AI Insights
Tech from Apple, Dyson, Sony and others is up to 50 percent off

Labor Day marks the unofficial end to summer as the weather starts to get crisper and students head back to school for the new semester. It also marks a good time to check out the tech deals available across the web. While seasonal holidays like Memorial Day and Labor Day are not the boon for tech sales that shopping events like Amazon Prime Day are, they can present good opportunities to save on things like laptops, tablets, smart home gear and more.
Here, we’ve curated the best Labor Day sales on tech we could find this year. Since this time of year does overlap with the back-to-school season, students should be first in line to check out these deals. If you need some new gadgets for college, or refreshed tech to help you out in your first job after graduating, now’s the time to see if you can get it for less. Student discounts are handy and exclusive to those who can prove their student status, but the good thing about Labor Day sales is that anyone can take advantage of them — student ID not required.
Best Labor Day sales: Engadget’s top picks
Apple MacBook Air (13-inch, M4) for $799 ($200 off): Apple’s latest MacBook Air is the top pick in our guide to the best laptops, and it earned a score of 92 in our review. The M4 model isn’t a major refresh overall, but that’s not a bad thing — the design remains exceptionally thin, light and well-built, with long battery life and a top-notch keyboard and trackpad. Now it’s a bit faster thanks to the updated chipset.
Apple iPad (11-inch, A16) for $299 ($50 off): Apple’s entry-level iPad is, unsurprisingly, the best iPad option for those on a budget. It has solid performance thanks to the A16 chipset, 128GB of storage in the base model and good battery life.
Apple iPad Air (11-inch, M3) for $449 ($150 off): The latest iPad Air is a relatively minor update; the only big addition is a more powerful M3 chip. However, we still recommend this iPad over the base model in our iPad buying guide: Its display is more color-rich and better at fending off glare, its speakers are more robust, it works with Apple’s best accessories and its performance should hold up better in the years ahead.
Cosori 9-in-1 air fryer for $90 (25 percent off): One of our picks for the best air fryers, this Cosori model has a spacious six-quart cooking basket and nine prep modes to choose from. In our testing, it consistently crisped up all kinds of foods, from frozen appetizers to raw proteins, and it has a nifty safety feature with its built-in basket release button.
Sony WH-CH520 wireless headphones for $38 (46 percent off): Sony makes headphones at all price ranges, and the WH-CH520 provides good sound quality and long battery life at an affordable price. They support custom EQ with Sony’s mobile app, multipoint connectivity, a built-in microphone and up to 50 hours of battery life.
Anker MagGo Qi2 10K power bank for $70 (22 percent off): Our current favorite power bank for iPhones, this 10K portable battery attaches magnetically to iPhones and powers them up quickly thanks to Qi2 technology. The built-in kickstand makes it easy to prop up your phone while it’s recharging, and the LCD display handily shows you how much power is left in the bank itself.
Anker Laptop Power Bank (25K, 100W) for $95 (30 percent off): One of our top picks for the best power banks, this 25K brick from Anker has two built-in USB-C cables so you never have to remember to bring one with you. It has a durable build and delivers a speedy charge to all devices, and as the name implies, it can handle powering up items as big as a laptop.
Dyson 360 Vis Nav robot vacuum for $500 ($500 off): Dyson made one of the most impressive robovacs with the 360 Vis Nav. It has some of the strongest suction power of any robot vacuum I’ve tried, and its impressive obstacle avoidance allows it to move around furniture and other objects with basically not intervention from humans necessary.
Shark AI Ultra robot vacuum for $298 (50 percent off): This Shark robot vacuum is a version of one of our favorites and it comes with a auto-empty base that can hold up to 60 days worth of debris. It has strong suction power and home mapping capabilities, so you can tailor cleaning jobs to your liking in addition to putting the robot on a cleaning schedule.
Eufy 11S Max robot vacuum for $159 (43 percent off): This model is one of our favorite budget robot vacuums thanks to its slim design that lets you get underneath furniture more easily and strong suction power for its size. Note that it does not have Wi-Fi connectivity, but it comes with a remote that lets you control the robot to your liking.
Google Pixel 10 smartphone + $100 Amazon gift card for $799 ($100 off): More of a pre-order deal than a Labor Day deal, this bundle includes a free gift card when you order the latest Google Pixel phone in advance. You’ll find different gift card deals at Amazon depending on which phone you go with: the Pixel 10 Pro and Pro XL have a $200 gift cards included, while the Pixel 10 Pro Fold comes with a free $300 gift card.
Amazon Kindle Colorsoft (16GB) for $220 ($30 off): This is the latest version of Amazon’s color ereader that has half of the storage of the original model, but otherwise functions the same. That makes it a little cheaper to start off, but you’re still getting a 7-inch color e-paper display, full access to the Kindle shop and a waterproof design. We also appreciate that the Colorsoft comes with no lockscreen ads by default.
Amazon Kindle (16GB) for $90 (18 percent off): The latest entry-level Kindle has a lightweight, compact design, a six-inch screen with adjustable front light, up to six weeks of battery life and gives you access to the entire Kindle ebook store.
Blink Outdoor 4 security cameras (3 camera system) for $100 (47 percent off): Some of our favorite security cameras, Blink Outdoor 4 devices support 1080p video, two-way talk, motion alerts and night vision. The most convenient thing about these is that they’re totally wireless and run on AA batteries that can last up to two years before you need to replace them. That combined with their weather-proof design allows you to place them both inside and outside.
ESPN Unlimited with Disney+ and Hulu (with ads) for $30/month ($6/month off): ESPN’s new streaming service is officially available now, and new subscribers can get Disney+ and Hulu included for one year when they sign up. The regular price of the new ESPN Unlimited plan is $30 per month, but this bundle offer throws in Disney+ and Hulu (with ads) for one year at no extra cost. If you want to break it down, you’re essentially getting each of the three services for $10 monthly with this offer.
NordVPN deal — Get up to 77 percent off two-year plans: Most of NordVPN’s two-year plans are on sale right now. You’ll get 77 percent off the Prime tier, bringing the price down to $189 for 27 months of service (Nord throws in an extra three months for free). Arguably the best plan for most people is the Plus tier, which is 73 percent off and down to $108 for the 27-month term.
MasterClass deal — Get 50 percent off one-year subscriptions: You can sign up for one year of MasterClass access for as low as $5 per month thanks to this sale that runs through September 1. A subscription lets you watch hundreds of online video classes taught by experts in their fields, and subject matter ranges from writing to cooking to sports.
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AI Insights
Spain Leads Europe in Adopting AI for Vacation Planning, Study Shows

Spain records higher adoption of Artificial Intelligence – AI in vacation planning than the European average, according to the 2025 Europ Assistance-Ipsos barometer.
The study finds that 20% of Spanish travelers have used AI-based tools to organize or book their holidays, compared with 16% across Europe.
The research highlights Spain as one of the leading countries in integrating digital tools into travel planning. AI applications are most commonly used for accommodation searches, destination information, and itinerary planning, indicating a shift in how tourists prepare for trips.
Growing Use of AI in Travel
According to the survey, 48% of Spanish travelers using AI rely on it for accommodation recommendations, while 47% use it for information about destinations. Another 37% turn to AI tools for help creating itineraries. The technology is also used for finding activities (33%) and booking platform recommendations (26%).
Looking ahead, the interest in AI continues to grow. The report shows that 26% of Spanish respondents plan to use AI in future travel planning, compared with 21% of Europeans overall. However, 39% of Spanish participants remain undecided about whether they will adopt such tools.
Comparison with European Trends
The survey indicates that Spanish travelers are more proactive than the European average in experimenting with AI for holidays. While adoption is not yet universal, Spain’s figures consistently exceed continental averages, underscoring the country’s readiness to embrace new technologies in tourism.
In Europe as a whole, AI is beginning to make inroads into vacation planning but at a slower pace. The 2025 Europ Assistance-Ipsos barometer suggests that cultural attitudes and awareness of technological solutions may play a role in shaping adoption levels across different countries.
Changing Travel Behaviors
The findings suggest a gradual transformation in how trips are organized. Traditional methods such as guidebooks and personal recommendations are being complemented—and in some cases replaced—by AI-driven suggestions. From streamlining searches for accommodation to tailoring activity options, digital tools are expanding their influence on the traveler experience.
While Spain shows higher-than-average adoption rates, the survey also reflects caution. A significant portion of travelers remain unsure about whether they will use AI in the future, highlighting that trust, familiarity, and data privacy considerations continue to influence behavior.
The Europ Assistance-Ipsos barometer confirms that Spain is emerging as a frontrunner in adopting AI for travel planning, reflecting both a strong appetite for digital solutions and an evolving approach to how holidays are designed and booked.
Photo Credit: ProStockStudio / Shutterstock.com
AI Insights
NBA star Tristan Thompson is bringing artificial intelligence to basketball fans

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Tristan Thompson is well-recognized for his career in the NBA, having played for teams like the Cleveland Cavaliers, the Boston Celtics, and the Los Angeles Lakers, to name a few. He was even part of the team that earned an NBA championship in 2016. But while Thompson’s basketball reputation precedes him, off the court, he’s focusing on his various entrepreneurial ventures.
When asked by Yahoo Finance’s Financial Freestyle podcast host Ross Mac if he would invest his final dollar in artificial intelligence or the blockchain, Thompson picked the industry that’s already projected to be worth $3.6 trillion by 2034.
“You see what Mark Zuckerberg’s paying for all these AI gurus? So I might go AI,” he said (see the full episode above; listen below).
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Thompson has already made AI one of his entrepreneurial ventures with the launch of TracyAI, an artificial intelligence that’s meant to offer real-time NBA analysis and predictive insights.
“Imagine a sports analyst or commentator on steroids,” he explained to Mac. “What I mean by that is having all the high-level analytics that you cannot get from NBA.com and ESPN … the analytics are coming from the professional teams. We have certain data and access to certain companies that only professional sports teams have access to. And I was able to pull that data with my resources and put it into the AI agent.”
Thompson saw the venture as “low-hanging fruit,” as it was one of the few areas he hadn’t yet noticed artificial intelligence being worked into. Though AI is slowly finding its way into the sports industry, TracyAI offers basketball fans access to statistics and projections they may not have had through the typical channels, creating a unique fan experience.
Though Thompson admitted AI has created some of its own controversies, it’s a venture where he’s ready to invest some of his financial resources to capitalize on the industry’s projected rapid growth.
“For me, it’s like, if [AI is] covering so many sectors, how come it hasn’t got into sports?” Thompson said. “This is an opportunity where I can be a visionary and a pioneer … I’ve always had this grind, build-up mentality, so it just migrated easily into Web3. If you look at Daryl Morey, he said he used AI agents to curate his Sixers roster … that just shows you that’s the first domino effect into something great.”
AI Insights
No, AI Is Not Better Than a Good Doctor

Search the internet and you will find countless testimonials of individuals using AI to get diagnoses their doctors missed. And while it is important for individuals to take ownership of their healthcare and use all available resources, it is just as important to understand the process behind an AI diagnosis.
If you ask AI to figure out what ails you based on inputting a series of symptoms, the AI will use mathematical probability to calculate the appropriate sequence of words that would generate the most valuable output given the specific prompt. The AI has no intrinsic or learned understanding of what “body,” “illness,” “pain,” or “disease” mean. Such practically meaningful concepts to humans are, to the bot, just letters encountered in the training set frequently paired with other letters.
New research on AI’s lack of medical reasoning
Recently, a team of researchers set out to investigate whether AIs that achieved near-perfect accuracy on medical benchmarks like MedQA actually reasoned through medical problems or simply exploited statistical patterns in their training data. If doctors and patients more widely rely on AI tools for diagnosis, it becomes critical to understand the capability of AI when faced with novel clinical scenarios.
The researchers took 100 questions from MedQA, a standard dataset of multiple-choice medical questions collected from professional medical board exams, and replaced the original correct answer choice with “None of the other answers.” If the AI was simply pattern-matching to its training data, the change should prove devastating to its accuracy. On the other hand, if there was reasoning behind its answers the negative effect should be minimal.
Sure enough, they found that when an AI was faced with a question that deviates from the familiar answer patterns it was trained on, there was a substantive decline in accuracy, from 80% to 42% accuracy. This is because AI today are still just probability calculators, not artful thinkers.
Artful medical practitioners see, hear, feel, and recognize medical conditions in ways they are often not consciously aware of. While an AI would be thrown off by an unfamiliar description of symptoms, good doctors listen to the specific word choices of patients and try to understand. They appreciate how societal factors can impact health, trusting both their own intuitions and those of the patient. They pay close attention to all the presenting symptoms in an open-minded manner, as opposed to algorithmically placing the patient in a generic diagnostic box.
Healing is more than a single task
And yet, algorithmic supremacists are as confident as ever in their belief that human healthcare providers will be replaced by machines. In 2016, at the Machine Learning and Market for Intelligence Conference in my hometown of Toronto, Geoffrey Hinton took the mic to confidently assert: “If you work as a radiologist, you are like Wile E. Coyote in the cartoon. You’re already over the edge of the cliff, but you haven’t yet looked down … People should stop training radiologists now. It’s just completely obvious that in five years deep learning is going to do better than radiologists.”
Seven years later, well past the five-year deadline, Kevin Fischer, CEO of Open Souls, attacked Hinton’s erroneous AI prediction, explaining how tech boosters home in on a single behavior against some task and then extrapolate broader implications based on that single task alone. The reality is that reducing any job, especially a wildly complex job that requires a decade of training, to a handful of tasks is absurd.
As Fischer explains, radiologists have a 3D world model of the brain and its physical dynamics in their head, which they use when interpreting the results of a scan. An AI tasked with analysis is simply performing 2D pattern recognition. Furthermore, radiologists have a host of grounded models they use to make determinations, and, when they think artfully, one of the most important is whether something “feels” off. A large part of their job is communicating their findings with fellow human physicians. Further, human radiologists need to see only a single example of a rare and obscure condition to both remember it and identify it in the future, unlike algorithms, which struggle with what to do with statistical outliers.
So, by all means, use whatever tools you can access to help your wellness. But be mindful of the difference between a medical calculator and an artful thinker.
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