow-up letter was submitted in July 2023, asking for current data and updates to the prior response.[391] Starting in October 2023, NHTSA conveyed its preliminary conclusions to Tesla during several meetings, followed by Tesla conducting a voluntary recall on December 5, 2023, to provide an over-the-air software update to "incorporate additional controls and alerts ... to further encourage the driver to adhere to their continuous driving responsibility whenever Autosteer is engaged ... [and providing] additional checks upon engaging Autosteer and while using the feature outside controlled access highways", while not concurring with NHTSA's analysis.[392] When filing its Defect Information Report associated with the December 2023 recall, Tesla concluded that "in certain circumstances, Autopilot's system controls may be insufficient for a driver assistance system that requires constant supervision by a human driver."[393]

EA 22-002 was closed in April 2024.[394] ODI concluded their "analysis of crash data indicates that, prior to [the December 2023 recall], Autopilot's design was not sufficient to maintain drivers' engagement", citing data showing that in 59 of 109 crashes, hazards were visible for at least five seconds prior to the collision. Also ODI added, based on vehicle telemetry, "the warnings provided by Autopilot when Autosteer was engaged did not adequately ensure that drivers maintained their attention on the driving task", showing that in approximately 80% of 135 incidents, braking and/or steering did not occur until less than one second before a collision.[393] A comparison to similar Level 2 ADAS led ODI to conclude "Tesla [is] an industry outlier in its approach to L2 technology by mismatching a weak driver engagement system with Autopilot's permissive operating capabilities".[393]

As a result, ODI immediately opened a second investigation into the effectiveness of the December 2023 recall,[395] noting "concerns [identified] due to post-remedy crash events and results from preliminary NHTSA tests of remedied vehicles. Also, Tesla has stated that a portion of the remedy both requires the owner to opt in and allows a driver to readily reverse it. Tesla has also deployed non-remedy updates to address issues that appear related to ODI's concerns under EA22002."[396]

Recalls

[edit]

Tesla issued an "Emergency Light Detection Update" for Autopilot in September 2021 which was intended to detect "flashing emergency vehicle lights in low light conditions and then [respond] to said detection with driver alerts and changes to the vehicle speed while Autopilot is engaged", after NHTSA had opened PE 21-020 the previous month. After the update was issued, NHTSA sent a letter to Tesla asking why the update had not been performed under the recall process, as "any manufacturer issuing an over-the-air update that mitigates a defect that poses an unreasonable risk to motor vehicle safety is required to timely file an accompanying recall notice to NHTSA."[397][398]

Tesla issued a recall of 11,728 vehicles in October 2021 due to a communication error that could lead to false forward-collision warnings or unexpected activations of the automatic emergency braking system. The error had been introduced by the Full Self-Driving beta software version 10.3 over-the-air firmware update, and was reversed by another over-the-air update the same month.[399] The recalled vehicles were reverted to 10.2, then updated to 10.3.1.[272]

FSD 10.3 also was released with different driving profiles to control vehicle behavior, branded 'Chill', 'Average', and 'Assertive'; the 'Assertive' profile attracted negative coverage in January 2022 for advertising that it "may perform rolling stops" (passing through stop signs at up to 5.6 mph), change lanes frequently, and decrease the following distance.[400][401] On February 1, after the NHTSA advised Tesla that failing to stop for a stop sign can increase the risk of a crash and threatened "immediate action" for "intentional design choices that are unsafe",[402] Tesla recalled nearly 54,000 vehicles to disable the rolling stop behavior,[403] removing the feature with an over-the-air software update.[404]

On February 16, 2023, Tesla issued a recall notice for all vehicles equipped with the Full Self-Driving beta software, including 2016–23 Model S and X; 2017–23 Model 3; and 2020–23 Model Y, covering 362,758 vehicles in total.[405] NHTSA identified four specific traffic situations in a letter sent to Tesla on January 25,[406][407] and Tesla voluntarily chose to pursue a recall to address those situations,[405] which include vehicles operating under FSD Beta performing the following inappropriate actions:[406]

  1. Traveling or turning through an intersection on a "stale yellow traffic light"
  2. Not stopping perceptibly at stop signs
  3. Not adjusting speed appropriately in response to posted speed limit signs
  4. Continuing straight while traveling in turn-only lanes

The recall, which covers all versions of FSD Beta,[406] was performed by pushing out a software update in March 2023.[136][405]

On December 12, 2023, following a 2-year-long investigation by the NHTSA,[408] Tesla issued a wider recall on all vehicles equipped with any version of Autosteer, including 2012–2023 Model S; 2016–2023 Model X; 2017–2023 Model 3; and 2020–2023 Model Y, covering 2,031,220 vehicles in total.[392] The NHTSA concluded that Autosteer's controls were not sufficient to prevent misuse and did not ensure that the drivers maintained "continuous and sustained responsibility for vehicle operation".[392] An over-the air software update was deployed to a subset of vehicles upon the release of the recall notice, with plans to roll it out to the remaining fleet at a later date, which made visual alerts more prominent within the user interface, simplified the process to turn Autosteer on and off, added additional checks when Autosteer is used near intersections or on streets that are not limited-access roads, and disabled Autosteer if the driver repeatedly failed to demonstrate driving responsibility while using the feature.[392] In February 2024, Consumer Reports claimed that its testing of Tesla's Autopilot recall update did not fully address the safety concerns raised by the NHTSA, saying that the recall "addresses minor inconveniences rather than fixing the real problems."[409]

See also

[edit]

References

[edit]
  1. ^ Golson, Jordan; Bohn, Dieter (October 19, 2016). "All new Tesla cars now have hardware for 'full self-driving capabilities'". The Verge. Retrieved October 22, 2016.
  2. ^ Williams, Elliot (March 4, 2019). "Does Tesla's Autosteer Make Cars Less Safe?". Hackaday. Retrieved March 5, 2019.
  3. ^ a b c "Tesla Vehicle Safety Report". tesla.com. Retrieved April 29, 2024. In the 4th quarter [of 2023], we recorded one crash for every 5.39 million miles driven in which drivers were using Autopilot technology. For drivers who were not using Autopilot technology, we recorded one crash for every 1.00 million miles driven. By comparison, the most recent data available from NHTSA and FHWA (from 2022) shows that in the United States there was an automobile crash approximately every 670,000 miles.
  4. ^ Shepardson, David (March 18, 2021). "U.S. safety agency reviewing 23 Tesla crashes, three from recent weeks". Reuters. Retrieved May 19, 2021.
  5. ^ Hawkins, Andrew J. (October 22, 2020). "Tesla's "Full Self-Driving" beta is here, and it looks scary as hell". The Verge. Retrieved January 2, 2021.
  6. ^ Mitrache, Vlad (October 26, 2020). "Full Self-Driving Beta Release Is Tesla's Most Irresponsible Move so Far". autoevolution. Retrieved January 2, 2021.
  7. ^ "Should Tesla be 'beta testing' autopilot if there is a chance someone might die?". The Guardian. July 6, 2016. Retrieved January 2, 2021.
  8. ^ Widen, William H.; Koopman, Philip (September 27, 2021). "Autonomous Vehicle Regulation, Does Tesla's Full Self-Driving Beta Release Comply with Law?". SSRN 3931341.
  9. ^ Lee, Timothy B. (May 7, 2021). "Tesla Autopilot director contradicts Musk's self-driving timeline". Ars Technica. Retrieved July 22, 2021.
  10. ^ Torchinsky, Jason (July 7, 2023). "Elon Musk Predicts Level 4 Or 5 Full Self-Driving 'Later This Year' For the Tenth Year In A Row". The Autopian. Retrieved July 9, 2023.
  11. ^ Ohnsman, Alan (May 8, 2013). "Tesla CEO Talking With Google About 'Autopilot' Systems". Bloomberg. Retrieved June 28, 2019.
  12. ^ a b Blanco, Sebastian (October 9, 2014). "Tesla D is, as expected, an AWD Model S but new autopilot features surprise". AutoblogGreen. Retrieved October 10, 2014.
  13. ^ Bradley, Ryan (February 23, 2016). "Tesla Autopilot". Technology Review. Massachusetts Institute of Technology. Retrieved November 28, 2022.
  14. ^ King, Danny (July 26, 2016). "Tesla, Mobileye will end Autopilot technology collaboration". Autoblog. Retrieved November 28, 2022.
  15. ^ a b Davies, Chris (October 19, 2016). "Tesla makes self-driving tech standard on all cars". Slash Gear. Retrieved November 28, 2022.
  16. ^ Korosec, Kirsten (October 26, 2018). "Tesla is rolling out its Navigate on Autopilot feature". TechCrunch. Retrieved November 28, 2022.
  17. ^ Ramey, Jay (October 21, 2020). "Tesla Is Now Beta-Testing 'Full Self Driving' in Real-World Traffic". Autoweek. Retrieved November 28, 2022.
  18. ^ a b Davies, Chris (December 22, 2016). "Tesla Enhanced Autopilot: What 8.1 is (and isn't) and 2016 will bring". SlashGear. Retrieved May 31, 2021.
  19. ^ O'Kane, Sean (October 20, 2018). "Tesla stopped promoting the 'Full Self-Driving' option for its cars". The Verge. Retrieved November 29, 2022.
  20. ^ a b Hawkins, Andrew J. (January 30, 2019). "No, Elon, the Navigate on Autopilot feature is not 'full self-driving'". The Verge. Retrieved November 29, 2022.
  21. ^ a b Ismail, Adam (June 28, 2022). "Tesla Brings Back Enhanced Autopilot, Offering Some of FSD's Features for the Low, Low Price of $6K". Jalopnik. Retrieved November 29, 2022.
  22. ^ Iliff, Laurence (June 28, 2022). "Tesla brings back Enhanced Autopilot driver assistance". Automotive News. Retrieved November 29, 2022.
  23. ^ Lambert, Fred (September 19, 2020). "Tesla reintroduces 'Enhanced Autopilot' – offering cheaper alternative to 'Full Self-Driving'". Electrek. Retrieved September 19, 2020.
  24. ^ a b c Stoklosa, Alexander (October 22, 2020). "Tesla Puts "Beta" Version of Full Self-Driving Capability In Hands of Select Few". Motor Trend. Retrieved October 25, 2020.
  25. ^ a b Stumpf, Rob (October 22, 2020). "Tesla Admits Full Self Driving Beta Could 'Do the Wrong Thing at the Worst Time'". The Drive. Retrieved December 23, 2020.
  26. ^ Mihalascu, Dan (September 21, 2022). "Tesla's FSD Beta Expands To 60,000 More Owners In The US And Canada". Inside EVs. Retrieved November 29, 2022.
  27. ^ a b Nedelea, Andrei (November 24, 2022). "Any Tesla Driver Can Now Join Full Self-Driving Beta Regardless Of Safety Score". Inside EVs. Retrieved November 28, 2022.
  28. ^ "Riding shotgun in Tesla's fastest car ever". Engadget. October 9, 2014. Retrieved October 10, 2014.
  29. ^ White, Joseph B. (October 10, 2014). "Tesla Aims to Leapfrog Rivals". The Wall Street Journal. Retrieved March 21, 2015.
  30. ^ "Dual Motor Model S and Autopilot". Tesla. October 10, 2014. Archived from the original on December 6, 2019. Retrieved August 23, 2017. Our goal with the introduction of this new hardware and software is not to enable driverless cars, which are still years away from becoming a reality. Our system is called Autopilot because it's similar to systems that pilots use to increase comfort and safety when conditions are clear. Tesla's Autopilot is a way to relieve drivers of the most boring and potentially dangerous aspects of road travel – but the driver is still responsible for, and ultimately in control of, the car.
  31. ^ Howell, Donna (August 17, 2015). "Tesla, Mobileye Rev Up on Future of Self-Driving Car". Investors.com. Retrieved December 16, 2015.
  32. ^ Bhuiyan, Johana (July 26, 2016). "In the wake of a fatal crash, Tesla will quit using Mobileye's chips for Autopilot vision". ReCode. Retrieved July 26, 2016.
  33. ^ Gitlin, Jonathan M. (September 15, 2016). "Mobileye spills the beans: Tesla was dropped because of safety concerns". Ars Technica. Retrieved November 14, 2016.
  34. ^ Erwin, Blane (August 31, 2020). "The Ultimate Guide to Tesla Autopilot". Current Automotive. Retrieved May 31, 2021.
  35. ^ Nelson, Gabe (October 14, 2015). "Tesla beams down 'autopilot' mode to Model S". Automotive News. Retrieved October 19, 2015.
  36. ^ Zhang, Benjamin (January 10, 2016). "ELON MUSK: In 2 years your Tesla will be able to drive from New York to LA and find you". Automotive News. Retrieved January 12, 2016.
  37. ^ Brown, Mike (July 15, 2016). "Tesla full self-driving beta: How to sign up now — Musk Reads". Inverse. Retrieved May 31, 2021.
  38. ^ Betters, Elyse (November 28, 2016). "Tesla's heavily upgraded Autopilot will start rolling out in December". Pocket-lint. Retrieved May 31, 2021.
  39. ^ Randall, Tom (January 19, 2017). "Tesla's Autopilot Vindicated With 40% Drop in Crashes". Bloomberg. Retrieved May 31, 2021.
  40. ^ "Automated Flight Controls" (PDF). Federal Aviation Administration. Retrieved February 20, 2014. While the autopilot relieves you from manually manipulating the flight controls, you must maintain vigilance over the system to ensure that it performs the intended functions and the aircraft remains within acceptable parameters of altitudes, airspeeds, and airspace limits.
  41. ^ Lambert, Fred (November 13, 2016). "Tesla has now 1.3 billion miles of Autopilot data going into its new self-driving program". Electrek. Retrieved November 13, 2016.
  42. ^ Golson, Jordan (October 19, 2016). "All new Tesla cars now have hardware for 'full self-driving capabilities'". The Verge. Retrieved December 29, 2019.
  43. ^ Etherington, Darrell (August 11, 2016). "Tesla's Autopilot 2.0 said to add triple camera system and more radar". TechCrunch. Retrieved November 29, 2022.
  44. ^ Perkins, Chris (October 20, 2016). "Every New Tesla, Including Model 3, To Get Hardware For Full Autonomy". Road & Track. Retrieved November 29, 2022.
  45. ^ Hawkins, Andrew J. (October 24, 2017). "Tesla's Autopilot is supposed to deliver full self-driving, so why does it feel stuck in the past?". The Verge. Retrieved November 29, 2022.
  46. ^ Ayre, James (January 22, 2017). "Tesla Rolling Out Enhanced Autopilot To All HW2 Vehicles". Clean Technica. Retrieved November 29, 2022.
  47. ^ Lambert, Fred (February 15, 2017). "Tesla enables Autosteer on 'local roads' for new Enhanced Autopilot vehicles". Electrek. Retrieved February 23, 2017.
  48. ^ Green Car Congress (September 12, 2016). "Tesla leans on radar for Autopilot in Version 8 software". Green Car Congress. Retrieved June 23, 2024.
  49. ^ Etherington, Darrell (March 29, 2017). "Tesla's 8.1 software update brings Autopilot 2.0 cars up to speed". TechCrunch. Archived from the original on March 29, 2017. Retrieved May 31, 2021.
  50. ^ Carrillo III, Manuel (October 1, 2018). "Watch Tesla's new 'Mad Max' autonomous lane-change mode in action". Road/Show. CNet. Retrieved October 16, 2023.
  51. ^ Hawkins, Andrew J. (August 9, 2017). "Tesla has been working on a backup plan in case its self-driving promises fail". The Verge. Retrieved May 31, 2021.
  52. ^ Stocksdale, Joel (October 5, 2018). "Tesla releases system update 9, adds Atari games, dash-cam functionality". Autoblog. Retrieved November 29, 2022.
  53. ^ "Introducing Navigate on Autopilot". Tesla. October 26, 2018. Retrieved November 29, 2022.
  54. ^ Hawkins, Andrew J. (November 6, 2018). "Tesla's Navigate on Autopilot is like Waze on steroids". The Verge. Retrieved November 29, 2022.
  55. ^ Barry, Keith (November 2, 2018). "Tesla's Navigate on Autopilot Shows the Promise and Problems of Self-Driving Cars". Consumer Reports. Retrieved November 29, 2022.
  56. ^ Simonite, Tom (April 24, 2019). "Tesla's New Chip Holds the Key to 'Full Self-Driving'". Wired. ISSN 1059-1028. Retrieved July 6, 2020.
  57. ^ Hyatt, Kyle (April 3, 2019). "Tesla's new Navigate on Autopilot can now change lanes without confirmation". Road/Show. CNet. Retrieved November 29, 2022.
  58. ^ Korosec, Kirsten (May 22, 2019). "Consumer Reports knocks Tesla's Navigate on Autopilot feature". TechCrunch. Retrieved November 29, 2022.
  59. ^ "Agreement Concerning the Adoption of Harmonized Technical United Nations Regulations for Wheeled Vehicles, Equipment and Parts which can be Fitted and/or be Used on Wheeled Vehicles and the Conditions for Reciprocal Recognition of Approvals Granted on the Basis of these United Nations Regulations" (PDF). United Nations. November 7, 2018.
  60. ^ Khalid, A. (May 17, 2019). "Tesla adjusts Autopilot to comply with new EU regulations". Engadget. Retrieved May 31, 2021.
  61. ^ "Tesla Autopilot & Lane Change Improvements in Tesla Software V10 – CleanTechnica Review". CleanTechnica. September 17, 2019. Retrieved September 20, 2019.
  62. ^ Dipert, Brian (January 31, 2024). "Tesla's Relationship With Radar". Edge AI and Vision Alliance. Retrieved June 23, 2024.
  63. ^ Tesla (October 4, 2022). "Tesla Vision Update: Replacing Ultrasonic Sensors with Tesla Vision". Tesla. Retrieved June 23, 2024.
  64. ^ Hwang, Jeong-Soo (September 23, 2021). "Samsung to make Tesla's HW 4.0 self-driving auto chip". The Korea Economic Daily. Retrieved February 15, 2023.
  65. ^ Agatie, Cristian (August 18, 2023). "Hardware 4 Teardown Shows How Tesla Shifted Resources Toward the Autopilot Computer". Auto Evolution. Retrieved June 15, 2024.
  66. ^ a b c d e f g h Agatie, Cristian (June 14, 2024). "Elon Musk Reveals the First Details About Hardware 5 Autopilot Computer and Sensors". autoevolution. Retrieved June 15, 2024.
  67. ^ Agatie, Cristian (March 6, 2023). "Shocking: Tesla Model S/X With HW4 Cannot Handle Full Self-Driving for Now". Auto Evolution. Retrieved June 16, 2024.
  68. ^ Clark, Frank O. (August 10, 2023). "First Days With Tesla Model S Plaid With Hardware 4". Clean Technica. Retrieved June 15, 2024.
  69. ^ Zlatev, Daniel (March 30, 2024). "Tesla emulates FSD 12 on Hardware 4.0 vehicles as Elon Musk says HW3 cars a priority". Notebookcheck. Retrieved June 15, 2024.
  70. ^ Agatie, Cristian (June 1, 2023). "Tesla Model S/X Cars With Hardware 4 Feature HD Radar Units, Unlike the HW4 Model Y". autoevolution. Retrieved June 23, 2024.
  71. ^ Ashraf, Anan (June 21, 2024). "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. Retrieved June 23, 2024.
  72. ^ "Autopilot and Full Self-Driving Capability". tesla.com. February 13, 2019. Retrieved October 30, 2022.
  73. ^ Golson, Jordan (October 20, 2016). "Tesla's self-driving car hardware will run you $8,000". The Verge. Retrieved August 5, 2022.
  74. ^ "Tesla Autopilot – The Ultimate Guide". Find My Electric. Retrieved October 31, 2022.
  75. ^ Armstrong, Kevin (September 9, 2022). "Tesla FSD cost and price increase history". Not a Tesla App. Retrieved October 31, 2022.
  76. ^ Team, Trefis (December 13, 2021). "Why Are Tesla's Self Driving Software Sales Slowing Down?". Forbes. Retrieved November 1, 2022.
  77. ^ Vijayenthiran, Viknesh (January 10, 2022). "Tesla increases price of Full-Self Driving to $12,000 as demand wanes". Motor Authority. Retrieved August 5, 2022.
  78. ^ Weber, Harri (September 1, 2023). "Tesla decreases the price of FSD beta to $12,000". TechCrunch. Retrieved April 13, 2024.
  79. ^ Hawkins, Andrew J. (April 12, 2024). "Tesla slashes price for monthly Full Self-Driving subscription". The Verge. Retrieved April 13, 2024.
  80. ^ "Tesla cuts price of Full Self-Driving software by a third to $8,000". Reuters. April 20, 2024.
  81. ^ a b Gairola, Ananya (April 13, 2024). "Elon Musk's Tesla Slashes Price Of Full Self-Driving Package By Half: '...Now $99/Month' - Tesla (NASDAQ:TSLA)". Benzinga. Retrieved April 13, 2024.
  82. ^ Kay, Grace. "Tesla owners are angry after paying full price before Elon Musk instituted big discounts. A YouTuber started a petition for free FSD or Supercharging". Business Insider. Retrieved May 26, 2024.
  83. ^ Bleakley, Daniel (June 22, 2023). "Tesla to start building its FSD training supercomputer "Dojo" next month". The Driven. Retrieved July 1, 2023.
  84. ^ Root, Jack Denton and Al (April 4, 2024). "Tesla Is Losing AI Talent Just as It Needs to Prove It's More Than a Car Maker". www.barrons.com. Retrieved April 13, 2024.
  85. ^ Lekach, Sasha (April 23, 2019). "Elon Musk Thinks Self-driving Cars That Rely On Laser Sensor Are 'Lame'". Mashable India. Retrieved February 14, 2021.
  86. ^ a b Barnard, Michael (June 20, 2019). "If GM/Cruise Is Way Behind Waymo, How Does It Compare To Tesla?". CleanTechnica. Retrieved October 23, 2020.
  87. ^ LeBeau, Phil (May 23, 2019). "Autonomous vehicle pioneer doubles down on technology Tesla CEO Elon Musk calls 'freaking stupid'". CNBC. Retrieved June 25, 2020.
  88. ^ Hawkins, Andrew J. (June 15, 2018). "How GM trains human drivers to monitor its autonomous cars". The Verge. Retrieved February 14, 2021.
  89. ^ Hawkins, Andrew J. (May 9, 2018). "Inside the lab where Waymo is building the brains for its driverless cars". The Verge. Retrieved February 14, 2021.
  90. ^ Quain, John R. (September 26, 2019). "These High-Tech Sensors May Be the Key to Autonomous Cars (Published 2019)". The New York Times. ISSN 0362-4331. Retrieved October 25, 2020.
  91. ^ Hawkins, Andrew J. (March 4, 2020). "Waymo's next-generation self-driving system can 'see' a stop sign 500 meters away". The Verge. Retrieved October 25, 2020.
  92. ^ "Hailing a driverless ride in a Waymo". TechCrunch. November 2019. Retrieved October 24, 2020.
  93. ^ "Tesla Autopilot Updates & Notes from Elon Musk". CleanTechnica. October 12, 2020. Retrieved October 25, 2020.
  94. ^ a b Carmichael, Joe (August 23, 2016). "When Will Elon Musk Announce Tesla's Autopilot 2.0 and a Model 3 HUD?". Inverse.
  95. ^ a b McMahon, Jeff. "Software Is The Last Obstacle To Fully Autonomous Vehicles, Elon Musk Says". Forbes.
  96. ^ Musk, Elon (July 31, 2015). "The car will learn over time, but there is a min caliber of starting quality". Twitter. Archived from the original on November 10, 2015. Retrieved August 6, 2015.
  97. ^ Brown, Mike (April 23, 2020). "Tesla Autopilot just reached a huge halfway point toward full self-driving". Inverse. Retrieved October 24, 2020.
  98. ^ "Tesla Vehicle Deliveries and Autopilot Mileage Statistics". Lex Fridman. Retrieved October 25, 2020.
  99. ^ "Waymo's autonomous cars have driven 20 million miles on public roads". VentureBeat. January 7, 2020. Retrieved October 25, 2020.
  100. ^ "Waymo's autonomous cars have driven 20 million miles on public roads". VentureBeat. January 7, 2020. Retrieved October 24, 2020.
  101. ^ Agarwal, Yash (September 3, 2019). "Tesla develops new chip: has it finally cracked full autonomous driving?". DriveTribe. Archived from the original on November 25, 2020. Retrieved October 24, 2020.
  102. ^ Brown, Mike (August 19, 2020). "Tesla Dojo: Why Elon Musk says full self-driving is set for 'quantum leap'". Inverse. Retrieved October 24, 2020.
  103. ^ Synced (August 19, 2020). "Tesla Video Data Processing Supercomputer 'Dojo' – Building a 4D System Aiming at L5 Self-Driving". Synced. Retrieved October 29, 2020.
  104. ^ "Waymo presents ChauffeurNet, a neural net designed to copy human driving". www.theregister.com. Retrieved October 30, 2020.
  105. ^ Rosevear, John (September 19, 2017). "What Is Intel Really Supplying to Waymo?". The Motley Fool. Retrieved October 30, 2020.
  106. ^ Opening Keynote at GTC 2015: Leaps in Visual Computing, retrieved June 13, 2020
  107. ^ "Driverless cars show the limits of today's AI". The Economist. ISSN 0013-0613. Retrieved June 14, 2020.
  108. ^ Lambert, Fred (October 20, 2016). "Tesla's software timeline for 'Enhanced Autopilot' transition means 'Full Self-Driving Capability' as early as next year". Electrek. Retrieved October 20, 2016. At "2 to 3 months from now", Tesla expects .. the new software validation for the Autopilot features
  109. ^ Golson, Jordan; Bohn, Dieter (October 19, 2016). "All new Tesla cars now have hardware for 'full self-driving capabilities'". The Verge. Retrieved October 22, 2016.
  110. ^ "Elon Musk on Boring Company, Semi-Truck, Mars – TED Talk [transcript]". Electrek. May 1, 2017. Retrieved May 2, 2017. Chris: The time when someone will be able to buy one of your cars and literally just take the hands of the wheel and go to sleep and wake up and find that they've arrived. How far away is that? To do that safely? Elon: That's about two years.
  111. ^ Brown, Mike (November 2, 2018). "Elon Musk Doubles Down on Tesla Full Self-Driving for Next Year". Inverse. Retrieved February 9, 2019.
  112. ^ Keeney, Tasha; Analyst, A. R. K. "On the Road to Full Autonomy With Elon Musk – FYI Podcast". ARK Investment Management. Archived from the original on February 19, 2020. Retrieved January 10, 2020 – via Starts at 9:50 into podcast.
  113. ^ Lambert, Fred (February 20, 2019). "Tesla's Self-Driving system is coming by the end of the year but will require driver oversight, says Elon Musk". Electrek. Retrieved January 10, 2020.
  114. ^ Weintraub, Seth (February 28, 2019). "Tesla says 'Automatic driving on city streets' including responding to traffic lights/stop signs coming this year". Electrek. Retrieved December 29, 2019.
  115. ^ "Design Your Model 3 | Tesla". December 16, 2019. Archived from the original on December 16, 2019. Retrieved September 18, 2022.
  116. ^ "Design Your Model 3 | Tesla". February 5, 2020. Archived from the original on February 5, 2020. Retrieved January 18, 2021.
  117. ^ "Elon Musk: Full Self Driving May Be 'Feature Complete' But That 'Doesn't Mean Features Are Working Well'". Jalopnik. January 30, 2020. Retrieved July 7, 2020.
  118. ^ "Tesla Autopilot Innovation Comes From Team Of ~300 Jedi Engineers – Interview With Elon Musk". CleanTechnica. August 15, 2020. Retrieved August 16, 2020.
  119. ^ Hyatt, Kyle (January 27, 2021). "Elon Musk says Tesla's Full Self-Driving tech will have Level 5 autonomy by the end of 2021". Roadshow. Retrieved January 29, 2021.
  120. ^ Transcribing, Motley Fool (January 27, 2021). "Tesla (TSLA) Q4 2020 Earnings Call Transcript". The Motley Fool. Retrieved January 29, 2021.
  121. ^ Hawkins, Andrew J. (May 7, 2021). "Tesla privately admits Elon Musk has been exaggerating about 'full self-driving'". The Verge. Retrieved May 31, 2021.
  122. ^ Hart, Robert. "Elon Musk Predicts Tesla Self-Driving Cars Will Arrive 'This Year'". Forbes. Retrieved February 18, 2024.
  123. ^ "Robotaxi regulators say Tesla hasn't contacted them about plans teased by Elon Musk". NBC News. April 11, 2024. Retrieved May 26, 2024.
  124. ^ Hawkins, Andrew J. (October 21, 2020). "Tesla's 'Full Self-Driving' software is starting to roll out to select customers". The Verge. Retrieved January 26, 2021.
  125. ^ Holderith, Peter (October 27, 2020). "Tesla's 'Full Self Driving' Beta Tech Nearly Wrecked This Model 3 Into a Parked Car". The Drive. Retrieved October 30, 2020.
  126. ^ Synced (October 28, 2020). "Tesla Rolls Out 'Full Self-Driving' Beta; Critics Apply the Brakes". Synced. Retrieved October 30, 2020.
  127. ^ Krisher, Tom (January 28, 2021). "Tesla posts 1st annual profit but misses analysts' estimates". Chicago Tribune. Retrieved January 29, 2021.
  128. ^ a b CraftorXYZ, Fred (April 6, 2022). "Tesla Gigafactory interview". YouTube. Retrieved April 6, 2022.
  129. ^ Lambert, Fred (October 11, 2021). "Tesla officially starts its 'wider release' of Full Self-Driving Beta in the US". Electrek. Retrieved October 11, 2021.
  130. ^ Shepardson, David (November 2, 2021). "Tesla recalls nearly 12,000 U.S. vehicles over software communication error". Reuters. Retrieved November 30, 2021.
  131. ^ "Tesla has 150,000 cars using its safety score tool". TechCrunch. October 21, 2021. Retrieved November 30, 2021.
  132. ^ Novet, Lora Kolodny, Jordan (January 26, 2022). "Tesla beats on earnings and revenue, says supply chain issues were 'main limiting factor'". CNBC. Retrieved January 29, 2022.{{cite web}}: CS1 maint: multiple names: authors list (link)
  133. ^ Bellan, Rebecca (February 22, 2023). "What to expect from Tesla's long-awaited FSD version 11". TechCrunch. Retrieved February 28, 2023.
  134. ^ "Regulators force Tesla to recall 363,000 'Full Self-Driving' vehicles". PBS NewsHour. February 17, 2023. Retrieved February 28, 2023.
  135. ^ Stumpf, Rob (February 27, 2023). "Tesla Stops Activating Full Self-Driving Software in New Cars During Recall". The Drive. Retrieved April 4, 2024.
  136. ^ a b Kierstein, Alex (March 23, 2023). "Tesla Fix Is In After Admitting Full-Self Driving May Cause Crashes, Recalling More Than 360,000 Cars". Motor Trend. Retrieved July 7, 2023.
  137. ^ Krisher, Tom (July 6, 2023). "Tesla's Autopilot driver-assist system gets closer look as US seeks details on recent changes". AP News. Retrieved July 7, 2023.
  138. ^ NHTSA (April 4, 2024). "Additional Information Regarding EA22002" (PDF). NHTSA.gov.
  139. ^ a b Gault, Matthew (August 28, 2023). "Elon Musk Stops Self-Driving Tesla From Lurching Into Intersection In Demo, Musk Fans Cheer". Vice. Retrieved September 2, 2023.
  140. ^ Not a Tesla App Staff (December 30, 2023). "First Look at Tesla's FSD Beta v12.1 [Video]". Not a Tesla App. Retrieved October 9, 2024.
  141. ^ Teague, Chris (April 2, 2024). "Tesla's FSD Gets a Rebrand and Moves Out of Beta". thetruthaboutcars.com. Retrieved April 2, 2024.
  142. ^ Agatie, Cristian (March 20, 2024). "Tesla Is Confident FSD Beta V12 Hit a Breakthrough, It's Too Good for Your Own Safety". autoevolution. Retrieved March 27, 2024.
  143. ^ Eckert, Adam (March 27, 2024). "Brad Gerstner Buys Tesla Stock After 'ChatGPT Moment' With Latest FSD Release: 'Feels Like A Human Driving' - Tesla (NASDAQ:TSLA)". Benzinga. Retrieved March 28, 2024.
  144. ^ a b O'Kane, Sean (March 26, 2024). "Tesla is pushing a free one-month trial of its FSD Beta driver-assistance software to US customers". TechCrunch. Retrieved March 27, 2024.
  145. ^ "98 Percent of Drivers Who Try Tesla's Full Self-Driving Demo Ditch It After the Trial Period Is Over". Futurism. Retrieved May 26, 2024.
  146. ^ Singh, Karan (July 4, 2024). "Tesla Releases FSD V12.4.3 to Employees [Update: Rollout Continues to More Customers]". Not a Tesla App. Retrieved October 9, 2024.
  147. ^ Not a Tesla App Staff (September 3, 2024). "Tesla Releases 'Actually Smart Summon': Features & Videos [Now Includes HW3]". Not a Tesla App. Retrieved October 9, 2024.
  148. ^ Singh, Karan (September 9, 2024). "Tesla Updates FSD Package, Can Now Only Buy FSD Supervised". Not a Tesla App. Retrieved October 9, 2024.
  149. ^ https://www.notateslaapp.com/software-updates/version/2024.33.25/release-notes
  150. ^ "Tesla AI Release Roadmap". X. September 4, 2024. Retrieved October 9, 2024.
  151. ^ "Is Tesla's Enhanced Autopilot worth getting?". Drive. October 6, 2023.
  152. ^ "Tesla offering new Enhanced Autopilot option in Australia". CarExpert. June 17, 2022.
  153. ^ "The current state of FSD in Australia". X. July 6, 2024. Retrieved October 9, 2024.
  154. ^ "Tesla stock surges on 'watershed' full self-driving approval in China". Yahoo Finance. April 29, 2024. Retrieved May 1, 2024.
  155. ^ Not a Tesla App Staff (May 21, 2024). "Tesla Expected to Add New 3D Baidu Maps in China This Month". Not a Tesla App. Retrieved October 9, 2024.
  156. ^ Li, Qiaoyi; Goh, Brenda (April 29, 2024). "What is Tesla's Full Self-Driving and why its China rollout matters". Reuters. Retrieved October 9, 2024.
  157. ^ "Tesla stock surges on 'watershed' full self-driving approval in China". Yahoo Finance. April 29, 2024. Retrieved May 1, 2024.
  158. ^ Singh, Karan (June 20, 2024). "Tesla Begins Testing FSD in China". Not a Tesla App. Retrieved October 9, 2024.
  159. ^ "Tesla Autopilot and Full Self-Driving explained". Carbuyer.
  160. ^ John, Darryn (December 19, 2022). "Tesla has been testing Full Self-Driving (FSD) Beta in Europe with employees for over one year". Drive Tesla. Retrieved October 9, 2024.
  161. ^ John, Darryn (April 26, 2024). "Tesla showcases Full Self-Driving (FSD) to Swedish transport official in Germany". Drive Tesla. Retrieved October 9, 2024.
  162. ^ Brown, Mike (August 19, 2020). "Tesla Dojo: Why Elon Musk says full self-driving is set for 'quantum leap'". Inverse. Archived from the original on February 25, 2021. Retrieved September 5, 2021.
  163. ^ a b "Ahead of 'Dojo,' Tesla Reveals Its Massive Precursor Supercomputer". HPCwire. June 22, 2021.
  164. ^ Jin, Hyunjoo (August 20, 2021). "Musk says Tesla likely to launch humanoid robot prototype next year". Reuters. Retrieved August 20, 2021.
  165. ^ Shilov, Anton (August 28, 2023). "Tesla's $300 Million AI Cluster Is Going Live Today". Tom's Hardware. Retrieved September 3, 2023.
  166. ^ Morgan, Timothy Prickett (August 24, 2022). "Inside Tesla's Innovative And Homegrown "Dojo" AI Supercomputer". The Next Platform. Retrieved April 11, 2023.
  167. ^ Bellan, Rebecca; Alamalhodaei, Aria (August 20, 2021). "Top four highlights of Elon Musk's Tesla AI Day". techcrunch.com. Techcrunch. Retrieved August 20, 2021.
  168. ^ Novet, Jordan (August 20, 2021). "Tesla unveils chip to train A.I. models inside its data centers". cnbc.com. CNBC. Retrieved August 20, 2021.
  169. ^ Shahan, Zachary (August 19, 2021). "NVIDIA: Tesla's AI-Training Supercomputers Powered By Our GPUs". CleanTechnica. Archived from the original on August 19, 2021.
  170. ^ Lahiri, Anusuya. "Elon Musk's Big Bet: Tesla to Ramp Up AI Development with Nvidia's Powerful Chips - NVIDIA (NASDAQ:NVDA), Tesla (NASDAQ:TSLA)". Benzinga. Retrieved May 26, 2024.
  171. ^ "NTSB Finds Tesla Partly to Blame in Fatal Self-Driving Car Crash". September 22, 2017.
  172. ^ Golson, Jordan (April 27, 2016). "Volvo autonomous car engineer calls Tesla's Autopilot a 'wannabe'". The Verge. Retrieved July 1, 2016.
  173. ^ Korosec, Kirsten (December 15, 2015). "Elon Musk Says Tesla Vehicles Will Drive Themselves in Two Years". Fortune. Retrieved July 1, 2016.
  174. ^ "MODEL S OWNER'S MANUAL" (PDF). Retrieved November 7, 2020. Traffic-Aware Cruise Control is primarily intended for driving on dry, straight roads, such as highways and freeways. It should not be used on city streets.
  175. ^ "NTSB Finds Tesla Partly to Blame in Fatal Self-Driving Car Crash". September 22, 2017. While Tesla explicitly informed Model S owners that Autopilot should only be used on limited-access highways, it did not incorporate protections against its use on other types of roads.
  176. ^ "MODEL Y OWNER'S MANUAL" (PDF). Retrieved November 7, 2020. Do not use Autosteer on city streets, in construction zones, or in areas where bicyclists or pedestrians may be present.
  177. ^ a b "Autopilot and Full Self-Driving Capability". www.tesla.com. February 13, 2019.
  178. ^ a b Olsen, Patrick (October 4, 2018). "Cadillac Tops Tesla in Consumer Reports' First Ranking of Automated Driving Systems". Consumer Reports. Retrieved June 23, 2020.
  179. ^ Barry, Keith (February 6, 2020). "More Cars Getting GM's Super Cruise Automated Driving Setup". Consumer Reports. Retrieved June 25, 2020.
  180. ^ Silver, David. "Tesla Model 3 Autopilot Outperforms Competitors in Lane-Keeping Test". Forbes. Retrieved June 25, 2020.
  181. ^ "Aftermarket Self-Driving Tech vs. Tesla Autopilot, Cadillac Super Cruise". www.caranddriver.com. February 10, 2020. Retrieved July 25, 2020.
  182. ^ "Cadillac Super Cruise versus Tesla Autopilot". www.digitaltrends.com. June 10, 2020. Retrieved July 4, 2020.
  183. ^ "Assisted Driving Gradings | Euro NCAP". www.euroncap.com. Retrieved October 6, 2020.
  184. ^ Monticello, Mike (October 28, 2020). "Cadillac's Super Cruise Outperforms Other Driving Assistance Systems". Consumer Reports.
  185. ^ Ferlita, Kyle (November 1, 2020). "Consumer Reports says Tesla's Autopilot is a distant second to GM's Super Cruise". DriveTribe. Archived from the original on January 13, 2022. Retrieved November 2, 2020.
  186. ^ Evans, Scott (February 9, 2021). "Cadillac Super Cruise Review: Better Than Tesla's Autopilot". MotorTrend. Retrieved February 9, 2021.
  187. ^ a b Abuelsamid, Sam; Shepard, Scott (May 20, 2021). "Guidehouse Insights Names Waymo, Nvidia, Argo AI, and Baidu the Leading Companies Developing Automated Driving Systems (Executive Summary)" (PDF). Guidehouse Insights. Retrieved May 24, 2021.(Registration required)
  188. ^ Monticello, Mike (January 25, 2023). "Ford's BlueCruise Ousts GM's Super Cruise as CR's Top-Rated Active Driving Assistance System". Consumer Reports. Archived from the original on February 10, 2023. Retrieved April 29, 2023.
  189. ^ "Ford's BlueCruise Remains CR's Top-Rated Active Driving Assistance System". Consumer Reports. October 17, 2023. Retrieved March 13, 2024.
  190. ^ Stevens, Tim (December 28, 2023). "How Tesla, BMW, Ford, GM and Mercedes driver assist systems compare". TechCrunch. Retrieved December 29, 2023.
  191. ^ Hawkins, Andrew J. (March 12, 2024). "A top auto safety group tested 14 partial automated systems — only one passed". The Verge. Retrieved March 13, 2024.
  192. ^ Lee, Timothy B. (March 7, 2019). "Tesla has a self-driving strategy other companies abandoned years ago". Ars Technica. Retrieved January 2, 2021.
  193. ^ Monticello, Mike. "Tesla's 'Full Self-Driving Capability' Falls Short of Its Name". Consumer Reports. Retrieved January 2, 2021.
  194. ^ Blanchard, Dave (May 3, 2018). "Tesla: Unsafe at Every Speed?". www.ehstoday.com. Retrieved January 2, 2021.
  195. ^ a b Hawkins, Andrew J. (April 24, 2019). "It's Elon Musk vs. everyone else in the race for fully driverless cars". The Verge. Retrieved April 29, 2020.
  196. ^ "Tesla's plan for Level 5 not feasible, experts say". Automotive News. July 20, 2020. Retrieved October 30, 2020.
  197. ^ Metz, Cade (August 20, 2021). "Tesla Sells 'Full Self-Driving,' but What Is It Really?". The New York Times. ISSN 0362-4331. Retrieved August 20, 2021.
  198. ^ Templeton, Brad. "Elon Musk Declares Precision Maps A "Really Bad Idea" -- Here's Why Others Disagree". Forbes. Retrieved October 24, 2020.
  199. ^ "Elon Musk calls lidar 'stupid,' but most self-driving cars use it. Who's right?". The Mercury News. June 17, 2019. Retrieved April 30, 2020.
  200. ^ Cummings, Mary (August 2021). "Safety Implications of Variability in Autonomous Driving Assist Alerting" (PDF). Duke University Humans and Autonomy Lab. Retrieved August 22, 2021.
  201. ^ a b "Do Tesla FSD Beta Releases Violate Public Road Testing Regulations?". www.jurist.org. September 27, 2021. Retrieved September 30, 2021.
  202. ^ Loveday, Steven (April 29, 2016). "Elon Musk 'The Probability Of Having An Accident Is 50% Lower If You Have Autopilot On'". Inside EVs. Retrieved April 29, 2016.
  203. ^ "A Tragic Loss". Tesla (corporate blog). June 30, 2016. Retrieved December 18, 2023.
  204. ^ "Read Tesla's Full Response to 'Fortune'". Fortune. July 6, 2016. Retrieved December 18, 2023.
  205. ^ Simonite, Tom (July 6, 2016). "Tesla's Dubious Claims About Autopilot's Safety Record". Technology Review. Retrieved December 18, 2023.
  206. ^ Noland, David (October 13, 2016). "How safe is Tesla Autopilot? Parsing the statistics (as suggested by Elon Musk)". Green Car Reports. Retrieved December 18, 2023.
  207. ^ Loomis, Carol J. (July 5, 2016). "Elon Musk Says Autopilot Death 'Not Material' to Tesla Shareholders". Fortune. Retrieved December 18, 2023.
  208. ^ "Fatal Tesla Autopilot accident investigation ends with no recall ordered". The Verge. January 19, 2017. Retrieved January 19, 2017.
  209. ^ "PE 16-007. MY2014-2016 Tesla Model S and Model X" (PDF). NHTSA. January 19, 2017. Retrieved June 7, 2017.
  210. ^ Mitchell, Russ (February 15, 2019). "An agency hid Tesla crash data for nearly two years". San Francisco Chronicle. Retrieved May 17, 2019.
  211. ^ a b Niedermeyer, Edward (July 15, 2019). "NHTSA's Flawed Autopilot Safety Study Unmasked". The Drive. Retrieved March 7, 2023.
  212. ^ NHTSA's Implausible Safety Claim for Tesla's Autosteer Driver Assistance System (PDF) (Report). Quality Control Systems Corporation. February 8, 2019. Archived from the original (PDF) on June 28, 2019. Retrieved May 17, 2019.
  213. ^ a b Mitchell, Russ (December 27, 2022). "Tesla stopped reporting its Autopilot safety numbers online, Why?". Los Angeles Times. Retrieved March 7, 2023.
  214. ^ a b Noland, David (November 16, 2018). "Tesla fatal crash rate with Autopilot could still be no better than with human drivers". Green Car Reports. Retrieved December 18, 2023.
  215. ^ a b c d Goodall, Noah J. (October 26, 2021). "A Methodology for Normalizing Safety Statistics of Partially Automated Vehicles". engrXiv (Preprint). doi:10.31224/osf.io/m8j6g. S2CID 240033225.
  216. ^ Lambert, Fred (April 22, 2020). "Tesla drops a bunch of new Autopilot data, 3 billion miles and more". Electrek. Retrieved April 23, 2020.
  217. ^ Lambert, Fred (April 21, 2020). "Tesla releases impressive videos of cars avoiding running over pedestrians". Electrek. Retrieved April 23, 2020.
  218. ^ Kane, Mark (January 11, 2023). "Tesla Safety Report Returns: Autopilot Gets Better And Better". InsideEVs. Retrieved March 7, 2023.
  219. ^ Loveday, Steven (March 7, 2023). "Check Out Tesla's FSD Beta Crash Stats: Should We Be Impressed?". InsideEVs. Retrieved March 7, 2023.
  220. ^ Goodall, Noah (March 2023). "Normalizing crash risk of partially automated vehicles under sparse data". Journal of Transportation Safety & Security. 16: 1–17. doi:10.1080/19439962.2023.2178566. S2CID 257295413.
  221. ^ "New MIT study confirms Tesla's autopilot is indeed unsafe". Screen Shot. September 21, 2021. Retrieved September 21, 2021.
  222. ^ Morando, Alberto; Gershon, Pnina; Mehler, Bruce; Reimer, Bryan (October 1, 2021). "A model for naturalistic glance behavior around Tesla Autopilot disengagements". Accident Analysis & Prevention. 161: 106348. doi:10.1016/j.aap.2021.106348. ISSN 0001-4575. PMID 34492560.
  223. ^ "Your Autopilot has arrived". Tesla Motor Company. October 14, 2015. Retrieved June 15, 2024.
  224. ^ a b Boudette, Neal E. (September 14, 2016). "Autopilot Cited in Death of Chinese Tesla Driver". The New York Times. Retrieved June 15, 2024.
  225. ^ Davies, Alex (June 30, 2016). "Tesla's Autopilot Has Had Its First Deadly Crash". Wired. Retrieved June 15, 2024.
  226. ^ Irby, Kate (July 6, 2016). "Tesla CEO Elon Musk says the autopilot death doesn't matter to investors". Lexington Herald-Leader. McClatchy. Retrieved June 15, 2024.
  227. ^ Felton, Ryan (February 27, 2018). "Two Years On, A Father Is Still Fighting Tesla Over Autopilot And His Son's Fatal Crash". Jalopnik. Retrieved June 15, 2024.
  228. ^ Ohr, Stephan (July 12, 2016). "White on White: Thoughts on Tesla's Autopilot Fatality". EE Times. Retrieved June 15, 2024.
  229. ^ Sage, Alexandria; Sheparson, David (September 11, 2016). "Tesla's Musk says new Autopilot likely would have prevented death". Reuters. Retrieved June 15, 2024.
  230. ^ Hawkins, Andrew J. (May 17, 2019). "Tesla didn't fix an Autopilot problem for three years, and now another person is dead". The Verge. Retrieved June 15, 2024.
  231. ^ Yekikian, Nick (May 25, 2021). "Tesla Is Ditching Radar in Transition to Camera-Only Autopilot System". Motor Trend. Retrieved July 16, 2024.
  232. ^ a b Siddiqui, Faiz (March 19, 2023). "How Elon Musk knocked Tesla's 'Full Self-Driving' off course". The Washington Post. Retrieved March 23, 2023.
  233. ^ "Tesla Deaths Dataset". tesladeaths.com. Retrieved July 22, 2023.
  234. ^ Kolodny, Lora; Wile, Rob (April 26, 2024). "Federal regulator finds Tesla Autopilot has 'critical safety gap' linked to hundreds of collisions". CNBC. Retrieved June 15, 2024.
  235. ^ Kolodny, Lora (April 8, 2024). "Tesla settles lawsuit over Autopilot crash that killed Apple engineer". CNBC. Retrieved June 15, 2024.
  236. ^ Highway Accident Brief: Rear-End Collision Between a Car Operating with Advanced Driver Assistanc Systems and a Stationary Fire Truck, Culver City, California, January 22, 2018 (PDF) (Report). National Transportation Safety Board. July 2019. Retrieved June 15, 2024. Performance data show that the Tesla followed various lead vehicles in heavy traffic for minutes before the crash. When the last lead vehicle changed lanes—3 to 4 seconds before the crash—revealing the fire truck on the path of the Tesla, the system was unable to immediately detect the hazard and accelerated the Tesla toward the stationary truck. By the time the system detected the stationary vehicle and gave the driver a collision warning—0.49 second before impact—the collision was imminent and the warning was too late, particularly for an inattentive driver.
  237. ^ Thadani, Trisha; Siddiqui, Faiz; Lerman, Rachel; Merrill, Jeremy B. (December 10, 2023). "Tesla drivers run Autopilot where it's not intended — with deadly consequences". The Washington Post. Retrieved June 15, 2024.
  238. ^ Shepardson, David (February 25, 2020). "Tesla and U.S. Regulators Strongly Criticized Over Role of Autopilot in Crash". US News.
  239. ^ Muller, Joann (February 28, 2020). "NTSB says lax oversight of Tesla Autopilot is an accident waiting to happen". Axios. Retrieved April 30, 2020.
  240. ^ "NTSB Calls Out Tesla, Apple And NHTSA Over Fatal Autopilot Crashes And Sloppy Regulating". Jalopnik. February 25, 2020. Retrieved April 30, 2020.
  241. ^ "U.S. regulators to more closely monitor advanced driver safety systems". Reuters. June 29, 2021. Retrieved June 29, 2021.
  242. ^ a b "NHTSA Orders Crash Reporting for Vehicles Equipped with Advanced Driver Assistance Systems and Automated Driving Systems" (Press release). National Highway Traffic Safety Administration. June 29, 2021. Retrieved September 22, 2021.
  243. ^ Kolodny, Lora; Wile, Rob (April 26, 2024). "Federal regulator finds Tesla Autopilot has 'critical safety gap' linked to hundreds of collisions". CNBC. Retrieved May 15, 2024.
  244. ^ a b Sage, Alexandria; Ingram, David (July 1, 2016). "Tesla mixes warnings and bravado about hands-free driving". Reuters. Retrieved July 13, 2023.
  245. ^ Video Appears To Show Man Asleep Behind Wheel Of Self-Driving Car On LA Freeway | NBC Nightly News, June 14, 2019, retrieved May 2, 2020
  246. ^ "A Sleeping Tesla Driver Highlights Autopilot's Biggest Flaw". Wired. ISSN 1059-1028. Retrieved May 2, 2020.
  247. ^ Lindeman, Tracey (January 16, 2018). "Using An Orange to Fool Tesla's Autopilot Is Probably a Really Bad Idea". Motherboard. Vice. Retrieved July 13, 2023.
  248. ^ Krok, Andrew; Szymkowski, Sean (August 30, 2021). "Amazon still sells versions of the dangerous Autopilot Buddy Tesla accessory". Road/Show. CNet. Retrieved July 13, 2023.
  249. ^ Ewing, Steven (June 19, 2018). "NHTSA issues cease and desist for Tesla Autopilot Buddy". Road/Show. CNet. Retrieved July 13, 2023.
  250. ^ O'Kane, Sean (May 14, 2018). "Tesla rejected more advanced driver monitoring features on its cars". The Verge. Retrieved June 11, 2021.
  251. ^ Kolodny, Lora (May 28, 2021). "Tesla starts using cabin cameras to make sure drivers are paying attention". CNBC. Retrieved May 31, 2021.
  252. ^ O'Kane, Sean (May 27, 2021). "Tesla starts using in-car camera for Autopilot driver monitoring". The Verge. Retrieved May 31, 2021.
  253. ^ "Tesla's Camera-Based Driver Monitoring Fails to Keep Driver Attention on the Road, CR Tests Show". Consumer Reports. Retrieved December 23, 2021.
  254. ^ Whole Mars Catalog [@WholeMarsBlog] (December 31, 2022). "Users with more than 10,000 miles on FSD Beta should be given the option to turn off the steering wheel nag" (Tweet) – via Twitter.
  255. ^ Musk, Elon [@elonmusk] (December 31, 2022). "Agreed, update coming in Jan" (Tweet) – via Twitter.
  256. ^ Rivers, Stephen (January 2, 2023). "Tesla To Remove Steering Wheel Nag For Some Full Self-Driving Beta Users". CarScoops. Retrieved July 13, 2023.
  257. ^ Kolodny, Lora (June 20, 2023). "Tesla secret configuration allows select drivers to use Autopilot, FSD without a nag to take the wheel". CNBC. Retrieved July 13, 2023.
  258. ^ Shakir, Umar (June 20, 2023). "Tesla hacker discovers secret 'Elon Mode' for hands-free Full Self-Driving". The Verge. Retrieved July 13, 2023.
  259. ^ Donaldson, John (July 26, 2023). "EA 22-002 | Special Order regarding changes to Tesla's driver monitoring system" (PDF). National Highway Traffic Safety Administration. Retrieved September 1, 2023.
  260. ^ Krisher, Tom (August 30, 2023). "Tesla is allowing no-hands driving with Autopilot for longer periods. US regulators have questions". AP News. Retrieved September 1, 2023.
  261. ^ "EA 22-022 | Notice of Confidential Response to Special Order" (PDF). National Highway Traffic Safety Administration. August 25, 2023. Retrieved September 1, 2023.
  262. ^ Gilboy, James (January 29, 2024). "Tesla Autopilot Cheat Devices Reveal US Cars Have Less Safe Software Than Exports". The Drive. Retrieved January 29, 2024.
  263. ^ "Why Tesla's Autopilot Can't See a Stopped Firetruck". Wired. ISSN 1059-1028. Retrieved July 15, 2020.
  264. ^ Steve (January 2, 2020). "Why Do Teslas Crash into Firetrucks and Other Emergency Vehicles?". AutoPilot Review. Retrieved October 7, 2020.
  265. ^ "Tesla on 'Autopilot' hits police vehicle which hits ambulance, driver possibly drunk: police". The Mercury News. July 14, 2020. Retrieved July 15, 2020.
  266. ^ Marteka, Peter (December 7, 2019). "Tesla on Autopilot collided Saturday morning with a state police cruiser". courant.com. Retrieved July 15, 2020.
  267. ^ "Tesla that crashed into police car was in 'autopilot' mode, California official says". The Guardian. May 29, 2018. Retrieved July 15, 2020.
  268. ^ R, Tom; Halford, Dean; Sam, Cedric; Best, Ryan. "Thousands of Tesla Owners Share Their Close Calls With Autopilot". Bloomberg.com. Archived from the original on January 4, 2020. Retrieved May 2, 2020.
  269. ^ Claburn, Thomas (November 14, 2018). "Oi, Elon: You Musk sort out your Autopilot! Tesla loyalists tell of code crashes, near-misses". www.theregister.co.uk. Retrieved May 2, 2020.
  270. ^ Hutchinson, Lee (May 21, 2016). "Cruising with Tesla's Autopilot in Houston traffic". YouTube. Retrieved May 21, 2016.
  271. ^ Gitlin, Jonathan (May 14, 2016). "Another driver says Tesla's autopilot failed to brake; Tesla says otherwise". Ars Technica. US. Retrieved May 22, 2016.
  272. ^ a b "Tesla recalls nearly 12,000 U.S. vehicles over software communication error". CNBC. Reuters. November 2, 2021. Retrieved March 13, 2023.
  273. ^ Hutchinson, Lee (June 3, 2016). "Four hundred miles with Tesla's autopilot forced me to trust the machine". Ars Technica. US. Retrieved May 22, 2016.
  274. ^ Barry, Keith (May 22, 2019). "Tesla's Updated Navigate on Autopilot Requires Significant Driver Intervention". Consumer Reports. Retrieved January 2, 2021.
  275. ^ a b c d Harris, Mark (August 3, 2022). "The radical scope of Tesla's data hoard". IEEE Spectrum. Archived from the original on June 1, 2023. Retrieved June 28, 2023.
  276. ^ Templeton, Brad (April 29, 2019). "Tesla's "Shadow" Testing Offers A Useful Advantage On The Biggest Problem In Robocars". Forbes. Retrieved June 30, 2023.
  277. ^ a b Harris, Mark (August 4, 2022). "Tesla's Autopilot depends on a deluge of data". IEEE Spectrum. Retrieved June 28, 2023.
  278. ^ a b Harris, Mark (August 5, 2022). "Who actually owns Tesla's data?". IEEE Spectrum. Retrieved June 28, 2023.
  279. ^ "Privacy policies: Location Services". Tesla. Retrieved June 28, 2023.
  280. ^ Chen, Shawna; Salmon, Felix (September 11, 2023). "Tesla ranks poorly on protecting customers' data, report finds". Axios. Retrieved June 24, 2024.
  281. ^ Weatherbed, Jess (September 6, 2023). "Mozilla study reveals that "modern cars are a privacy nightmare"". The Verge. Retrieved June 26, 2024.
  282. ^ "In Response to False Allegations". Tesla Motors. February 16, 2023. Retrieved March 23, 2023.
  283. ^ a b Kolodny, Lora (June 28, 2022). "Tesla is cutting about 200 Autopilot jobs and closing office in San Mateo, California". CNBC. Retrieved April 6, 2023.
  284. ^ a b c d Stecklow, Steve; Cunningham, Waylon; Jin, Hyunjoo (April 6, 2023). "Special Report – Tesla workers shared sensitive images recorded by customer cars". Reuters. Retrieved April 6, 2023.
  285. ^ Kessler, Aaron M. (March 19, 2015). "Elon Musk Says Self-Driving Tesla Cars Will Be in the U.S. by Summer". The New York Times. Retrieved March 20, 2015.
  286. ^ 85 FR 78058
  287. ^ a b Sumwalt, Robert L. (February 1, 2021). "Docket No. DOT-NHTSA-2020-0106". Letter to National Highway Traffic Safety Administration. Retrieved May 17, 2021.
  288. ^ Kolodny, Lora (March 12, 2021). "A federal agency warns Tesla tests unfinished driverless tech on its users". CNBC. Retrieved May 17, 2021.
  289. ^ "Standing General Order on Crash Reporting for Levels of Driving Automation 2-5". National Highway Traffic Safety Administration. Retrieved September 22, 2021.
  290. ^ "First Amended Standing General Order 2021-01: Incident reporting for Automated Driving Systems (ADS) and Level 2 Advanced Driver Assistance Systems (ADAS)" (PDF). National Highway Traffic Safety Administration. August 5, 2021. Retrieved September 22, 2021.
  291. ^ Shepardson, David; Jin, Hyunjoo (August 16, 2021). "U.S. opens formal safety probe into some 765,000 Tesla vehicles". Reuters. Retrieved August 16, 2021.
  292. ^ a b c Krisher, Tom (June 15, 2022). "US report: nearly 400 crashes of automated tech vehicles". AP News. Retrieved June 15, 2022.
  293. ^ Krisher, Tom (October 18, 2022). "11 more crash deaths are linked to automated-tech vehicles". AP NEWS. Retrieved November 1, 2022.
  294. ^ Siddiqui, Faiz; Merrill, Jeremy B. (June 10, 2023). "17 fatalities, 736 crashes: The shocking toll of Tesla's Autopilot". The Washington Post. Retrieved July 27, 2023.
  295. ^ Blanco, Sebastian (June 13, 2013). "Report: Tesla Autopilot Involved in 736 Crashes since 2019". Car and Driver. Retrieved July 27, 2023.
  296. ^ "Lawsuit labels Tesla Autopilot as 'dangerously defective'". Autoweek. Retrieved June 8, 2018.
  297. ^ Bellon, Tina. "Tesla agrees to settle class action over Autopilot billed as 'safer'". Reuters. Archived from the original on May 26, 2018. Retrieved June 8, 2018.
  298. ^ "Tesla's 'Autopilot' misleading, Germany rules". BBC News. July 15, 2020. Retrieved October 28, 2022.
  299. ^ Shead, Lora Kolodny, Sam (July 14, 2020). "German court rules that Tesla misled consumers on Autopilot and Full Self Driving". CNBC. Retrieved August 13, 2021.{{cite web}}: CS1 maint: multiple names: authors list (link)
  300. ^ Ewing, Jack (July 14, 2020). "German Court Says Tesla Self-Driving Claims Are Misleading". The New York Times. ISSN 0362-4331. Retrieved July 15, 2020.
  301. ^ "German court lets Tesla ads continue referring to autonomous driving". Reuters. August 16, 2022. Retrieved October 28, 2022.
  302. ^ Cao, Sissi (September 9, 2022). "Tesla's Claim That Its Cars Are Self-Driving May Cross the Line From Permitted 'Puffery' to False Advertising". Observer. Retrieved October 28, 2022.
  303. ^ "Munich court orders Tesla to reimburse customer for Autopilot problems". Reuters. July 15, 2022. Retrieved October 28, 2022.
  304. ^ Cotchett, Pitre & McCarthy LLP (September 14, 2022). "Briggs A. Matsko v. Tesla, Inc. | Case 3:22-cv-05240: Class Action Complaint" (PDF). United States District Court, Northern District of California. Retrieved October 31, 2022.
  305. ^ Stempel, Jonathan (September 14, 2022). "Tesla is sued by drivers over alleged false Autopilot, Full Self-Driving claims". Reuters. Retrieved October 31, 2022.
  306. ^ Mitchell, Russ (December 8, 2022). "Tesla says its self-driving technology may be a 'failure' — but not fraud". Los Angeles Times. Retrieved March 13, 2023.
  307. ^ Ewing, Jack (December 19, 2022). "Tesla's Direct Sales Model Helps It Thwart Customer Lawsuits". The New York Times. Retrieved March 13, 2023.
  308. ^ Stempel, Jonathan (February 27, 2023). "Tesla, Musk sued by shareholders over self-driving safety claims". Reuters. Retrieved March 1, 2023.
  309. ^ Pomerantz LLP (February 27, 2023). "Thomas LaMontagne v. Tesla, Inc., Elon R. Musk, Zachary J. Kirkhorn, and Deepak Ahuja | Case 3:23-cv-00869: Class Action Complaint" (PDF). United States District Court, Northern District of California. Retrieved March 1, 2023.
  310. ^ Hawkins, Andrew J. (October 1, 2024). "Tesla wins again as lawsuit challenging Autopilot claims is dismissed". The Verge. Retrieved October 9, 2024.
  311. ^ Martínez-Olguín, Araceli (September 30, 2024). "Thomas LaMontagne v. Tesla, Inc., Elon R. Musk, Zachary J. Kirkhorn, and Deepak Ahuja | Case 3:23-cv-00869: Order granting 62 Motion to Dismiss with leave to amend" (PDF). United States District Court, Northern District of California. Retrieved October 9, 2024.
  312. ^ Roy, Abhirup; Levine, Dan; Jin, Hyunjoo (April 22, 2023). "Tesla wins bellwether trial over Autopilot car crash". Reuters. Retrieved September 28, 2023.
  313. ^ Roy, Abhirup; Levine, Dan; Jin, Hyunjoo (April 22, 2023). "Exclusive: Tesla's Autopilot never claimed to be self-pilot, juror says". Reuters. Retrieved September 28, 2023.
  314. ^ Levine, Dan; Jin, Hyunjoo (August 28, 2023). "Focus: Tesla braces for its first trial involving Autopilot fatality". Reuters. Retrieved September 28, 2023.
  315. ^ Levine, Dan; Jin, Hyunjoo (October 25, 2023). "Tesla aware of Autopilot steering malfunction before fatal crash -lawyer". Reuters. Retrieved October 31, 2023.
  316. ^ Levine, Dan; Jin, Hyunjoo (October 31, 2023). "Tesla wins first US Autopilot trial involving fatal crash". Reuters. Retrieved October 31, 2023.
  317. ^ Spencer, Terry (November 22, 2023). "Lawsuit blaming Tesla's Autopilot for driver's death can go to trial, judge rules". AP News. Retrieved November 27, 2023.
  318. ^ a b Jin, Hyunjoo; Levine, Dan (November 21, 2023). "Judge finds evidence that Tesla, Musk knew about Autopilot defect". Reuters. Retrieved November 27, 2023.
  319. ^ Krisher, Tom; Powell, Hilary (May 11, 2023). "Tesla shouldn't call driving system Autopilot because humans are still in control, Buttigieg says". AP News. Retrieved May 15, 2023.
  320. ^ "Tesla Autopilot: Name deceptive, claim groups". BBC News. May 23, 2018. Retrieved October 28, 2022.
  321. ^ Scow, Adam (July 25, 2019). "Consumer Watchdog and the Center for Auto Safety Urge DMV, AG, & FTC to Investigate Tesla for Deceptive Practices After Another Autopilot-Related Death" (Press release). Consumer Watchdog. Retrieved October 28, 2022.
  322. ^ "Renewed Request for Investigation of Deceptive and Unfair Practices in Advertising and Marketing of the 'Autopilot' Feature Offered in Tesla Motor Vehicles" (PDF). Letter to Joseph Simons, Chairman, Federal Trade Commission. July 25, 2019. Retrieved October 28, 2022.{{cite press release}}: CS1 maint: others (link)
  323. ^ Barry, Keith (August 18, 2021). "Senators Call for Investigation of Tesla's Marketing Claims of Its Autopilot and 'Full Self-Driving' Features". Consumer Reports. Retrieved October 28, 2022.
  324. ^ "New studies highlight driver confusion about automated systems". IIHS-HLDI crash testing and highway safety. Retrieved October 3, 2020.
  325. ^ "Tesla Autopilot slammed as "especially misleading" by UK safety experts". Auto Express. Retrieved July 19, 2020.
  326. ^ "EuroNCAP-Assisted Driving 2020 Tesla model-3 datasheet" (PDF). 2020.
  327. ^ Dixon, Liza (May 2020). "Autonowashing: The Greenwashing of Vehicle Automation". Transportation Research Interdisciplinary Perspectives. 5: 100113. Bibcode:2020TrRIP...500113D. doi:10.1016/j.trip.2020.100113.
  328. ^ Spector, Mike; Levine, Dan (October 26, 2022). "Exclusive: Tesla faces U.S. criminal probe over self-driving claims". Reuters. Retrieved October 28, 2022.
  329. ^ Gitlin, Jonathan M. (January 31, 2013). "Tesla tells investors it's being investigated by the Justice Department". Ars Technica. Retrieved February 1, 2023.
  330. ^ Michaels, Dave; Elliott, Rebecca (October 27, 2022). "SEC, DOJ Probe Tesla Over Statements About Autopilot Functionality". The Wall Street Journal. Retrieved October 31, 2022.
  331. ^ Halvorson, Bengt (October 28, 2022). "Reports: Tesla will face DOJ, SEC scrutiny over self-driving claims". Green Car Reports. Retrieved October 31, 2022.
  332. ^ Mitchell, Russ (August 5, 2022). "California DMV accuses Tesla of falsely advertising Autopilot and Full Self-Driving features". Los Angeles Times. Retrieved October 28, 2022.
  333. ^ Huang, Kalley; Metz, Cade (August 5, 2022). "California Regulator Accuses Tesla of Falsely Advertising Autopilot". The New York Times. Retrieved October 28, 2022.
  334. ^ Kolodny, Lora (August 5, 2022). "California DMV accuses Tesla of deceptive practices in marketing Autopilot and Full Self-Driving options". CNBC. Retrieved August 6, 2022.
  335. ^ Shepardson, David (August 18, 2022). "Tesla seeks hearing on California regulator Autopilot allegations". Reuters. Retrieved October 31, 2022.
  336. ^ California State Assembly. "An act to add Section 24011.5 to the Vehicle Code, relating to vehicles". Session of the Legislature. Statutes of California. State of California. Ch. 308. 24011.5(b): A manufacturer or dealer shall not name any partial driving automation feature, or describe any partial driving automation feature in marketing materials, using language that implies or would otherwise lead a reasonable person to believe, that the feature allows the vehicle to function as an autonomous vehicle, as defined in Section 38750, or otherwise has functionality not actually included in the feature. A violation of this subdivision shall be considered a misleading advertisement for the purposes of Section 11713.
    24011.5(c): As used in this section, "partial driving automation feature" has the same meaning as "Level 2 partial driving automation" in the Society of Automotive Engineers (SAE) Standard J3016 (April 2021).
    direct URL
  337. ^ Cano, Ricardo (December 22, 2022). "New California law effectively bans Tesla from advertising its cars as 'Full Self-Driving'". San Francisco Chronicle. Retrieved December 24, 2022.
  338. ^ Hurler, Kevin (December 27, 2022). "New Law Bans Elon Musk's Tesla From Advertising as 'Full Self-Driving'". Gizmodo. Retrieved December 27, 2022.
  339. ^ Grabar, Henry (October 20, 2016). "Tesla Is Now Selling Cars That One Day Will Be Able to Drive Themselves". Slate. ISSN 1091-2339. Retrieved July 2, 2023.
  340. ^ Clark, Mitchell (January 19, 2023). "Tesla staged Autopilot demo video, says director of software". The Verge. Retrieved January 20, 2023.
  341. ^ Full Self-Driving Hardware on All Teslas. Retrieved October 11, 2024 – via vimeo.com.
  342. ^ a b Brown, Aaron (October 20, 2016). "Watch Tesla's New Self-Driving Car System In Action". The Drive. Retrieved December 28, 2022.
  343. ^ Musk, Elon [@elonmusk] (October 20, 2016). "Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds a parking spot" (Tweet) – via Twitter.
  344. ^ Musk, Elon [@elonmusk] (November 19, 2016). "Longer version of self-driving demo with Paint It Black soundtrack" (Tweet) – via Twitter.
  345. ^ Westlake, Adam (November 20, 2016). "Tesla releases self-driving demo video that shows what the car sees". Slash Gear. Retrieved November 28, 2022.
  346. ^ Hull, Dana; O'Kane, Sean (January 19, 2023). "Musk Oversaw Video That Exaggerated Tesla's Self-Driving Capabilities". Bloomberg. Retrieved January 20, 2023.
  347. ^ Metz, Cade; Boudette, Neal E. (December 6, 2021). "Inside Tesla as Elon Musk Pushed an Unflinching Vision for Self-Driving Cars". The New York Times. ISSN 0362-4331. Retrieved December 7, 2021 – via NYTimes.com.
  348. ^ Bellan, Rebecca (January 17, 2023). "Tesla engineer testifies that 2016 video promoting self-driving was faked". TechCrunch. Retrieved January 18, 2023.
  349. ^ Hull, Dana (January 19, 2024). "Musk Oversaw Video That Exaggerated Tesla's Self-Driving Capabilities". Bloomberg. Retrieved January 20, 2024.
  350. ^ Evans, Scott (December 6, 2021). "Tesla Faked Original Full Self-Driving Video, Former Employees Allege". Motor Trend. Retrieved December 28, 2022.
  351. ^ Torchinsky, Jason (December 7, 2021). "The Car used In Tesla's Promo Video For Autopilot Hit A Barrier During Filming According To A New York Times Story". Jalopnik. Retrieved December 28, 2022.
  352. ^ Jin, Hyunjoo (January 17, 2023). "Tesla video promoting self-driving was staged, engineer testifies". Reuters. Retrieved January 18, 2023.
  353. ^ "PlainSite :: Documents :: NHTSA Special Crash Investigations ADAS / ADS Case Spreadsheet". www.plainsite.org. Retrieved June 23, 2021.
  354. ^ "U.S. safety agency probes 10 Tesla crash deaths since 2016". Reuters. June 17, 2021. Retrieved June 23, 2021.
  355. ^ a b "NHTSA ODI Document, PE 21-020" (PDF). NHTSA.gov. Retrieved August 19, 2021.
  356. ^ Shepardson, David (September 1, 2021). "U.S. identifies 12th Tesla Autopilot car crash involving emergency vehicle". Reuters. Retrieved September 21, 2021.
  357. ^ Magno, Gregory (August 31, 2021). "NHTSA Preliminary Evaluation 21-020: Notification of evaluation and request for information" (PDF). Retrieved September 21, 2021.
  358. ^ Krisher, Tom (September 1, 2021). "US asks Tesla how Autopilot responds to emergency vehicles". AP News. Retrieved September 21, 2021.
  359. ^ Magno, Gregory (September 13, 2021). "NHTSA Preliminary Evaluation 21-020: Notification of evaluation and request for information (BMW)" (PDF). Retrieved December 7, 2021.
  360. ^ Magno, Gregory (September 13, 2021). "NHTSA Preliminary Evaluation 21-020: Notification of evaluation and request for information (Ford)" (PDF). Retrieved December 7, 2021.
  361. ^ Magno, Gregory (September 13, 2021). "NHTSA Preliminary Evaluation 21-020: Notification of evaluation and request for information (Toyota)" (PDF). Retrieved December 7, 2021.
  362. ^ Magno, Gregory (October 12, 2021). "NHTSA Preliminary Evaluation 21-020: Notification of evaluation and request for information" (PDF). Retrieved December 7, 2021.
  363. ^ Krisher, Tom (October 13, 2021). "US regulators seek answers from Tesla over lack of recall". AP News. Retrieved June 13, 2022.
  364. ^ Krisher, Tom (September 4, 2019). "NTSB: Autopilot flaw, driver inattention caused Tesla crash". AP News. Retrieved September 21, 2021.
  365. ^ Fausto, Alma (May 29, 2018). "Tesla in Autopilot mode crashes into police vehicle in Laguna Beach". OC Register. Retrieved September 21, 2021.
  366. ^ a b c d e f g h i j Posada, Steven (June 8, 2022). ODI Resume, EA 22-002 (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. Retrieved June 9, 2022.
  367. ^ Flood, Bill (December 7, 2019). "State Police: cruiser struck by Tesla 3 in 'autopilot' mode". Fox 61 News. Retrieved September 21, 2021.
  368. ^ "Woman dead, man seriously injured after crashing into Cloverdale fire truck". Fox 59 Indianapolis. December 29, 2019. Retrieved September 21, 2021.
  369. ^ Kath, Ryan (June 30, 2020). "Police: Tesla That Hit Mass. State Trooper's Vehicle Was In Autopilot". NBC 10 Boston. Retrieved September 21, 2021.
  370. ^ Minkler, Alana (July 14, 2020). "Tesla on autopilot crashes into DPS patrol car on I-10". Arizona Republic. Retrieved September 21, 2021.
  371. ^ Jasper, Simone (August 26, 2020). "Tesla driver crashes into cop car while watching movie on autopilot, NC officials say". The News & Observer. Charlotte, North Carolina. Retrieved September 21, 2021.
  372. ^ "5 deputy constables injured in crash during Montgomery County traffic stop". ABC 13 News (KTRK). February 27, 2021. Retrieved September 21, 2021.
  373. ^ "Tesla on autopilot crashes into Michigan trooper's patrol car". Detroit Free Press. Associated Press. March 17, 2021. Retrieved September 21, 2021.
  374. ^ Pires, Raphael (May 19, 2021). "3 injured after Tesla crashes into road ranger along I-95". 7 News WSVN. Retrieved September 21, 2021.
  375. ^ Price, Steve (July 12, 2021). "Tesla driver, who allegedly put the car on autopilot, slams into CHP car on closed freeway". CBS 8 San Diego. Retrieved September 21, 2021.
  376. ^ a b Alkondon, Ajit (February 16, 2022). "Unexpected Brake Activation, ODI PE 22-002" (PDF). United States Department of Transportation, National Highway Traffic Safety Administration. Retrieved June 3, 2022.
  377. ^ Blanco, Sebastian (February 19, 2022). "Tesla Investigated over Phantom Braking—416,000 Cars Involved". Car and Driver. Retrieved June 3, 2022.
  378. ^ "Tesla drivers report a surge in 'phantom braking'". Washington Post. ISSN 0190-8286. Retrieved February 2, 2022.
  379. ^ Magno, Gregory (May 4, 2022). Information Request, Preliminary Evaluation PE 22-002 (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. Retrieved June 9, 2022.
  380. ^ Shepardson, David (June 3, 2022). "U.S. NHTSA asks Tesla to respond by June 20 in brake activation probe". Reuters. Retrieved June 3, 2022.
  381. ^ "Standing General Order on Crash Reporting | For incidents involving ADS and Level 2 ADAS". United States Department of Transportation, National Highway Traffic Safety Administration. Retrieved June 15, 2022.
  382. ^ In re: Standing General Order 2021-01 | Incident Reporting for Automated Driving Systems (ADS) and Level 2 Advanced Driver Assistance Systems (PDF) (Report). United States Department of Transportation, National Highway Traffic Safety Administration. June 29, 2021. Retrieved June 13, 2022.
  383. ^ In re: First Amended Standing General Order 2021-01 | Incident Reporting for Automated Driving Systems (ADS) and Level 2 Advanced Driver Assistance Systems (PDF) (Report). United States Department of Transportation, National Highway Traffic Safety Administration. August 5, 2021. Retrieved June 13, 2022.
  384. ^ a b c d "Standing General Order on Crash Reporting | For incidents involving ADS and Level 2 ADAS: Level 2 ADAS incident report data" (CSV). National Highway Traffic Safety Administration. Retrieved November 25, 2022.
  385. ^ Argueta, Brenda; Didlake, Brian (August 28, 2021). "Tesla in 'auto pilot' mode hits patrol car, another vehicle on I-4, troopers say". Click Orlando. Retrieved September 21, 2021.
  386. ^ a b c d Krisher, Tom (June 9, 2022). "Teslas with Autopliot a step closer to recall after wrecks". AP News. Retrieved June 13, 2022.
  387. ^ Blanco, Sebastian (June 11, 2022). "830,000 Teslas with Autopilot under NHTSA Investigation, Recall Possible". Car and Driver. Retrieved June 13, 2022.
  388. ^ Hetzner, Christiaan (June 10, 2022). "Elon Musk's regulatory woes mount as U.S. moves closer to recalling Tesla's self-driving software". Fortune. Retrieved June 13, 2022.
  389. ^ Moon, Mariella (June 10, 2022). "NHTSA deepens its probe into Tesla collisions with stationary emergency vehicles". engadget. Retrieved June 13, 2022.
  390. ^ Ridella, Stephen (August 18, 2022). EA 22-002, Updated and Additional Information Request (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. Retrieved July 25, 2023.
  391. ^ Topka, Tanya (July 3, 2023). EA 22-002, Current Data Request (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. Retrieved July 25, 2023.
  392. ^ a b c d Part 573 Safety Recall Report (PDF) (Report). National Highway Traffic Safety Administration. December 12, 2023. 23V-838. Retrieved December 13, 2023.
  393. ^ a b c Additional Information Regarding EA22002 (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. April 25, 2024. Retrieved April 29, 2024.
  394. ^ O'Kane, Sean (April 26, 2024). "Tesla Autopilot investigation closed after feds find 13 fatal crashes related to misuse". TechCrunch. Retrieved April 29, 2024.
  395. ^ Weatherbed, Jess (April 26, 2024). "Tesla's Autopilot is under investigation again following 'recall' software update". The Verge. Retrieved April 29, 2024.
  396. ^ Ardron, Alexa (April 25, 2024). ODI resume, Investigation RQ24009, prompted by 23V838 (PDF) (Report). U.S. Department of Transportation, National Highway Traffic Safety Administration, Office of Defects Investigation. Retrieved April 29, 2024.
  397. ^ Magno, Gregory (October 12, 2021). "Letter to Eddie Gates, Director, Field Quality" (PDF). National Highway Traffic Safety Administration. Retrieved March 13, 2023.
  398. ^ Krisher, Tom (October 13, 2021). "US regulators seek answers from Tesla over lack of recall". AP News. Retrieved March 13, 2023.
  399. ^ "Part 573 Safety Recall Report 21V-846" (PDF). United States Department of Transportation, National Highway Traffic Safety Administration. December 22, 2021. Retrieved June 3, 2022.
  400. ^ Zipper, David [@DavidZipper] (January 9, 2022). "I guess "Road Rage Mode" didn't fit on the screen" (Tweet) – via Twitter.
  401. ^ Roth, Emma (January 9, 2022). "Tesla's 'Full Self-Driving' beta has an 'assertive' driving mode that 'may perform rolling stops'". The Verge. Retrieved February 1, 2022.
  402. ^ McFarland, Matt (February 2022). "Tesla recalls all 53,822 vehicles with its 'full self-driving' feature". CNN.com. CNN. Retrieved February 2, 2022.
  403. ^ "Tesla recalls nearly 54,000 cars because self-driving software runs stop signs". CBS News. AP. February 1, 2022. Retrieved February 1, 2022.
  404. ^ Mihalascu, Dan (February 3, 2022). "Tesla FSD Beta 10.10 Release Notes Confirm "Rolling Stop" Removal". InsideEVs. Retrieved August 6, 2022.
  405. ^ a b c Lawler, Richard (February 16, 2023). "Tesla recalls 362,758 vehicles with Full Self-Driving beta for 'crash risk". The Verge. Retrieved February 16, 2023.
  406. ^ a b c Part 573 Safety Recall Report (PDF) (Report). National Highway Traffic Safety Administration. February 15, 2023. 23V-085. Retrieved February 16, 2023.
  407. ^ "Full Self-Driving Software May Cause Crash" (PDF). National Highway Traffic Safety Administration. February 16, 2023. Retrieved February 16, 2023.
  408. ^ Krisher, Tom (December 13, 2023). "Tesla recalls nearly all vehicles sold in US to fix system that monitors drivers using Autopilot". AP News. Associated Press. Retrieved December 13, 2023.
  409. ^ "Tesla Autopilot feature was involved in 13 fatal crashes, US regulator says". The Guardian. April 26, 2024. ISSN 0261-3077. Archived from the original on April 26, 2024. Retrieved April 27, 2024.
[edit]