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Self-driving car lanes are coming: Will they help or hinder Level 5 autonomy progress?

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6 years ago

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Tesla’s long-term Robotaxi plans require Level 5 autonomous driving, i.e., no humans involved, and it certainly sounds like things are moving along quite well. CEO Elon Musk has been chatting about the Full Self-Driving progress on Twitter lately, and some recently published patent applications by the all-electric carmaker have revealed even more details about the machine learning going into an Autopilot overhaul. However, Tesla’s self-driving competitors have another approach to autonomy in mind, and it involves infrastructure restructuring in a major way.

The State of Michigan recently announced plans to create transport lanes dedicated to self-driving vehicles via a public-private partnership project. Over the next 24 months, a study will be conducted to explore the opportunity and viability of building a 40-mile corridor of this type between Downtown Detroit and Ann Arbor. The company chosen to lead the effort is Cavnue, a subsidiary of Sidewalk Infrastructure Partners which is owned by Google’s parent company, Alphabet.

Cavnue’s plans involve a digital model of a roadway that analyzes road conditions in real-time, shares information, and provides proactive guidance to autonomous vehicles and their (optional) drivers. Based on their published promo materials, this is achieved using layers of technologies like sensors, specialized road markings and signage, and signal hubs for transmitting information to vehicles. Essentially, rather than rely on a vehicle’s onboard self-driving software to analyze, predict, and respond to its environment, this connected infrastructure is supposed to provide that data instead – or supplement it heavily anyhow. It’s also supposed to enable the connected cars to talk to one another so coordinated responses like simultaneous braking, slowing, etc. are possible based on environmental factors from the larger infrastructure system.

As part of their role in Michigan, Cavnue will be drawing on an advisory committee with representatives from Ford, GM, Argo AI, Arrival, BMW, Honda, Toyota, TuSimple, and Waymo (also a subsidiary of Alphabet).

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Both Tesla and Rivian are notably absent from the project’s advisory mentions, which isn’t surprising considering their competitor status through the Alphabet-Waymo connection. But if the lanes are going to involve both long hauler transportation and consumer vehicles, i.e., the Tesla Semi and Models S, 3, X, Y, etc., it must be assumed that the missing companies will eventually get on board with the overall connectivity imagined.

Could efforts like this affect the future of Level 5 autonomy in a negative way? Does it force companies like Tesla and Rivian into a self-driving standard dictated by, say, Waymo? Cavnue’s proposal says its standards will be “open” and “OEM-neutral” if implemented, so it could be a matter of a software install option for owners living in areas with these dedicated lanes. The ability for a competitor’s software to control their vehicles, though, might be a little too big an ask. Or would it?

Tesla is already under an atomic microscope anytime something goes wrong and Autopilot is (or isn’t) involved. What happens when Autopilot is taking a back seat to another OEM’s self-driving software that’s been adopted by a local government? Will that create a code mess to sort through for investigators? How would liability be handled? What if two updates didn’t play well together – something really common in phone and computer apps after OS updates?

Tesla’s Robotaxi won’t need a steering wheel. (Image: Tesla)

“The vision for the corridor is intended to create lanes that are purpose built to accelerate and enhance the full potential of CAVs [connected autonomous vehicles] and move people,” Michigan’s official announcement stated. Getting governments even more involved in the self-driving push is inevitable and already presents one of the biggest obstacles to its adoption. It’s clear from the Great Lakes State’s initiative that this involvement is also intended to be helpful – first by isolating the autonomous cars, then by supplementing their capabilities, and finally by controlling their movements for safety’s sake.

Of course, cars talking to one another isn’t a new or unexpected idea. Even centralizing the information that’s being shared, as proposed in Cavnue’s system, doesn’t seem to impose or hinder anything generally. A legal authority adopting a self-driving standard, though, is another matter. This concern assumes that the authority in question makes it a mandatory standard since millions, perhaps billions, would be invested into these dedicated roadways. What good would they be if the majority of autonomous vehicles that used them were, say, Teslas that don’t bother with the Waymo-developed system?

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Then there’s the question of handicap. Once a system is in place to centralize all the environment information self-driving vehicles are supposed to respond to, will it make it more difficult for companies like Tesla to gain local regulatory approval to use their software? Will it disincentivize other companies from improving their software since there’s a centralized program available (or mandatory)? Level 5 autonomy is no easy feat, nor is it cheap to develop. Car maker’s invest in it expecting a return – like in the case of Tesla’s Robotaxi plan.

Cavnue paints a really safe and pretty picture for the future of self-driving vehicles: Less congestion, faster movement at closer distances, more capacity in the same space, reducing or eliminating choke points, etc. But it also seems to require a lot of cooperation from those who don’t necessarily stand to gain from that cooperation.

Whatever the answers, hopefully none will put much damper on current progress towards Level 5 autonomous driving. And if they do, perhaps The Boring Company will have a few big projects under its belt and ready to provide better answers.

You can watch Cavnue’s promotional concept video here.

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Accidental computer geek, fascinated by most history and the multiplanetary future on its way. Quite keen on the democratization of space. | It's pronounced day-sha, but I answer to almost any variation thereof.

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Elon Musk

Tesla Optimus Gen 3 is coming to the Tesla Diner with new ambitions

Tesla’s Optimus robot left the Hollywood Diner within months of opening. Now Musk is planning its return with a bigger role and a major Gen 3 upgrade underway.

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2 days ago

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March 30, 2026

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Tesla Optimus Gen 3 [Credit: Tesla]

Tesla’s Optimus robot was one of the most talked-about features when the Tesla Diner opened on Santa Monica Boulevard in Hollywood on July 21, 2025. Dubbed “Poptimus” by Tesla fans, the Gen 2 robot stood upstairs at the retro-futuristic, drive-in theater and Tesla Supercharging station, scooping popcorn into bags and handing them to guests with a wave.

The diner itself had been years in the making. Elon Musk first floated the idea in 2018 with a tweet about building an “old-school drive-in, roller skates & rock restaurant” at a Hollywood Supercharger. What eventually opened was a unique two-story neon-lit space, with 80 EV charging stalls, and Optimus serving as a live demonstration of where Tesla’s ambitions were headed.


But Optimus did not stay long, and was gone by December 2025.

Now, the robot is set to return with a more demanding job. Musk has ambitions for Optimus to take on a food runner role in 2026, delivering meals directly to cars at the Supercharger stalls. While the latest Gen 3 Optimus is likely to initially take on its previous popcorn-serving role, it wouldn’t be out of the question for Optimus to see a quick promotion. With improved  hand dexterity that features 50 total actuators and 22 degrees of freedom per hand, and significantly more powerful processing through Tesla’s latest AI5 chip that includes Grok-powered voice interaction, Musk described Optimus at the Abundance Summit on March 12, 2026, as “by far the most advanced robot in the world, Nothing’s even close.”

That confidence is backed by a major manufacturing shift. At the Q4 2025 earnings call in January, Musk announced Tesla would discontinue the Model S and Model X and convert those Fremont production lines to build Optimus. “It’s time to basically bring the Model S and X programs to an end,” he said, calling for a pivot that reflects where the Tesla’s future lies.

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Elon Musk

The Boring Company clears final Nashville hurdle: Music City loop is full speed ahead

The Boring Company has cleared its final Nashville hurdles, putting the Music City Loop on track for 2026.

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7 days ago

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March 25, 2026

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The Boring Company has cleared one of its most significant regulatory milestones yet, securing a key easement from the Music City Center in Nashville just days ago, the latest in a series of approvals that have pushed the Music City Loop project firmly into construction reality.

On March 24, 2026, the Convention Center Authority voted to grant The Boring Company access to an easement along the west side of the Music City Center property, allowing tunneling beneath the privately owned venue. The move follows a unanimous 7-0 vote by the Metro Nashville Airport Authority on February 18, and a joint state and federal approval from the Tennessee Department of Transportation and the Federal Highway Administration on February 25. Together, these green lights have cleared the path for a roughly 10-mile underground tunnel connecting downtown Nashville to Nashville International Airport, with potential extensions into midtown along West End Avenue.

Music City Loop could highlight The Boring Company’s real disruption

Nashville was selected by The Boring Company largely because of its rapid population growth and the strain that growth has placed on surface infrastructure. Traffic has become a persistent problem for residents, convention visitors, and airport travelers alike. The Music City Loop promises an approximately 8-minute underground transit time between downtown and the Nashville International Airport (BNA), removing thousands of vehicles from surface roads daily while operating as a fully electric, zero-emissions system at no cost to taxpayers.

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The project fits squarely within a broader vision Musk has championed for years. In responding to a breakdown of the Loop’s construction costs, Musk posted on X: “Tunnels are so underrated.” The comment reflected a longstanding belief that underground transit represents one of the most cost-effective and scalable infrastructure solutions available. The Boring Company has claimed it can build 13 miles of twin tunnels in Nashville for between $240 million and $300 million total, a fraction of what comparable projects cost elsewhere in the country.

The Las Vegas Loop, The Boring Company’s first operational system, has served as a proof of concept. During the CONEXPO trade show in March 2026, the Vegas Loop transported approximately 82,000 passengers over five days at the Las Vegas Convention Center, demonstrating the system’s capacity during large-scale events. Nashville draws millions of convention visitors and tourists each year, and local business leaders have pointed to that same capacity as a major draw for supporting the project.

The Music City Loop was first announced in July 2025. Construction began within hours of the February 25 state approval, with The Boring Company’s Prufrock tunneling machine already in the ground the same evening. The first operational segment is targeted for late 2026, with the full route expected to be complete by 2029. The project represents one of the largest privately funded infrastructure efforts currently underway in the United States.

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Elon Musk

Elon Musk’s $10 Trillion robot: Inside Tesla’s push to mass produce Optimus

Tesla’s surging Optimus job listings reveal a company sprinting from prototype to one million robot production.

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1 week ago

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March 25, 2026

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Tesla is accelerating its push to bring the Optimus humanoid robot to high volume production, and its recent job listings tells the story as clearly as any earnings call.

With well over 100 Optimus related job openings now posted across its U.S. facilities, Tesla is signaling a critical pivot for the program, moving it from a captivating tech demo to a serious manufacturing endeavor. Roles span the full spectrum of the product lifecycle, from Robotics Software Engineers and Manufacturing Engineers to Mechanical Integration Engineers and AI Engineers focused on world modeling and video generation. One active listing for a Software Engineer on the Optimus team asks candidates to build scalable and reliable data pipelines for Optimus manufacturing lines and develop automation tools that accelerate analysis and visualization for mass manufacturing.

Tesla is racing toward a one million unit annual production target. The clearest signal yet that Tesla is treating Optimus as its primary business came on January 28, 2026, during the company’s Q4 2025 earnings call. Musk announced that Tesla is ending production of the Model S and Model X, and will repurpose those lines at its Fremont, California factory to build Optimus humanoid robots.

A production intent prototype of Optimus Version 3 is planned to be ready in early 2026, after which Tesla intends to build a one million unit production line with a targeted production start by the end of 2026. To support that ramp, Tesla broke ground on a massive new Optimus manufacturing facility at Gigafactory Texas in late 2025, with ambitions to eventually reach 10 million units per year.

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Tesla Giga Texas to feature massive Optimus V4 production line

The business case for scaling this aggressively is rooted in labor economics. Musk has stated that “Optimus has the potential to be the biggest product of all time,” reasoning that if Tesla can produce capable humanoid robots at scale and reasonable cost, every task currently performed by human labor becomes a potential application. In a separate statement, Musk framed Optimus’s long term importance even more bluntly, saying it could surpass Tesla’s vehicle business in scale with the potential to generate $10 trillion in revenue.

The industries Tesla is targeting first are those most burdened by repetitive physical labor. Early applications include manufacturing assembly, material handling and quality inspection, as well as logistics tasks like loading, unloading, sorting, and transporting goods in warehouses and distribution centers. Longer term, Tesla’s vision is for Optimus to penetrate household, medical, and logistics scenarios at the scale of a smartphone rollout.

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