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Tesla brings out next-gen Roadster at computer vision conference in Los Angeles

Tesla's next-gen Roadster makes an appearance at CVPR 2019. | Image: LordOfBilkent/YouTube

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Tesla brought out its next-generation Roadster to the 2019 Computer Vision and Pattern Recognition (CVPR) conference taking place in Long Beach, California.

A video posted online by a conference attendee provided a full walkaround of the all-electric ‘halo car‘ as it was surrounded by excited onlookers taking turns capturing photographs of the futuristic steering wheel, high-tech console, and other innovative features.

CVPR is an annual event put on by the Institute of Electrical and Electronics Engineers (IEEE) and the Computer Vision Foundation (CVF) for pattern recognition, computer vision, machine learning, robotics, and artificial intelligence researchers to present advances made in their fields. Various presentations, tutorials, workshops, demos, exhibitions, and social events promoting relevant topics are made available to attendees. This is the 32nd year for CVPR, taking place June 16-20 at the Long Beach Convention Center.

Along with Tesla’s Full Self-Driving capabilities, the next-generation Roadster may have some other features that would be of particular interest to CVPR attendees. CEO Elon Musk revealed last year that the tri-motor ‘supercar killer’ would be equipped with a feature an augmented mode that would enhance a driver’s abilities when operating the vehicle. “Definitely. Will also have Augmented Mode that will massively enhance human driving ability. Like a flying metal suit, but in car form,” he teased on Twitter in response to a question on whether the Roadster would have Autopilot. Augmented and mixed reality are computer vision problems at their core.

Furthering speculation surrounding Augmented Mode was Tesla’s former Senior Manager, Design, Andrew Kim. Prior to working at Tesla, Kim worked for Microsoft, where he helped develop the HoloLens headset, a holographic computer that allows users to see and interact with holograms within an environment. Kim’s LinkedIn profile also noted that he was “leading experiences” in Tesla’s Model S, X, 3, Semi, Roadster 2, and Model Y, as well as “confidential future products and experiences.”

Elon Musk is notoriously associated with Marvel’s famous Tony Stark character, making the heads-up display connection between Roadster and the one featured in the Iron Man suit a highly anticipated prediction. Software and technical marvels aside, the next-generation Roadster will perform to the tune of 0-60 mph in 1.9 seconds, the standing quarter-mile time in 8.9 seconds, and capable of achieving 620 miles of range thanks to a 200 kWh battery. Musk has also described a SpaceX package with cold-gas thrusters on several occasions which would push the performance of the electric car even further.

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Test drives for the new Roadster are estimated to start at the end of this year. See the full walkaround video from Roadster’s appearance at CVPR 2019 below:

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 teases TSMC as potential Terafab partner

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SpaceX Terafab rendering
SpaceX Terafab rendering

Elon Musk has acknowledged that early discussions with Taiwan Semiconductor Manufacturing Company (TSMC) could bring the company into his ambitious Terafab semiconductor project, signaling a possible partnership with the world’s leading contract chipmaker.

Musk confirmed that early talks are underway, but as of right now, they are “just discussions.” There is no confirmation of a deal nor dismissal of the possibility of one, leaving open the prospect of one of the largest advanced-chip collaborations under discussion in the U.S.

The report that speculated on potential discussions between Terafab and TSMC comes from Tim Culpan, who outlined a few ways the collaboration could operate. One is TSMC using the project as an “anchor customer” for future facilities in Texas, potentially contributing process expertise, operational know-how, or capacity while Terafab provides capital, long-term purchase commitments, or both.

Tesla and SpaceX jointly developed the Terafab project, with Intel already participating on the tech side. Elon Musk announced the project in March, and it intends to produce more than one terawatt of AI compute capacity annually once fully built.

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Elon Musk’s Terafab project locks up massive new partner

Company statements place the first phase at approximately $16.8 billion in cost, with later filings pointing to a total that could reach well into the tens of billions across multiple stages.

Intel joined the effort in April 2026 and is expected to supply its 14A manufacturing process for the full-scale plant.

Musk has said existing suppliers, including Samsung and TSMC, remain important for near-term needs; Tesla already has production arrangements with Samsung for AI5 and AI6 chips, but that future demand from Optimus robots, Cybercab vehicles, and planned space-based data centers will eventually exceed what the global industry can currently deliver.

Terafab is positioned as the long-term answer to that projected shortfall, and Tesla did something similar during COVID to avoid a chip shortage. This is just a much larger-scale solution.

If the partnership were to materialize, it would add TSMC’s industry-leading strategies to a project that already combines Tesla’s and SpaceX’s capital and offtake with Intel’s process technology. For now, the only public confirmation is Musk’s brief acknowledgement that conversations are occurring.

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Tesla reveals early Robotaxi charging strategy, showing scrappy DNA

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Credit: Tesla

Tesla’s early strategy for charging units operating within its Robotaxi fleet reveals that the company surely has not lost any of that scrappy DNA that took it from an unlikely success story to the most valuable carmaker in the world.

An observer at a Tesla Supercharger in Austin spotted ten total Robotaxi vehicles arrive: one Cybercab and nine Model Y units. A Tesla employee was waiting at the lot and allowed each unit to park itself; every car that arrived had nobody in it.

Tesla wins FCC approval for wireless Cybercab charging system

The Tesla employee would walk around and plug each car in, adjusting the parking if needed:

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It’s a very interesting strategy, but extremely understandable at this early point in the Robotaxi program. It’s only been out for about 15 months, and Cybercab just entered the fleet in early September.

On top of that, Tesla is still working tirelessly on its wireless charging apparatus, and a new patent was just published regarding that product last week.

However, this is just another example of how Tesla still has plenty of that scrappy DNA leftover from the “production hell” days, when CEO Elon Musk slept on the floor of the factory, employees were working crazy hours, Tesla was building Sprung Structures to build cars in, and the company was tiptoeing on the brink of bankruptcy.

For now, Tesla is utilizing a simple system for recharging its ride-hailing vehicles, and that is a Tesla employee doing it manually until another solution presents itself. Sure, it’s not the most high-tech thing, and it certainly is not what people might have expected at this point in time, but it works, and it’s keeping the entire suite running.

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Tesla Robotaxi expands hours, Musk explains why it’s been a challenge

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Credit: Tesla

Tesla is expanding its Robotaxi service hours by pushing the time back by one hour, keeping the ride-hailing service operational until 11 p.m., one hour later than previously.

CEO Elon Musk confirmed the change and offered a specific reason the expansion has been gradual: the system still needs to reliably avoid small pets that are difficult to see after dark, as they commonly blend into the color of the road, especially when they’re grey.

The latest adjustment restores only a fraction of the operating window the service once held. When paid Robotaxi rides began in Austin on June 22, 2025, vehicles ran from 6 a.m. to midnight.

Tesla Robotaxi will be a 24/7 service: here’s when

In September 2025, Tesla lengthened the day to a 2 a.m. close, producing a 20-hour window that stayed in place for most of the following year. By early August of this year, the cutoff had already been pulled back; an August 26 update formalized hours of 6 a.m. to 10 p.m. across Austin and several other markets.

The October move to 11 p.m. therefore leaves the Austin day one hour shorter than the original launch schedule and three hours shorter than the 2025 peak.

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Musk addressed the constraint directly after the announcement. “The main thing we’re trying to solve is making sure that we don’t run over pets when they’re hard to see at night,” he wrote. “Literally trying to avoid grey kittens on grey tarmac in the dark.”

The example points to a low-contrast perception problem in which a small animal can blend into the road surface under limited lighting.

Tesla’s vehicles rely on cameras and neural-network processing rather than lidar; Musk has previously argued that advanced vision software can extract useful information even in low light by analyzing photon counts, but the pet-detection case remains the stated limiter in later hours.

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The modest schedule change arrives alongside faster growth in the purpose-built Cybercab fleet. Texas registration data tracked by observers showed the Austin Cybercab count rising sharply in recent weeks, reaching 169 vehicles after more than 100 were added in a short span.

Tesla has indicated that a broader shift toward 24-hour operation is tied to the upcoming FSD v15 software release expected this month on Robotaxi vehicles. Until that capability is validated for the edge cases Musk described, the company continues to add service time incrementally rather than jumping straight to overnight coverage.

The one-hour extension gives Austin riders a later option for evening trips while the underlying detection work continues.

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