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Toyota reveals latest autonomous tech test bed

Toyota revealed its latest autonomous technology effort Friday, a sophisticated Lexus LS 600hL prototype that showcases its plans to advance in the emerging field. The Lexus is the first developed entirely by the company's in-house Toyota Research Institute and it will focus on the car's ability to learn and see behavior on the road. Toyota is showing the car at the Prius Challenge event at Sonoma Raceway. The Lexus uses Lidar, radar, and sensors, which potentially reduce reliance on mapping. The prototype advances Toyota's last concept vehicle shown at the Consumer Electronics Show in 2013. This one is said to be more flexible and it will focus on Toyota's two autonomous tech pillars, called Guardian and Chauffeur. Guardian is meant to improve safety features, while Chauffeur moves toward full autonomy. "We believe Guardian can probably be deployed sooner and more widely than Chauffeur, providing high-level driver-assist features capable of helping mitigate collisions and save lives, sooner rather than later," Toyota Research Institute Gill Pratt said in a statement. Related Video: Green Lexus Toyota Autonomous Vehicles Luxury Sedan lexus ls

These are the cars most likely to be damaged in an accident

Data from Insurify shows which models have the most accident-prone drivers behind the wheel. It also shows the proportion of the drivers of said vehicles with an at-fault accident on record in the past seven years, based on Insurify’s analysis of over 4 million car insurance applications. For reference, the national average is 10.78%, and each of these vehiclesÂ’ drivers represent a statistically significant increase over that. Now, it would be easy to infer that these cars are dangerous, but such is not necessarily the case. Remember, drivers cause accidents, not cars. These just happen to be the cars that accident-prone drivers drive. YouÂ’ll notice that many are mainstream, affordable cars, often with decent crash ratings. Also keep in mind that vehicle accidents are up since the beginning of the pandemic, so no matter what you drive, please drive safely. 10. Hyundai Ioniq This affordable, electrified vehicle platform sneaks into this list with 14.45% of drivers with a recent at-fault accident on record. 9. Lexus CT Another hybrid, this Prius-powered Lexus beats the national average at 14.57%. 8. Toyota Prius V Yet another hybrid, the larger but discontinued member of the Prius family sees 14.72% of its drivers with recent accidents. 7. Mazda CX-3 The Mazda CX-3, which is discontinued for the 2022 model year, sees the accident-prone making up 14.9% of its drivers. 6. Infiniti Q60 The second and final luxury car on this list has more accident-prone drivers than average, at 14.93%. 5. Subaru Impreza The first of two Subarus on this list has 15.1% of drivers with recent accidents on record. 4. Hyundai Genesis Coupe The Genesis Coupe was only on the market for a brief span before it was discontinued and Genesis spun off into its own luxury brand. That said, it too beats the national average for accidents, at 15.29%. 3. Subaru WRX Despite its standard all-wheel drive, the boy-racer WRX has 15.44% of drivers with a prior accident in the last seven years. 2. Kia Stinger We love the Kia Stinger, and had great luck with our long-termer that graced the Autoblog garage for a year. That said, 15.75% of its drivers represent have a recent accident on record. 1. Scion FR-S This fun two-seater attracts the most accident prone drivers, with 15.87% with recent at-fault crashes. Related video:

2021 Lexus RC F Fuji Speedway Edition debuts, but only 60 will be built

This generation of the Lexus RC (launched as a 2015 model) can’t be long for the world, but itÂ’s coming back around for the 2021 model year with some fresh new gear. The biggest news is the introduction of the RC F Fuji Speedway Edition. ItÂ’s limited to just 60 units and takes after the RC F Track Edition that debuted last year. Just like the Track Edition, the Fuji Speedway Edition adds Brembo carbon ceramic brakes, a titanium exhaust and has gone through an extensive weight savings program that includes a big dose of carbon fiber. The hood, roof, wing, front spoiler, rear-seat partition and bumper reinforcement are all made of carbon fiber. All these weight savings help the 0-60 mph time fall to 3.96 seconds, down from the 4.2 seconds of the standard RC F. YouÂ’ll be able to tell itÂ’s the Fuji Speedway Edition by its exterior paint and interior colors. It only comes in Arctic Blast Satin or Cloudburst Gray. Lexus provided one photo of the car in Arctic Blast Satin, but weÂ’re not getting the full effect here. ItÂ’s a new semi-matte paint finish thatÂ’s debuting on this special edition car. The satin finish is similar to the matte paints weÂ’ve seen on Lexus cars previously, but now itÂ’s durable enough to be run through automatic car washes without issue. When we drove the GS F 10th Anniversary Edition (equipped with LexusÂ’ previous generation matte paint) last year, Lexus specifically told us that it canÂ’t be run through a car wash. With this RC F, you can skip the hand wash if you donÂ’t feel like it. Every Fuji Speedway Edition car will also come with a Circuit Red leather interior and Alcantara accents. Red carbon fiber trim is added to make the interior feel even more special. As a final touch, Lexus is including a limited production MSTR watch with each car. It has Fuji Speedway and F logos, and also features red stitching on its band to match the interior. Lexus has given the standard RC F a couple worthwhile upgrades, too. Android Auto is now in the picture, joining Apple CarPlay and Amazon Alexa. Additionally, Lexus has made blind-spot warning with rear cross-traffic alert standard, alongside heated exterior mirrors and a memory driverÂ’s seat. Lexus also made parking sensors part of the Premium Package. Pricing is not yet available, but expect the Fuji Speedway Edition to come in around the $97,675 base price of the Track Edition. It might be even more considering the special paint Lexus added this year, too. Related video: