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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

2018 Lexus RX 450hL hybrid will start just over $50,000

Lexus has announced pricing on its 2018 RX 450hL, saying that its new three-row, all-wheel-drive hybrid crossover will carry a starting MSRP just $1,550 higher than the non-hybrid AWD RX 350L when it goes on sale starting in April. The RX 450hL will start at $51,615, positioning it right in-between luxury crossover competitors like the Mercedes-Benz GLE 350 and Infiniti QX60. The Luxury package, which adds features like semi-aniline trimmed seats, interior LED ambient lighting, laser-cut wood trim and 20-inch machine-finished alloy wheels, bumps the price up to $55,550. Prices include a $995 delivery, processing and handling fee. Lexus says the 450hL will get new features like second-row captain's chairs, leather-trimmed seats and complimentary Lexus Inform Safety Connect and Service Connect membership for the first 10 years of ownership. Standard safety features include a pre-collision system with pedestrian detection, lane-keep assistance, intelligent high beam headlights and all-speed dynamic radar cruise control. The RX 450hL combines a 3.5-liter V6 engine with two high-torque electric drive motor-generators to produce 308 in combined horsepower, with an EV mode allowing it to run on pure electric power at lower speeds for short periods. Lexus hasn't yet released fuel-economy figures for the hybrid, but the conventional RX 450h is rated at a combined 30 mpg by fueleconomy.gov. Lexus has added 4.3 inches to the rear body length of the 450hL and added more room for third-row occupants by incorporating a steeper tailgate. We've previously covered the introduction of the three-row RX 450hL and the 2018 RX 350L, which is powered by a 290-hp 3.5-liter V6 and is available in both front- and all-wheel-drive. The latter starts at $48,665 and goes up to $55,080. The RX line has been Lexus' best-selling model, with sales of 108,307 units in 2017.Related Video:

Cars most likely to be involved in accidents

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: This content is hosted by a third party. To view it, please update your privacy preferences. Manage Settings.