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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

Lexus ES 350 vs. Lincoln MKZ

Despite a lineup of well-received crossovers on the Lexus showroom, the midsize Lexus ES 350 four-door continues to appeal to consumers. Many of those customers are older, so you won't see marketing budgets directed toward them; no one, other than the pharmaceutical companies, is spending money marketing to baby boomers. But a midsize, moderately expressive sedan with an easy buying experience and almost coddled ownership still has its fans, and the Lexus ES 350 delivers those attributes in spades. We'd like to say Lincoln's MKZ (pictured above) is hot on the Lexus' heels, but Lincoln's lineup remains a work in progress. The Fusion-based MKZ offers a nice mix of attributes, but Lincoln's dealer count has shrunk, and many Lincoln outlets are located within – or immediately adjacent to – Ford stores. If a Fusion-based Lincoln credibly aspires to Lexus-like attributes, the same won't be said for the Ford showrooms. Here are the offerings: The Lexus ES 350 team has, over the sedan's several variations, worked hard to separate the volume Lexus from Toyota's similar Camry, and in 2017 that separation might actually be quantifiable. To its credit, the ES 350 (pictured at left) comes with but one non-hybrid drivetrain, a 3.5 liter V6 connected to a six-speed automatic driving the front wheels. With it, the ES 350 delivers a motoring experience bordering on the sublime. With the exception of its now-predictable big mouth grille, the balance of the ES sheetmetal is responsibly muted, inoffensive to the eye and should wear well through the typical payment cycle. Access to its moderately upscale interior is easy, and once inside you'll find expansive room (some 100 cubic feet) for four, along with adequate space for the occasional fifth. With a curb weight of just 3,600 pounds, the V6's 268 horsepower and 248 pound-feet of torque is responsive, and that's evident in the four-door's 7-second sprint to 60. This isn't a track day or autocross weapon, but if part of your day is a stressful commute, this will make it less so. With a base – albeit well appointed – spec, the ES 350 retails for just under $40,000. We would order ours in Atomic Silver, even if "atomic" seems so last-century. If you can forget – for a minute – the Matthew McConaughey connection, know that Lincoln's MKZ is fully credible as a midsize, mid-fashion sedan. If you like your Fords with more expressive interiors and additional driving refinement, there's a lot to like in Lincoln's MKZ.

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.