Consumer advocate group Consumer Reports (CR) has issued a sharp rebuke of Tesla’s Full Self-Driving Beta V9, which began its initial rollout earlier this month. CR highlighted FSD Beta V9’s capabilities and lack of safeguards as its main point of criticism for the advanced driver-assist system.
Tesla FSD Beta V9 adopts the company’s pure vision approach, which uses a camera-based Autopilot model. Tesla’s decision to adopt pure vision as opposed to its previous camera+radar approach was quite controversial, though initial reviews from some FSD Beta users have noted that their vehicles have been behaving more confidently with FSD Beta V9. Elon Musk, for his part, has maintained that FSD Beta V9 users must exercise utmost caution when using the system.
Consumer Reports’ Tesla Model Y does not have FSD Beta V9 software, and thus, the company is yet to experience the advanced driver-assist system firsthand, but Jake Fisher, senior director of CR’s Auto Test Center, noted that videos of FSD Beta V9 in action do not inspire confidence. “Videos of FSD Beta 9 in action don’t show a system that makes driving safer or even less stressful. Consumers are simply paying to be test engineers for developing technology without adequate safety protection,” he said.
The magazine pointed to videos uploaded by FSD Beta V9 tester AI Addict, whose YouTube uploads showed instances when the advanced driver-assist system made mistakes and required manual interventions. Missy Cummings, an automation expert who is director of the Humans and Autonomy Laboratory at Duke University, noted that FSD Beta V9 still has fundamental problems.
“It’s hard to know just by watching these videos what the exact problem is, but just watching the videos it’s clear (that) it’s having an object detection and/or classification problem. I’m not going to rule out that at some point in the future that’s a possible event. But are they there now? No. Are they even close? No,” she said.
Selika Josiah Talbott, a professor at the American University School of Public Affairs in Washington, D.C., is more critical of the system, stating that the videos she has seen of FSD Beta V9 show that the advanced driver-assist system behaves “almost like a drunk driver” in the way that it struggles to stay between lane lines. “It’s meandering to the left; it’s meandering to the right. While its right-hand turns appear to be fairly solid, the left-hand turns are almost wild,” she said.
Despite Tesla’s rollout of a camera-based driver monitoring system to its vehicles, Fisher argued that the EV maker still needs to monitor its drivers in real-time to ensure that FSD Beta V9 is being used properly. “Tesla just asking people to pay attention isn’t enough—the system needs to make sure people are engaged when the system is operational. We already know that testing developing self-driving systems without adequate driver support can—and will—end in fatalities,” he said.
It should be noted that FSD Beta V9’s current iteration is not in wide release yet, and it has only been rolled out to the company’s select group of FSD Beta testers. So far, however, tests of the system in action seem encouraging. While manual interventions still happen from time to time, FSD Beta V9 does seem like a step forward from its previous iterations. This does not mean that Tesla’s driver-assist system is ready to go hands-free, of course, but it’s a solid step forward. Needless to say, there’s a good chance that improvements would be made to FSD Beta V9 before it gets a wider release.
Consumer Reports’ full article on Tesla’s FSD Beta V9 could be accessed here.
Watch AI Addict’s FSD Beta V9 video below.
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Elon Musk
Tesla’s secretive “Project Crystal Sun” gets a big green light in Texas
Fort Bend County approved four incentive agreements Thursday for Tesla’s proposed $10.1 billion solar factory.
Fort Bend County commissioners on Thursday approved a package of tax incentives for Tesla’s proposed $10.1 billion solar cell factory near Needville, Texas, giving the company one of the last local approvals it needs before it decides where to build. All four Tesla agreements passed 4 to 0.
The votes covered a property tax abatement inside Reinvestment Zone No. 34, a Chapter 381 economic development agreement, a foreign trade zone non-objection paired with payments in lieu of certain taxes, and a separate payment in lieu of taxes “true up” agreement, according to agenda notes from the Fort Bend Commissioners Court meeting.
The project, known internally as “Project Crystal Sun,” would make solar cells and finished modules on roughly 3,000 acres near FM 762 and FM 1994, south of the Brazos River. As Teslarati reported when the filing first surfaced in August, Tesla’s application under the state’s JETI Act splits the investment into $1.5 billion in real property and $8.6 billion in equipment, with 9,712 permanent jobs projected by 2033 and commercial operations targeted for the first quarter of 2029. The plant would handle the full chain from ingot and wafer production through cell testing.
Inside Tesla’s secretive $10 Billion “Project Crystal Sun” filing
Thursday’s approval does not lock in the site. Tesla has told the Texas Comptroller it is still weighing other locations, and site selection adviser David Dennison told Lamar Consolidated ISD trustees in September that the race had narrowed to Fort Bend and one out of state rival with a “very compelling package,” according to the Houston Chronicle. Tesla hopes to decide before the end of 2026, and the incentives still need sign off from the Comptroller and the Governor’s office.
Local officials have now done nearly everything within their control. Commissioners created the reinvestment zone in an August 24 special meeting, with Interim County Judge Daniel Wong formally withdrawing himself over his engineering firm’s past work with Tesla. Lamar CISD trustees voted 7 to 0 on September 15 to advance a JETI agreement that would tax Tesla’s qualifying property at 50 percent of its value for maintenance and operations from 2029 through 2038.
The plant lines up with a target Elon Musk set on Tesla’s Q4 2025 earnings call in January, when he said the company would “work toward getting 100 GW a year of solar cell production, integrating across the entire supply chain from raw materials all the way to finished solar panels.” In March, Tesla was reported to be negotiating a $2.9 billion purchase of Chinese solar manufacturing equipment bound for Texas. The Houston area already hosts Tesla’s Megafactory in Brookshire, where Megapack 3 production has started. Tesla said on its Q3 call that Megapack supply for 2027 is nearly sold out, and Musk wrote on X Thursday that the company is “increasing production of Megapacks as much as possible,” as demand from data centers climbs.
Tesla revealed plans to develop its own maps internally to fix Navigation issues and give owners more control over their routing.
On the company’s Q3 2026 Earnings Call, a question was asked about FSD Navigation issues, particularly speed limit recognition, parking, and routing. These are issues that surface from version to version and seem to be seriously challenging for Tesla’s AI team to resolve.
Tesla’s Head of AI, Ashok Elluswamy, said in response to the question:
“You’re totally right that we shouldn’t be depending on external people’s maps. So we are building our own maps, but not like the same way as OneMoreMap. We are building an entirely new architecture with essentially AI-based mapping and navigation.”
He continued:
“It’s going to be super awesome. It’s going to be integrated with voice. You can talk to it, ask for different routes. It’s going to learn your personalized preferences, plus the fleet preferences. The collective intelligence of all the cars is going to flow into making the maps and navigation super cool.”
Elluswamy said this issue should be confronted, and the mapping should be available for people by the time the v15 release starts deploying to customers.
“And over the next several months,” he added, “it’s just going to take over all of the navigation functions, parking, destination handling. And it will know you better than you know yourself in some regard for the driving task, and then handle it fully.”
Tesla Summon got insanely good in FSD v14.3.2 — Navigation? Not so much
Navigation is perhaps the most notable complaint with FSD, and although it has gotten better, it is still flawed. Much of the time, FSD will take people on routes that are not preferred by the driver, but Tesla tried to combat this with a routing feature in the Summer 2026 Update.
Tesla currently relies on Google for map data, but it is sort of counterintuitive to believe the company would rely on a third party for this. These improvements will be welcome, as routing and navigation have been such a pain point for so many owners for so long.
Quotes via Motley Fool
Tesla Full Self-Driving (Supervised) showed a record attach rate at delivery for new vehicles in the third quarter of 2026.
75 percent of new vehicle deliveries in North America included a subscription to FSD software, up from 55 percent in the prior quarter, a 20-percentage-point sequential gain in the company’s most mature market.
Tesla Q3 2026 Earnings results: in-line revenues, slight beat on EPS
Tesla shed light on the Q3 Shareholder Deck that 75 percent of new deliveries came with an FSD subscription:
“FSD (Supervised)⁴ attach rate continued to grow, reaching over 75% of new vehicle deliveries in North America – our most mature market – a nearly twenty percentage point sequential increase. We believe that FSD is driving demand in markets where it is available, and we continue to work with regulators to get it approved in other markets. “
The higher attach rate accompanied strong growth in the overall FSD consumer base, as active subscriptions rose to 1.75 million, a 67 percent year-over-year increase. For the first time, more than half of paid customers are on the monthly subscription, which is priced at $99 per month in the U.S.
People are buying FSD with a car attached, not the other way around
— Elon Musk (@elonmusk) October 21, 2026
The transition to subscriptions has accelerated since Tesla discontinued the one-time purchase option in most markets earlier this year. The recurring model improves revenue visibility and margins compared with large upfront payments. With three-quarters of North American deliveries now including FSD, the software is now an evidently large contributor to Tesla’s economics and ancillary revenue.
Geographic expansion remains important for further gains. FSD is now available in nine countries in the EU, and more than 100,000 customers have driven over 160 million kilometers. Tesla is pursuing broader EU-wide approval, with a related vote expected in December. Similar progress in additional markets could support higher attach rates beyond North America.
These results came as Tesla had a strong quarterly delivery performance of 486,532 vehicles in the quarter, which came with its largest passenger-vehicle backlog in four years. Battery supply continued to limit volume, but the company has pointed to FSD as a clear difference-maker that is helping sustain demand. As supervised capabilities improve, the attach rate will likely continue to improve.
At face value, it is a key measure of how Tesla is converting sales into autonomy progress.
Tesla’s secretive “Project Crystal Sun” gets a big green light in Texas
Tesla is building its own maps to fix Navigation issues
