CarCast+Edmunds - Talking Rivian R2, autonomous cars and more with Rivian CEO RJ Scaringe
CarCast
CarCast Mar 23, 2026
CarCast+Edmunds - Talking Rivian R2, autonomous cars and more with Rivian CEO RJ Scaringe

CarCast+Edmunds - Talking Rivian R2, autonomous cars and more with Rivian CEO RJ Scaringe

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54:56
CarCast+Edmunds - Talking Rivian R2, autonomous cars and more with Rivian CEO RJ Scaringe
Toyota Tacoma
Car

Toyota Tacoma

The Toyota Tacoma is a pickup truck from Toyota. People like it because it’s tough and can handle rough roads, not just city streets.

Toyota Grand Highlander
Car

Toyota Grand Highlander

The Toyota Grand Highlander is a bigger Toyota SUV with room for families. It’s meant for carrying kids and gear comfortably.

Company

Zip Recruiter

ZipRecruiter is a website that helps companies hire people. It’s mentioned here because this part of the podcast is an advertisement.

Rivian R2
Car

Rivian R2

Company

Rivian

Rivian is an EV manufacturer known for building electric trucks and SUVs, with a strong focus on software, driver-assistance features, and adventure-oriented design. In this episode, Rivian’s CEO is interviewed, so the brand context matters for understanding the company’s strategy.

Company

bioproteintech.com

They’re reading an ad for a company called Bioproteintech. The link is just where you’d go to sign up for the offer they mention.

iX3 (G08)
Car

iX3 (G08)

The iX3 is an electric SUV from BMW. It uses electricity to drive instead of gasoline. In the podcast, it’s mentioned because it shows BMW’s newer design direction for its electric vehicles.

BMW i3
Car

BMW i3

The i3 is a small electric car made by BMW. It runs on electricity and was one of BMW’s earlier EV models. The podcast mentions it because it’s part of the story of how BMW’s electric cars have developed over time.

Term

kidney grills

BMW’s “kidney grills” are the brand’s recognizable front grille openings. They’re talking about how that bold front look can work better on some car shapes than others.

Term

steering wheel

The steering wheel is what you use to turn the car. Here, they’re talking about a steering wheel design that looks unusual compared to most cars.

Term

head up display system

A head-up display shows important info on the windshield. The idea is you can see speed or warnings without looking down at the screen.

Brand

Lincoln

Lincoln is a luxury car brand. The host is comparing how Lincoln uses screens on the dashboard to what this other car is doing.

Concept

aerodynamics

Aerodynamics is how air resistance affects a car’s efficiency, especially at highway speeds. Improving aerodynamic design can increase EV range without changing the battery itself, which is why the speaker mentions it alongside software improvements.

Term

frunk

A frunk is like a trunk, but in the front of the car. On many electric cars it’s there because there’s no engine up front, so you can store small stuff like cables.

Concept

stop sale

A stop sale means the automaker tells dealers not to sell certain cars right now. It’s usually because there’s a safety problem that needs to be fixed.

Concept

recall

A recall means the manufacturer will fix the problem on affected cars. Owners are usually notified and can get the repair done through their dealer.

Kia Telluride
Car

Kia Telluride

The Kia Telluride is a family SUV with three rows. In this episode, it’s brought up because they were comparing it to another similar SUV during a test.

Hyundai Palisade
Car

Hyundai Palisade

The Hyundai Palisade is another family SUV with three rows. They mention it in the same breath as the Telluride because they were testing and comparing the two.

Rivian R2
Car

Rivian R2

The Rivian R2 is an upcoming electric SUV from Rivian. It’s the newer model they were promoting at a big event (SXSW) during this conversation.

Tesla Model Y
Car

Tesla Model Y

The Tesla Model Y is one of the most popular electric SUVs. Rivian is basically saying, “We’re in the same general category,” but R2 is trying to appeal to different buyers.

Concept

0 to 60

“0 to 60” is how quickly a car can go from standing still to 60 mph. Faster times usually mean the car feels more responsive.

Term

transform based encoding

This is a type of computer-learning method. The idea is to help the self-driving system understand driving data better and learn patterns that transfer to new situations.

Term

neural nets

Neural nets are computer models that learn from lots of examples. For self-driving, they help the car interpret what’s happening on the road.

Term

foundation models

A foundation model is a big AI system trained broadly, then used for specific problems. Here, they’re saying it can help self-driving systems learn and adapt better.

Term

Tesla FSD

Tesla FSD is Tesla’s self-driving software package. It’s meant to automate more driving tasks over time, using cameras and other sensors.

Concept

AI based

AI-based means the car uses learning software to make decisions, not just fixed rules. They’re saying this kind of approach can help the system get better faster and handle more situations.

Concept

EVs

EVs are cars powered by electricity instead of gasoline. They’re talking about why fewer people are buying them than expected.

Concept

electrification

Electrification means moving away from gas engines toward electric motors. They’re saying companies felt forced to do it, and the results weren’t as profitable as hoped.

Concept

ICE

ICE stands for internal combustion engine, meaning gas/diesel vehicles. The speaker contrasts EV plans with the option companies have to “go back to ICE” if EV economics and scale don’t pencil out.

Concept

charging deserts

“Charging deserts” are regions with limited or unreliable public charging coverage, making EV travel harder. The speaker cites specific places to illustrate where the network still needs improvement.

Concept

AI

AI is software that can learn patterns and make decisions. In cars and robots, it helps systems “understand” the world and choose what to do next.

Brand

Edmunds

Edmunds is a car review and shopping website. The speaker is using it to describe how reviewers typically compare cars using things like efficiency and how lively they feel.

Concept

RAV4 versus CR-V

RAV4 and CR-V are two of the most popular mainstream compact SUVs, commonly used as direct comparison models in reviews. The speaker uses them to explain how Edmunds-style evaluations typically compare powertrains, fuel economy, and driving feel.

Concept

autonomy

Autonomy means the car can do more of the driving on its own. Instead of you constantly steering and watching, the car handles more of the work.

Term

cameras

Cameras help the car “see” the road. They can recognize things like lanes and other vehicles so the car can make safer decisions.

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