What’s actually slowing this PC down?
Pick the symptom - the matching free tool is one click away.
Some Tesla data annotators told Business Insider they were sometimes instructed to disregard “No Turn on Red” and “No U-Turn” signs while labeling driving footage. One former worker described the rationale as teaching the system to drive more like a person than “a robot that’s just following the rules.” The account concerns how some clips were labeled; it does not establish a company-wide policy or show that Tesla vehicles ignored those signs on the road.
What Tesla workers said about the signs
Business Insider reporter Grace Kay said she spoke with 17 current and former members of Tesla’s data-annotation team. Seven of those workers said annotators were at times told to disregard “No Turn on Red” or “No U-Turn” signs when labeling footage. In that context, disregarding a sign meant not using it to train the system to adhere to that restriction, according to the report. Business Insider’s September 3, 2024 report
As an Amazon Associate I earn from qualifying purchases.
A former worker characterized the approach this way: “It’s a driver-first mentality. I think the idea is we want to train it to drive like a human would, not a robot that’s just following the rules.” That is the worker’s explanation of the rationale, not a statement attributed to Tesla management.
Free tools Windows power users keep installed
One-click scans. No signup required.
What the annotation work involved
Business Insider described teams in Buffalo, New York; Palo Alto, California; and Draper, Utah. Their projects could include reviewing short video clips, tracing objects in still images, or working with satellite overlays. The footage, the report said, came from vehicle owners and in-house test drivers and was used in development work for Autopilot and Full Self-Driving. These details describe the outlet’s reporting on the workflow, not an independent audit of Tesla’s systems. Business Insider
#1 Best Overall
- - Exclusive Compatibility: Custom-designed solely for Tesla Model S with AP1 (Autopilot 1) — NOT compatible with non-AP versions or AP2-equipped Model S, ensuring perfect fit and functional matching.
- - 100% Plug-and-Play, No Modifications: Zero wiring required to preserve the vehicle’s original factory look; installs seamlessly without interfering with native Autopilot systems or factory electronics.
- - Premium Magnetic Polariscope & Full HD Recording: Built-in magnetic suction polariscope for glare reduction, 138° ultra-wide viewing angle, and crisp 1920x1080P resolution at 30FPS for clear, detailed road footage day and night.
- - Smart Safety Features Built-In: Equipped with a sensitive G-sensor that automatically locks critical accident footage, plus seamless loop recording to overwrite old files and ensure uninterrupted storage usage.
- - OEM-Standard Fit & Reliable Support: Precision OEM engineering matches the original car’s dimensions and interior style for a factory-finish look. This dash cam is only compatible with Tesla Model S AP1; please reach out to our support team with any product questions or concerns.
The report said annotators encountered footage from different regions, where traffic rules can vary. That context helps explain why sign labeling matters, but the reporting does not establish how often the disputed instructions occurred, which clips or locations were involved, or how the labels affected a particular model.
What this account does—and does not—establish
- It establishes an attributed allegation: seven workers told Business Insider they were sometimes told to disregard the two named types of signs during annotation.
- It does not establish a formal, company-wide policy: the account is worker testimony about a reported practice, not a published policy or independent verification of every team’s instructions.
- It does not demonstrate on-road behavior: a labeling decision is not proof that a deployed vehicle will ignore a sign. The report did not test vehicles against these signs or document a resulting maneuver.
- Tesla’s response in the original report was limited: Business Insider said it contacted Tesla, Elon Musk, and his legal team but received no response before publication. That is not an admission or denial, and it does not establish whether Tesla commented later.
Futurism’s September 10, 2024 account relayed an essay dictated to Business Insider by an unnamed current worker. The worker was quoted as saying, “There were some times we were told to ignore ‘No Turn on Red’ or ‘No U-Turn’ signs,” and that the general response was along the lines of “Mind your business and your pay grade.” The secondary account provides another attributed version of the allegation, not independent identification of the worker. Futurism’s account
Rank #2
- 💥💥【Upgraded Since Jun 1, 2026】We've leveled up the A4! The rear camera now captures crystal-clear 2.5K footage (previously 1080P), and WiFi 6 replaces the old WiFi standard for lightning-fast video transfers to your phone. Same trusted A4 — now sharper and smarter.
- 【4K+2.5K UHD 2160P Dual Dash Cam】 Experience your drive in breathtaking 4K UHD resolution with a 160-degree wide-angle view for the AFFVER front dash cam, and a 2.5K resolution with a 155° wide-angle for the rear camera, providing smooth, cinematic video evidence for accident disputes and insurance claims. The perfect dash camera for family vehicles, new drivers, and Uber/Lyft drivers.
- 【Enhanced 5GHz WiFi 6 with APP & Built-in GPS】Upgraded to 5GHz WiFi 6 since Jun 1, 2026, this dash cam now delivers video download speeds up to 10MB/s — 25% faster than the previous generation 5GHz WiFi (8MB/s) — for faster footage transfers and smoother video review. The built-in GPS precisely tracks your driving speed, route, and real-time coordinates, with full journey playback available via the app or our Windows & Mac GPS Player.
- 【3.59-Inch IPS Screen & Low Profile Design】The large 3.59-inch IPS screen delivers an exceptionally clear experience. The user interface is easy to read, making menu navigation straightforward and intuitive. With its low-profile and hidden design, the A4 dash camera ensures clear driving visibility while minimally affecting your vehicle's interior.
- 【Seamless Loop Recording & G-sensor】Loop Recording: Minimizes memory maintenance by automatically overwriting the oldest videos when the memory card nears capacity. Gravity Sensor: Acts as an extra witness during incidents; the built-in 3-axis gravity sensor automatically locks and protects videos from deletion in the event of a serious collision, providing additional security for your recordings.
Driver instructions are separate from the labeling allegation
Tesla’s 2024+ Model 3 Owner’s Manual says that Autosteer requires active driver attention: “Your hands must be on the steering wheel at all times while Autosteer is engaged, and you must monitor your surroundings, the road, and other road users.” It also says not to rely on Traffic-Aware Cruise Control to determine an appropriate driving speed and recommends staying within posted speed limits. Those are driver-facing instructions; they neither confirm nor refute what workers said about labeling. The manual is specific to the 2024+ Model 3, and wording or feature availability may differ by market and configuration. Tesla 2024+ Model 3 Owner’s Manual
Outdated Drivers Are Slowing You Down
One free scan finds every outdated or missing driver and matches the right update for your exact hardware.Free scan · exact hardware matchPC Slower Than It Used to Be?
A free scan shows the junk files, broken settings and background clutter dragging Windows down - then fixes them in one click.Free scan · Windows 10 & 11Why labeling is part of the development story
Human labelers mark objects and events in images or video so machine-learning systems can be trained on examples. Reuters reported that Tesla brought data-labeling work in-house after dissatisfaction with contracted labeling. In an August 2021 presentation, then-Tesla AI senior director Andrej Karpathy said the organization had grown to “more than a 1,000-person data labeling (organization)” working closely with engineers. That is a historical figure from 2021, not a current headcount. Reuters also quoted Karpathy criticizing the quality of earlier third-party datasets. Reuters’ 2021 report
Rank #3
- UPSCALED 4K FRONT + 1080P REAR DUAL DASH CAM: The ROVE R2-4K DUAL records the road ahead and behind at the same time. The front camera captures at 2.5K (QHD) and intelligently upscales to 4K (2160P) for higher-detail playback, while the rear camera records at Full HD 1080P. This is upscaled 4K, not native 4K, engineered to show sharper everyday detail than standard 1080P dash cams, so you can read license plates, signs, and surroundings in front and rear footage.
- SONY STARVIS 2 IMX675 SENSOR + SUPER NIGHT VISION: The front camera uses a Sony STARVIS 2 IMX675 5MP image sensor with a wide F1.5 aperture (F1.8 rear) and HDR to pull in more light for clearer low-light footage. This advanced sensor enhances nighttime clarity, helping capture license plates, road signs, and surrounding vehicles with greater reliability when driving after dark, through tunnels, or in dusk and dawn conditions.
- ULTRA FAST 5.8GHz WIFI/ UP TO 20MB/s DOWNLOAD SPEED: With its built-in dual-band 5.8GHz and 2.4GHz WiFi, you can use the ROVE dash cam app to view and manage dash cam recordings instantly on your iPhone and Android smartphone. Using the ROVE app, download your recorded videos directly to your smartphone at up to 20 MB/sec, then easily share them on social media with friends and family. Additionally, manage camera settings and update the latest firmware over-the-air via the ROVE App.
- CAR CAMERA WITH GPS: The new front and rear dashcam comes with built-in GPS, which enables you to view real-time live speed and compass on the 3” IPS wide camera screen. It records precise driving routes, locations, and speed stamps directly on the video so you can watch dashcam videos with GPS data using ROVE's free GPS Player on your PC or Mac & get additional evidence when you need it.
- FEATURES WITH STATE-OF-THE-ART TECHNOLOGY INCLUDED: Experience peace of mind with this front and rear car dash cam. It comes with a free 128GB microSD card and offers advanced features such as an f1.5 aperture, motion detection, G-sensor, seamless loop recording, emergency video lock, screen saver, live speed and compass direction, voice guidance, ring of threads for optional CPL filter, a built-in supercapacitor for extended product life, support for up to 1TB microSD cards, and many more.
That history illustrates why labeling decisions can matter during development, but it does not show that any particular label determines a vehicle’s final behavior. The worker account and the 2021 workforce figure are distinct pieces of reporting from different years.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Broader safety context is not proof of this allegation
In 2023, the Associated Press reported that a two-year NHTSA investigation led to Tesla’s December 2023 recall response concerning driver-attention safeguards. AP said that since 2016 NHTSA had sent investigators to at least 35 crashes in which Teslas suspected of operating with a partially automated system hit parked emergency vehicles, motorcyclists, or crossing tractor-trailers, causing 17 deaths. Those figures are AP’s account of the investigation’s historical scope; they concern a broader safety context and do not substantiate the specific road-sign labeling allegation. Associated Press, December 2023
Rank #4
- 【Dedicated for Tesla Model X 2017-2022】Specially designed for Tesla Model X vehicle styles, such as Long Range, Performance, Plaid, 100D, 75D, 90D Sedan 4D/ Sport Utility 4D and etc. FITCAMX dash camera can fits seamless behind the rear view mirror just like OEM factory installed that other people won't even notice it. The covert wireless design keeps concealed and neat wiring. This integrated car camera works nicely on your Model X.
- 【Easy Installation & User Friendly】This stealthy car recorder for Tesla Model X doesn't require complicated wiring, just plug and play. The built-in WiFi enables you to view, download and share videos to phone or PC while on the way, which is more convenient than ever to playback important fooatage. And the APP is easy to operate and straightforward. NOTE: Please turn off the Celluar Data if no live preview at APP, and download the footage you need while WiFi connected and car engine on.
- 【4K UHD Video】Equipped with advanced Novatek chip+ CMOS sensor,this covert dash cam ensures image performance in every aspect, displaying exceptional video quality at UHD 2160P/30fps. The f/1.6 large aperture lens and WDR technology can adjust the exposure automatically to capture every vivid moments clearly even at night, such as license plates and road signs. Every detail of the video looks amazing, keeping you safe and pleasant journey all the time.
- 【Loop Recording & G-Sensor 】Seamless loop recording will automatically overwrite the oldest footage with new content when memory card is full. The G-sensor will save the current video from overwritten once detect a sudden collision.Your safety and legal rights are always under protection. (It is recommended to use maximum 128GB MicroSD card )
- 【Buy with No Risk】Made of high-density ABS+PC, FITCAMX unique covert dash cam is strict quality verified and has temperature-resistance, which can work under temperature of -20°C to 85°C (-4°F-185°F). We offer 24/7 technical support, please buy with confidence.
A 2023 preprint by Sina Nordhoff and Joost De Winter summarized interviews with 103 Tesla Autopilot and FSD Beta users. Its model describes anticipated failures, unwanted behavior—including erratic steering or running red lights—and environments users considered unsuitable for automation as reasons for disengaging. It is evidence about interviewed users’ experiences and concerns, not a test of vehicle performance or validation of the sign-labeling account. Nordhoff and De Winter, 2023 preprint abstract
Do these 3 things before closing this tab:
1Repair Windows errors before they cause bigger problems2Fix the driver behind crashes, sound loss and screen glitches3Clear out junk files and repair common Windows errorsQuick Recap
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
