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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

BMW tops Consumer Reports 2023 Brand Report Card

Feels like we wrote about Consumer Reports' 2022 Brand Report Car and 10 Top Picks a few weeks ago, but it was last April. So the mag is back with a ranked roster of 32 brands and 10 vehicles in four categories for your debating pleasure. Starting with the brands, last year's top three were Subaru, Mazda and BMW. This year, the Munich crew climbed two spots to win the prize thanks to "Superb road test scores and solid results in CR’s reliability and owner satisfaction surveys." Subaru narrowly fell to second, maintaining its four-year run in the top three. Mini, eighth last year, jumped five spots to get the last step on the podium. The rest of the top 10 were Lexus (up one spot from last year), Honda (down one spot from last year), Toyota (up three), Genesis (up 12), Mazda (down six), Audi (down three) and Kia (up eight). The magazine and testing outfit says its Brand Report Card "[reveals] which automakers are producing the most well-performing, safe, and reliable vehicles based on CRÂ’s independent testing and member surveys," and that "Brands that rise to the top tend to have the most consistent performance across their model lineups." Last year's top 10 had six automakers from Japan, three from Germany (giving Mini credit for England), none from the U.S. or South Korea, and five luxury brands. This year's list counts five makes from Japan, two from Germany because Porsche fell out of the top ten, two from South Korea, still none from the U.S., and four luxury brands. Buick again ranked as the best domestic, dropping to 12th after being 11th last year. The big mover was Lincoln, its 10-place jump up to 16th attributed to better reliability from the Corsair and Nautilus. Tesla's improved overall reliability saw it climb six spots to 17th. Dodge climbed one spot to 15th. Jeep got out of the penalty box in last to come second-to-last. Land Rover fell three places into the penalty spot.  CR's top 10 vehicle models The 10 Top Picks list is practically a new list. Only two holdovers made it to 2023, those being the Subaru Forester and Kia Telluride.

Editors’ Picks March 2023 | Hot hatch galore and some great luxury SUVs

This month of Editors’ Picks sees us hand out a pair of nods to the best hot hatchbacks money can buy these days, the Honda Civic Type R and Toyota GR Corolla. You can read more about how they compare in our head-to-head comparison test, but both have their advantages, and we can highly recommend buying either of them. Then we head to Europe to recognize a couple of SUVs that just went through mid-cycle refreshes and came out on the other side just as lovable as they were before. In case you missed our previous Editors' Picks posts, hereÂ’s a quick refresher on whatÂ’s going on here. We rate all the new cars we drive with a 1-10 score. Cars that are exemplary in their respective segments get an EditorsÂ’ Pick designation. Those are the ones weÂ’d recommend to our friends, family and anybody whoÂ’s curious and asks the question. The list that youÂ’ll find below consists of every car we rated in January that earned an EditorsÂ’ Pick. 2023 Honda Civic Type R 2023 Honda Civic Type R front low View 34 Photos Quick take: The Honda Civic Type R embodies what at means to be a hot hatch. It's the best FWD car we've ever driven, and because it's a Civic, it excels with a spacious and pretty interior, too. This is the full package. Score: 8.5 What it competes with: Toyota GR Corolla, VW Golf R Pros: Sublime driving dynamics, magical shifter, gorgeous and utilitarian interior Cons: An expensive proposition, lacks basic luxuries like heated seats From the editors: Senior Editor James Riswick — "The Civic Type R is a resolutely composed performance machine that sufficiently builds upon the delightful man-machine interfaces found in the increasingly impressive trio of Civic Sport Touring, Civic Si and Acura Integra A-Spec. ItÂ’s even more fun and capable at higher speeds, yet remains just as forgiving and easy to drive. The 2023 Honda Civic Type R sure seems all grown up. Maybe itÂ’s because IÂ’m almost in my 40s, (ugh) but I see absolutely nothing wrong with this. The Type R magic is not lost." In-depth analysis: 2023 Honda Civic Type R First Drive Review: All grown up isn't so bad   2023 Toyota GR Corolla 2023 Toyota GR Corolla Circuit front three quarter low View 39 Photos Quick take: The GR Corolla is a serious performance machine that is sure to please any enthusiast with its brilliant driving dynamics. It's only let down by a cheap-feeling and small interior that doesn't lend well to daily driver duty.