Brighter with Herbert Recap: Tesla Robotaxi Hiring Maps, Passing Waymo in Texas, and Who Is Liable

The latest full video on the official "Brighter with Herbert" YouTube channel, "Tesla Robotaxi Is Hiring In HOW Many Cities?", was posted on November 12, 2026 and runs about 27 minutes. Host Herbert is joined by Brian White, who runs the FutureAza YouTube channel, according to the video's description. They talk about Tesla's robotaxi registrations in Texas edging past Waymo's, a map of US cities where Tesla is advertising robotaxi jobs, which city might get service next, Finland's approval of Tesla's driver-assistance system, possible new Cybercab body styles, and comments from Tesla engineering executive Lars Moravy in an interview with Jay Leno about who is responsible when a self-driving car crashes. Both speakers are strong Tesla supporters, so please read this as one point of view.

This is an independent summary written by GNOUP. It is not affiliated with, sponsored by or endorsed by Brighter with Herbert, Herbert, Brian White, FutureAza, Tesla, Waymo, Jay Leno or anyone else named in the video. The views, forecasts and claims described below belong to the speakers, not to GNOUP. Nothing here is investment, financial, legal or tax advice, and nothing here is a recommendation to buy or sell any security. The channel's own disclaimer says its content is for discussion only and that the host is long Tesla and other stocks. Please consult a licensed financial professional before making financial decisions.

Key takeaways

These points come from the video. They are the speakers' views and their readings of public data, job listings, news reports and posts; GNOUP has not checked the figures.

• Tesla edges past Waymo in Texas registrations. Herbert says the latest Texas figures show 1,302 Tesla robotaxis registered versus 1,297 for Waymo, the first time Tesla has been ahead, and contrasts this with a Bloomberg headline from May saying Waymo had more than 13 times as many cars there. He says Tesla added 58 that week and Waymo 38. Brian notes these are registrations, but says he believes registrations now track closely with cars actually in service.
• A pause on new Cybercabs? Herbert notes that the recent additions were Model Ys and that no new Cybercabs have been registered since Tesla answered federal safety regulators' questions about Cybercab self-certification in late October. He calls this a guess and says it may mean nothing.
• Hiring in dozens of cities. Citing a tracker of Tesla job listings, Herbert says Tesla has posted robotaxi roles in 44 US cities and self-driving test-operator roles in 39 more, for 83 on a cumulative map (the video's opening line says 42 cities). The theory he describes is that test-operator jobs come first, and robotaxi roles such as night-shift supervisors show up when a city is close to a real service. He also points out that some listings are for charging attendants and service technicians. He is careful to say a job posting is not a launch.
• Which city next? Brian thinks Las Vegas is likely because of a permit deadline he says falls on December 16, with expansions in Arizona or Florida also possible. He would rather see new regions such as Colorado, the Northeast or Michigan. On California, he says Elon Musk has suggested around the middle of next year, and that Tesla has not yet applied for the permits some fans blame regulators for withholding.
• Finland approves FSD (Supervised). The hosts say Finland's transport authority approved Tesla's supervised driver-assistance system, making it, by their count, the 11th European country to do so, ahead of an EU-level vote they expect on December 3. Herbert says the European version uses a different name and a much tighter allowance for driving above the speed limit.
• "We wrote the software. We're the driver." In clips from the Jay Leno interview, Lars Moravy says Tesla eventually plans to put unsupervised self-driving in every car, and that while the owner is responsible under today's supervised system, Tesla expects to be responsible when its software is doing all the driving, as with its robotaxis. Brian explains the three parties in any crash (manufacturer, insurer and owner) and expects that, once a car is unsupervised, the owner's role shrinks to choosing the car and the insurer.

Newsworthy insights

These are claims, predictions and opinions as the video presents them. GNOUP has not verified them, and other analysts may disagree.

• A per-mile fee for unsupervised driving. Herbert predicts Tesla will charge owners a small per-mile fee to cover its liability when a personal car drives itself unsupervised, similar to how robotaxi rides are priced. Brian expects either a higher monthly price or a per-mile charge, and says there are still open questions rather than hurdles.
• New Cybercab shapes. Asked about a robo van or a larger "cyber SUV," Brian says he has seen nothing suggesting other Cybercab body styles are in development, and that even Tesla needs years to bring a new vehicle to market. Herbert mentions Musk saying the Cybertruck line will run longer before being converted for Cybercab use.
• Laser windshield cleaning. In another clip, Moravy talks about a Tesla patent on using lasers to keep water off a small area, such as in front of a camera. Brian says the idea is a thin barrier layer, not boiling away water, and both note Tesla already uses air jets and lens shaping to keep robotaxi cameras clear.
• Cold-weather cities. Brian pushes back on critics who say Tesla only targets warm cities, pointing to listings in the Northeast and Midwest.
• Faster launches. Herbert says Tesla has turned on two new robotaxi cities in the last two weeks with large service areas and no safety driver, which he sees as a sign that launching a city is getting quicker.

Watch the video

Tesla Robotaxi Is Hiring In HOW Many Cities? on YouTube (official channel "Brighter with Herbert," @BrighterwithHerbert, posted November 12, 2026, about 27 minutes)

Episode guide

These chapters come from the video's own description (titles lightly reworded). Each link opens the video at that point.

• 0:00 Tesla passes Waymo in Texas for the first time
• 3:31 No new Cybercabs since answering regulators' self-certification questions
• 4:29 Robotaxi roles in 44 US cities and what night-shift supervisors signal
• 6:34 Why Las Vegas may be next: a December 16 permit deadline
• 9:51 Finland approves FSD (Supervised) ahead of the December 3 EU vote
• 12:38 Cybercab body styles: a robo van or a "cyber SUV"?
• 16:33 Moravy: unsupervised self-driving will eventually go into every car
• 18:46 "We wrote the software. We're the driver"
• 21:40 A per-mile fee on your own car when Tesla takes the liability

About this summary

This recap was prepared from the video's title, description and chapter list on YouTube and its automatic transcript. Automatic transcripts can garble names and numbers, so we used the description's figures and spellings where they differ (for example the Texas registration count) and left out names we could not confirm, including the job-listing tracker's account, a European FSD tracker and a second Tesla executive in the Jay Leno clips. We also left out the host's website promotion and the Brighter Finance, options course, referral, product, Patreon, membership and merchandise links. GNOUP has no connection to any product, offer or company mentioned and does not promote any of them. For the exact words and context, watch the video. This article is general information only. It is not investment, financial, legal or tax advice, it does not recommend buying or selling any security, and it is not a substitute for advice from a licensed financial professional.