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The Linux community is fed up with Ubuntu. Here are the distros they're switching to
Ask in any Linux forum which Linux distro you should use as a beginner, and one of the clear answers will be Ubuntu. Despite being one of the most popular distros, it has disappointed many general Linux users. Distro hopper or not, many people are switching from Canonical's distro to others.
3 ESP32 wireless audio projects to get stuck into this weekend (Oct 30 - Nov 1)
I’m constantly amazed by the projects I see shared online that make increasingly impressive use of cheap $5 microcontrollers like the ESP32. With built-in Wi-Fi and Bluetooth, plus the ability to interface with additional radio interfaces, the wireless possibilities are seemingly endless.
Synology rushes out more PHP2Shell fixes as hackers target outdated NAS systems
Synology has been scrambling to fix the PHP2Shell vulnerabilities since the PHP developers released emergency security patches on October 21, and the company confirmed that a number of its NAS packages were affected. Now the story has taken a twist, as Synology reports that attackers are exploiting the flaws, and the US cybersecurity agency CISA has added them to its Known Exploited Vulnerabilities catalog. Synology is now extending security fixes to older DiskStation Manager (DSM) versions, following the discovery of a separate ransomware campaign targeting outdated NAS systems.
Your ISP knows you have a homelab. Here's everything they can see
You don't have to be doing anything shady to still not want your ISP to know exactly what you're up to. It comes down to privacy, and knowing that your ISP, good or bad, knows a lot about your online habits isn't nice.
Everything to know about Targets Black Friday 2026 sale: Store hours, early access info, best deals
Target's Black Friday 2026 sale is coming in hot, folks. Things kick off extra early this year, with the first official shopping event of the season on Nov. 5. In other words, you might want to get your lists ready ASAP.
While most holiday shopping is done online these days, Target still offers that classic Black Friday in-store shopping experience for those who want to soak it all in. The deals will really start to heat up as we get closer to Black Friday proper, but you can start checking off your lists as soon as today.
With every retailer holding major Black Friday events, it's easy to get your wires crossed. To help you keep all the details straight and get ready to shop at Target on Black Friday 2026, here's everything you need to know, including store hours, what will be on sale, and how to get early access to the best deals.
When is Target's Black Friday sale?Black Friday proper falls on Nov. 27 in 2026, but most retailers start dropping deals well before that. Target's first early Black Friday sale kicks off on Nov. 5 and runs through Nov. 7, followed by new limited-time deal drops every weekend throughout the holiday season. The official Cyber Week schedule has yet to be unveiled, but Target has announced that its Deal of the Day program will return on Nov. 1. Shoppers can score a new featured deal each day until Dec. 24, with a one-day preview of the offers.
Here's a breakdown of Target's Black Friday schedule so far:
Nov. 1: Target Deal of the Day offers kick off
Nov. 5-7: Target's first early Black Friday sale
Every weekend after: New limited-time holiday deal offers
You can shop Target's Black Friday sale both online and in stores. Most Target stores will open their doors at 6 a.m. local time on Black Friday, Nov. 27. There may be exceptions to those hours, so double-check the exact opening hours for your local store. Target stores are closed on Thanksgiving Day.
Last year, Target made waking up early on Black Friday worth it, as the first 100 guests in line received limited-edition iridescent tote bags. Among those 100, 10 lucky shoppers got a surprise gift inside, ranging in value from $99 to $350. Those gifts included Target Circle 360 memberships, gift cards, a Ninja Slushie machine, and more. Target stores with Starbucks Cafés inside also offered samples of their Frozen Peppermint Hot Chocolate.
Target Circle 360 Black Friday early accessIn 2025, Target gave its Target Circle 360 members early access to select deals during their Black Friday sales. It's highly likely that members will get early access this year as well.
Target Circle 360 is the retailer's paid membership program (separate from its free Circle membership). It costs $99 annually or $10.99 per month and offers perks like same-day delivery, free shipping, monthly freebies, early access to sales, and an extra 30 days for returns.
What will be on sale at Target for Black Friday?Target has a wide assortment of Black Friday deals, ranging from toys to tech. We expect to see some steep discounts on toys and will definitely be keeping an eye on Lego sets and Pokémon 30th Anniversary products. In years past, we've also seen great deals on small appliances, TVs, headphones, floor care, and gift cards. Standout deals from 2025 included $69 AirPods, $600 off TCL's The Frame TV dupe, 20% off gift cards, and a $49 air fryer.
Best early Black Friday deals at TargetWhile Target's first early Black Friday sale doesn't kick off until Nov. 5, there are definitely already deals floating around. We've found a few worth shopping ahead of time. Here's a glimpse at some of our favorite early Black Friday deals at Target.
Opens in a new window Credit: Lego Lego Botanicals Flower Arrangement 10345 $62.04 at Target$72.99 Save $10.95 Get Deal at Target Opens in a new window Credit: Apple Apple AirTag (2nd gen) $23.99 at Target
$29.99 Save $6 Get Deal at Target Opens in a new window Credit: Fitbit Fitbit Inspire 3 $69.95 at Target
$99.95 Save $30 Get Deal at Target Opens in a new window Credit: JBL JBL Charge 6 Bluetooth speaker $149.99 at Target
$199.99 Save $50 Get Deal at Target Opens in a new window Credit: HP HP DeskJet 2955 wireless all-in-one printer $49.99 at Target
$89.99 Save $40.00 Get Deal at Target Opens in a new window Credit: Canon Canon IVY2 $99.99 at Target
$119.99 Save $20 Get Deal at Target
Hundreds of Chrome extensions were caught hijacking searches. Here's how to check yours
Installing a Chrome extension might feel seemingly harmless, but it could give someone else a peek at everything you search for online. You might be taking a detour you never signed up for. That’s what security researchers at Socket have uncovered — 319 Chrome extensions with a collective 13.4 million installations that push people’s searches through hidden servers before landing on Bing or Yahoo. Nothing looks alarming, which is why they stay under the radar.
Reddit to force mandatory login as Google traffic drops
One of the best things about Reddit is going away, and you have Google to thank for it.
In its third-quarter earnings report released on Thursday, Reddit revealed plans to eventually force all users to log in to a Reddit account in order to fully view the site, per CNBC. That would be a dramatic change, as "the front page of the internet" has been available to browse without an account for a long, long time. Reddit CEO Steve Huffman explained to CNBC that this change was the result of shrinking search referral traffic from Google as a result of the tech giant's introduction of AI Overviews, which have led to devastating traffic drops for many websites.
“I think fundamentally that relationship between Google and the rest of the internet is evolving, and so for us, this means a continued focus on our core users that come to Reddit directly,” Huffman told CNBC.
And in a letter to shareholders, Reddit leaders wrote:
Our search referral traffic was down meaningfully in Q3, with the decline accelerating later in the quarter. The biggest impact was on logged-out and web traffic, but some of the impact flows through to logged-in and App traffic, since search referral is a common source of reengagement for users...These declines have continued into the early part of Q4. During October, we have seen that search traffic has dropped by more than 1 million referrals on average per week.
SEE ALSO: Reddit homepage introduces a TikTok-style "For You" feedIn other words, Reddit can no longer trust that Google will bring an influx of traffic from curious users who just need to figure out how to fix their sink or something. In accordance, Reddit wants to focus instead on people who actively choose to visit the site every day, aka direct traffic. Reddit did not say when this change will be made, though CNBC reported that testing will begin outside the United States in the fourth quarter of this year.
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3 award-winning movies to watch on Netflix this weekend (October 30-November 1)
Netflix has no shortage of movies and shows that have won big during awards season, but finding one that fits your mood can still take a bit of searching through the platform's crowded catalog.
I cant believe it, but you can get a 2026 Kindle and Kindle Click on sale ahead of Black Friday
The time has come to start looking for Black Friday deals, and as an e-reader enthusiast, I'm most eager to see what the shopping event has in store for Kindle prices. Since Amazon just dropped a whole new collection of redesigned Kindles, we're hoping that the 2026 models will be marked down.
And the good news is that you can actually save on the new Kindles. But yes, there is a catch.
If you want to save on a Kindle, the only way is with a bundle. Amazon even threw in the brand-new Kindle Click remote to some of the bundles. Plus, our favorite bundle includes the stellar Page Turn Cover.
So if you want a new Kindle stat, these are the best early Black Friday Kindle deals to shop.
Best early Black Friday Kindle deal Opens in a new window Credit: Amazon Amazon Kindle Paperwhite, Page Turn Cover, Sling Bag Bundle $365.97 at Amazon$429.97 Save $64 Get Deal at Amazon Why we like it
Of all the new Kindles to be released, the best one is the Kindle Paperwhite Signature Edition. The new aluminum casing is beautiful, but best of all is its compatibility with the new Page Turn Cover. Luckily, you can save on both when you bundle it all together. Get the 2026 Amazon Kindle Paperwhite Signature Edition that comes with the Page Turn Cover and Sling Bag all bundled together. All three are $429.97, but right now you can get them for 15% off. That brings it down to $365.97, saving you $64.
Luckily, there are plenty of bundles to shop on Amazon across all models and generations — both 2024 and 2026.
More early Black Friday Kindle deals2026 Kindle Deals
Amazon Kindle (16GB), Cover, and Kindle Click Bundle — $190.97 $224.97 (save $34)
Amazon Kindle Paperwhite, Cover, and Power Adapter Bundle — $229.97 $269.97 (save $40)
Amazon Kindle (32GB), Cover, and Kindle Click Bundle — $233.97 $274.97 (save $41)
2024 Kindle Deals
Kindle (16GB, 2024 model), Cover, and Power Adapter Bundle — $186.97 $201.97 (save $15)
Kindle Colorsoft Signature Edition (2024 model), Cover, and Wireless Charging Dock Bundle — $372.97 $407.97 (save $35)
Wendy’s made a pixel-art RPG on Steam called ‘WendyQuest,’ and it actually looks good
TL;DR: Wendy’s is launching an impressive turn-based RPG on Steam: Play WendyQuest: Legend of the Four Corner Stones for free from Nov. 4.
Over the years, we've covered a lot of wild marketing stunts. At this point, you'd think that we would be prepared for anything. But every now and then, something launches that truly shocks us.
Wendy’s is genuinely delivering a turn-based indie RPG on Steam. Yes, really.
This Tweet is currently unavailable. It might be loading or has been removed.Titled WendyQuest: Legend of the Four Corner Stones, the PC title puts players in control of the braided red-headed mascot to "battle Mech Corp’s mechs, solve puzzles, and embark on an epic quest to unite four magical stones to save Savoria." Listed as "Coming Soon" with an active storefront page on Steam, the game's reception seems to have shifted from bewildered eye-rolls to genuine fascination.
The project is developed by independent Canadian studio 81monkeys, the creators behind World of Anterra, and is slated to launch on PC as a free-to-play title on Nov. 4.
Notably, the developers stamped the official Steam listing with a direct point of pride: the game is "100% fresh and 100% human made," with zero generative AI assets used in production.
How to use the TAKE function in Excel
Ever found yourself copying a few rows from an Excel spreadsheet into another part of your workbook, only to repeat the whole process when your data changes? There's a better way. Excel's TAKE function lets you extract the rows and columns you need, so you can build focused reports that update automatically.
How to watch F1 live streams online for free
This season of F1 is unlike any other. Every season of F1 has a number of fascinating storylines to follow, but due to a major set of regulatory changes, the level of unpredictability has spiked this year. That has led to some exciting racing.
Mercedes looked totally dominant in the early stages of the season. McLaren, Red Bull, and Ferrari cut the gap, but all eyes are on Kimi Antonelli as he aims to defend his lead at the top of the standings.
If you are interested in watching F1 2026 for free from anywhere in the world, we've got all the information you need.
What is F1?Formula One (F1) is the highest class of international open-wheel single-seater racing. A season consists of a series of races held in multiple countries and on multiple continents, either on purpose-built circuits or on closed public roads.
Lando Norris is the defending champion. McLaren won the Constructors' Championship in 2025.
When is F1 in 2026?The 2026 F1 season is the 77th edition of the championship. This year's championship features 24 Grands Prix events held all over the world between March and December:
Australian Grand Prix — March 8
Chinese Grand Prix — March 15
Japanese Grand Prix — March 29
Miami Grand Prix — May 3
Canadian Grand Prix — May 24
Monaco Grand Prix — June 7
Barcelona-Catalunya Grand Prix — June 14
Austrian Grand Prix — June 28
British Grand Prix — July 5
Belgian Grand Prix — July 19
Hungarian Grand Prix — July 26
Dutch Grand Prix — Aug. 23
Italian Grand Prix — Sept. 6
Spanish Grand Prix — Sept. 13
Azerbaijan Grand Prix — Sept. 26
Bahrain Grand Prix — Oct. 4
Singapore Grand Prix — Oct. 11
United States Grand Prix — Oct. 25
Mexico City Grand Prix — Nov. 1
São Paulo Grand Prix — Nov. 8
Las Vegas Grand Prix — Nov. 21
Qatar Grand Prix — Nov. 29
Abu Dhabi Grand Prix — Dec. 6
It's important to note that these dates are only for race days. The Chinese, Miami, Canadian, British, Dutch, and Singapore GPs will host a sprint race.
How to watch F1 for freeIn the U.S., F1 is now exclusive to Apple TV. If you want access to the whole season, an Apple TV subscription costs $12.99 per month or $99 per year.
Or you could access Apple TV for free with these workarounds:
Apple TV Opens in a new window Credit: Apple TV Apple TV (7-day free trial) Apple TV comes with a 7-day free trial for new subscribers. This is a sneaky trick, but you could sign up to watch the next F1 race and then cancel your subscription before you need to spend anything. This obviously isn't a long-term fix, but it does give you the opportunity to live stream select F1 race weekends for free. Shop Now Apple TV Prime Video Channel Opens in a new window Credit: Amazon Apple TV Prime Video Channel (7-day free trial) Already an Amazon Prime member? You're in luck. You can sign up for a 7-day free trial of Apple TV+ through Prime Video Channels. This lets you watch select F1 races live with the Prime Video app. The subscription typically costs £9.99 per month after the trial ends, but you can cancel at any time. That means you can watch select races without actually spending anything. Shop Now Apple One Opens in a new window Credit: Apple One Apple One (30-day free trial) Apple One bundles Apple TV with Apple Music, Apple Arcade, Apple Fitness Plus, Apple News Plus, and 50GB of iCloud Storage for $19.95 per month after a one-month free trial. Time it right and this trial could provide access to up to four race weekends for free. You do need to be a new or returning subscriber to each of the included services to get the free trial. Shop NowIt's worth noting that the best Apple TV free-trial offer comes with purchases of new Apple devices. New subscribers can get three months of Apple TV for free after purchasing any eligible Apple product, including iPhones, iPads, Macs, or Apple TVs. This special offer goes live for 90 days after the new device is activated — that's a good chunk of the season.
3 spooky Home Assistant projects to try this weekend (Oct 30-Nov 1)
It's that time of year again when you have to give free candy away or face the consequences. My kids love Halloween, and it's one of the rare times when they are actively encouraging me to do smart home projects, as long as they're spooky. Here are three projects to try this weekend, if you dare.
Black Friday 2026 at Home Depot: See the ad and early deals
Home Depot is officially kicking off the holiday shopping frenzy weeks ahead of schedule. Running in stores and online from Nov. 5 through Nov. 25, the retailer’s Black Friday Savings Event is doing what it does best: massive cordless power tool promos, rock-bottom holiday decor, and timely kitchen upgrades designed to bail you out before hosting duties begin.
The main draw for DIYers and woodworkers is the return of Home Depot's power tool BOGO event, where buying qualifying battery or starter kits from heavy hitters like Milwaukee, DeWalt, and Ryobi unlocks a free bare tool.
Meanwhile, the seasonal aisles are loaded with budget wins, including $5.98 LED string lights, $19.98 inflatables, and sub-$50 pre-lit Christmas trees, along with tiered appliance discounts that can add up to $1,250 in total savings.
Instead of making you comb through dozens of pages, we filtered out the filler to bring you the best deals worth grabbing from the Black Friday ad.
Best Decor deal Opens in a new window Credit: Home Accents Holiday 6.5 ft. Festive Pine Pre-Lit Christmas Tree $49.98 at The Home DepotShop Now at The Home Depot Why we like it
If you just want a decent tree set up before dinner, this 6.5-foot tree comes ready to go with 200 color-changing lights already wired into the branches. The color-changing micro fairy LEDs stay illuminated even if an individual bulb burns out or gets knocked loose. The 750 branch tips form a classic, dense silhouette with a manageable 41-inch base that tucks neatly into apartments or living rooms without taking up your entire walkways.
You also get plenty of control over the ambiance, thanks to four lighting presets — ranging from steady warm white to multicolor fades — and an included foot pedal switch that saves you from crawling across the floor every night just to unplug the stand.
More Home Depot decor deals3.5 ft. Pre-Lit LED Inflatable Santa — $19.98
3.5 ft. LED Yuletide Running Dog — $59.98
Home Accents Holiday 3.5 ft. LED Pre-Lit Lying Doe with Bow — $89.98
$397 Save $198 Get Deal at The Home Depot Why we like it
Cordless tools are useless once their batteries tap out, and this two-pack makes sure you always have a fresh one on standby. With two 5.0Ah packs in the box, you can keep one locked in a drill or saw while the other charges on the charger. They deliver way more runtime than standard packs, handle drops and rough garage knocks without cracking, and even work in freezing weather down past zero degrees.
The everyday perks are just as helpful. Each battery has a built-in LED gauge so you can check how much juice is left before you start a project, and the included charger supports both big M18 and compact M12 batteries, saving you from plugging in two different chargers. Even better, buying the kit unlocks a free bare tool at checkout — with choices, including impact wrenches, circular saws, and jobsite vacs.
More Home Depot tool dealsDeWalt Atomic 20V Max Cordless 2-Tool Combo Kit — $169 $249 (save $80)
Ryobi ONE+ 18V Cordless 6-Tool Combo Kit — $199 $299 (save $100)
Milwaukee M18 Fuel 21-Degree Cordless Framing Nailer — $379 $449 (save $70)
$329 Save $130 Get Deal at The Home Depot Why we like it
The Shark PowerPro Cordless Stick Vacuum uses a self-cleaning brushroll designed to prevent long hair and pet fur from wrapping around the bar, saving you from having to cut clogs. Its FloorDetect feature automatically adjusts the roller speed when you glide from bare floors to rugs, so you don't have to keep pausing to flip power switches.
Beyond floor cleaning, it runs for up to 50 minutes in handheld mode, has headlights to spot crumbs under dark furniture, and includes a sealed HEPA filter to keep fine dust from escaping back into the air. When you want to clean crumbs off the couch or tidy up car seats, the wand unclicks, turning the Shark PowerPro into a handheld with the included crevice and upholstery tools.
More Home Depot home improvement dealsRidgid 16 Gal. NXT Wet/Dry Shop Vacuum — $69.88 $119 (save $49.12)
Samsung 24 in. Built-In Dishwasher w/ 3rd Rack — $499 $799 (save $300)
$1,010 Save $331 Get Deal at The Home Depot Why we like it
The Whirlpool 30-inch Freestanding Electric Range is built for busy dinner nights when you just want to get food on the table without hovering over the stove. Its No Preheat Mode lets you skip waiting around for the cavity to warm up when baking things like frozen pizzas, while a built-in temperature sensor balances heat output so casseroles bake evenly from edge to center.
On the surface, the five-burner cooktop includes a FlexHeat dual radiant burner that expands from 6 to 9 inches, letting you fit smaller saucepans or large stockpots that boil water up to 40% faster. You also get a dedicated low-heat Warm Zone right in the middle to hold sides until the main dish is ready.
More Home Depot kitchen dealsVissani 18.7 cu. ft. Bottom Freezer Refrigerator — $649 $799 (save $150)
Whirlpool 24 in. Built-In Tall Tub Dishwasher w/ 3rd Rack — $729 $1,049 (save $320)
Samsung 30 in. Smart Double Oven Gas Range w/ Air Fry — $1,399 $1,799 (save $400)
Pokémon TCG Chaos Rising Booster Bundles have dropped under $50 at Amazon — save $11.99
TL;DR: The Pokémon TCG Mega Evolution Chaos Rising Booster Bundle is on sale for $48 at Amazon, down from its $59.99 list price.
Opens in a new window Credit: The Pokémon Company Pokémon TCG Mega Evolution Chaos Rising Booster Bundle $48 at Amazon$59.99 Save $11.99 Get Deal at Amazon
If you're looking to catch a great Pokémon deal this weekend — and what Pokémon collector isn't? — Amazon has marked down the Pokémon TCG Mega Evolution Chaos Rising Booster Bundle. This one's sure to be popular, so move quickly to get the discount.
As of Oct. 30, the Pokémon TCG Mega Evolution Chaos Rising Booster Bundle is available for just $48 at Amazon, which is a 20% discount from the regular list price of $59.99. That's an overall saving of $11.99. Let's face it: Pokémon collecting rarely comes cheap, so a $10-plus saving is always a good thing.
SEE ALSO: The Pokémon TCG 30th Celebration Booster Bundle is now on sale at Walmart — save $15But it's actually a much bigger saving than it seems. Individual booster packs are up to a whopping $15.88 each on Amazon, so six packs will set you back $95.28. That means this deal saves you $47.28 on buying individual packs.
Each of the booster packs included in this set comes with 10 trading cards and one Basic Energy. Don't miss this awesome deal on the Pokémon TCG Mega Evolution Chaos Rising Booster Bundle this weekend.
4 reasons I choose Waze over Google Maps
I first discovered Waze back in 2014 when traveling to a tech event in Colorado. I flew into Denver and had a 120-mile journey to my destination. It seemed like a simple trip, most of my time would be spent on a single interstate, and the resort was only a few short miles from the exit. About an hour into the trip, Waze suddenly told me to get off the highway at the upcoming exit. I knew I had just over an hour left on this highway, but needing a pit stop, I followed the directions.
Everything you need to know about Walmarts Black Friday 2026 sale: Store hours, early access, best deals
When you think of Black Friday, there's a good chance your mind goes to waiting in long lines to grab doorbuster deals at your local Walmart store. While the shopping event has drastically transformed over the last decade, one thing still rings true in 2026: Walmart has one of the most anticipated Black Friday sales of the season.
Walmart is still where you go if you want to shop Black Friday deals in person and avoid shipping altogether. But the retailer also hosts a pretty epic online savings event each year. You'll find deals and discounts across practically every department in the lead-up to the holidays, with things coming to a head on Black Friday proper.
To help you get the details straight and gear up to shop at Walmart on Black Friday 2026, here's everything you need to know, including when stores open, what will be on sale, and how to get early access.
When exactly is Walmart's Black Friday sale?Black Friday officially takes place on Friday, Nov. 27 in 2026. However, most retailers will kick off their Black Friday sales before that. Walmart has announced plans for three major holiday shopping events on its Black Friday 2026 calendar.
Walmart Early Black Friday Sale: Nov. 12 to Nov. 15
Walmart Black Friday Sale: Nov. 23 to Nov. 29 (online only Nov. 23 to Nov. 26)
Walmart Cyber Monday Sale: Nov. 30 to Dec. 2 (online only)
Last year, Walmart+ members got five hours of early access to both Walmart's Black Friday and Cyber Monday sales before the events kicked off for the public. This year, during both Black Friday events, select online-only deals will be reserved exclusively for Walmart+ members for the first 24 hours of the sale while supplies last.
A Walmart+ membership costs $98 per year or $12.95 per month for its base plan. You can also bundle it with Sam's Club Plus for $120 per year. A membership comes with tons of free perks, including free delivery, free next-day shipping, free access to either Paramount+ or Peacock, pharmacy delivery, gas savings, and more. You can kick off a 30-day trial for just $1.
Opens in a new window Credit: Walmart Walmart+ Membership 30-day trial for $1 Get Deal at Walmart What time do Walmart stores open on Black Friday?Since Walmart's Black Friday sale takes place both in-store and online, its stores will be open as well. Walmart stores open at 6 a.m. local time on Black Friday, Nov. 27. There may be exceptions to those hours, so it's best to check Walmart's store locator for the exact opening hours at your local store. Walmart stores are closed on Thanksgiving Day.
What will be on sale at Walmart for Black Friday?In short: practically everything. Walmart is best known for its doorbuster deals on budget TVs, popular toys, gaming consoles, and small appliances. We expect those categories to be its strong suits once again, but there will be plenty of other categories worth shopping as well.
Last year, we saw pretty wild deals on the Oura Ring 4 and PS5 Disc Console, as well as $69 AirPods, an older generation MacBook Air for only $549, and a 75-inch Hisense QLED TV for only $378. Follow along with Mashable's Black Friday coverage for all the best deal drops from Walmart (and beyond).
We also saw Walmart+ memberships for 50% off during last Black Friday season, a deal we're hoping the retailer revives for 2026.
Best early Black Friday deals at WalmartWhile Walmart isn't officially labeling anything as an early Black Friday deal yet, we've found a few noteworthy discounts well ahead of the sale. Here's a glimpse at a few of our favorite early deals so far.
Opens in a new window Credit: LG LG 65-inch C6 OLED 4K TV $1,399.99 at Walmart$2,699.99 Save $1,300.00 Get Deal at Walmart Opens in a new window Credit: onn. onn. 32-inch 720p HD TV $68 at Walmart
$88 Save $20 Get Deal at Walmart Opens in a new window Credit: Dyson Dyson V15 Detect Cordless Vacuum $649.99 at Walmart
$849.99 Save $200 Get Deal at Walmart Opens in a new window Credit: Dreame Dreame C30 Plus robot vacuum and mop combo $239.98 at Walmart
$329.99 Save $90.01 Get Deal at Walmart Opens in a new window Credit: Samsung Samsung 27-inch Odyssey G55C Curved Gaming Monitor $179
$249 Save $70 Get Deal Opens in a new window Credit: Apple Apple AirPods 4 $99 at Walmart
$129.99 Save $30.99 Get Deal at Walmart
Apples new batch of products is live on Amazon: How to buy the new MacBooks, iMacs, and iPad mini
It’s been a chaotic, hardware-heavy week in Cupertino. Following a surprise wave of drops, Apple capped off its private "Pro and Tell" event in Los Angeles by finally giving fans the holy grail: a touchscreen MacBook Pro equipped with a tandem OLED "PROLED" display.
If you followed our breakdown of everything Apple announced, you already know this wasn't just a one-laptop show. We also got a massively upgraded OLED iPad mini packed with an A20 Pro chip, along with M6 processor leaps for both the 24-inch iMac and the entry-level 14-inch MacBook Pro.
Preorders went live on Apple's site right after the event, and now the new batch has surfaced on Amazon. You can lock in your order with Prime delivery perks ahead of the official Nov. 6 ship date.
From a fingerprint-friendly MacBook Pro to a waterproof OLED iPad mini, here is every new Apple device you can add to your cart right now.
Apple iPad mini Opens in a new window Credit: Apple Apple iPad mini (OLED, A20 Pro) Starts at $699 Preorder at AmazonThe iPad mini has always been the tablet you actually toss in a backpack, but this refresh turns it into a pocket powerhouse. The main upgrade is the screen. Apple squeezed in a larger 8.5-inch OLED display by trimming the borders by 24%, so you get more screen space in the same compact build. It hits 1,200 nits of peak brightness with deep black levels that make movies, games, and comics look incredible.
If you work outside, the 256GB and 512GB models even offer a matte nano-texture glass option to kill glare.
It runs on the new A20 Pro processor, so heavy apps and on-device Siri AI features fly without stuttering. You also get an IP67 rating for real water and dust resistance, so a spilled drink or a rain shower won't ruin your day. Apple also finally shifted the 12MP front camera to the landscape edge, so you will no longer look off-center on video calls.
Apple 24-inch iMac (M6) Opens in a new window Credit: Apple Apple 24-inch iMac (M6) Starts at $1,499 Preorder at AmazonThe iMac is basically the antidote to ugly desk clutter. One power cord, three minutes of setup, and you have a sharp 24-inch 4.5K screen that looks great in any room, especially in colors like Green or Pink. The big change is inside: Apple skipped an entire generation and jumped straight to the M6 chip.
So apps open instantly, photo editing is buttery smooth, and graphics run twice as fast as the old M4. You also get WiFi 7, way faster storage speeds, and the ability to hook up two 6K external monitors if you need a multi-screen setup.
The base model starts at $1,499, but pay the $1,699 for the 12-core version if you can swing it. The extra $200 gets you four ports instead of two, a 2.5Gb Ethernet jack for fast wired internet, and a Touch ID keyboard so you never have to type your password again. Plus, if you work by a sunny window, this is the only tier that lets you add the matte nano-texture glass.
Apple 14-inch MacBook Pro (M6) Opens in a new window Credit: Apple Apple 14-inch MacBook Pro (M6) Starts at $1,999 Preorder at AmazonNot everyone wants a touchscreen laptop or wants to spend nearly three grand to get one. If you want a traditional, bulletproof pro machine, the entry 14-inch MacBook Pro with the base M6 chip is where the money goes. Apple packed in a 12-core CPU and 12-core GPU, giving it a huge boost for photo editing, code compiling, and local Siri AI workflows.
More importantly, Apple finally bumped the base storage to a generous 1TB, so you don't have to carry an external drive just to hold your basic files. Battery life also reaches an absurd 24 hours — the longest ever in a Mac — and it doesn't throttle power when unplugged. You get a super-bright 14.2-inch Liquid Retina XDR screen, three Thunderbolt ports, an HDMI port, an SD card slot, and WiFi 7.
Apple 14-inch MacBook Pro (PROLED XDR Display) Opens in a new window Credit: Apple Apple 14-inch MacBook Pro (M5 Pro/Max with PROLED Touchscreen Display) Starts at $2,899 Preorder at AmazonAfter over a decade of Apple insisting touchscreens belong exclusively on iPads, it finally caved. The new 14-inch MacBook Pro brings touch directly to macOS, letting you tap, pinch, zoom, and scrub timelines right on the glass.
The screen itself is the real showstopper. Apple used tandem OLED tech (dubbed PROLED) that cranks out 2,000 nits of peak brightness for both HDR and SDR content, backed by a wild 10,000,000:1 contrast ratio. Color coverage hits both P3 and Adobe RGB, making it a dream for photo and video work. Apple also ported the iPhone’s Dynamic Island over to house Spotlight search, timers, and Live Activities at the top of your screen.
It runs on Apple's heavy-duty M5 Pro or M5 Max chips, paired with 24GB of memory and a 1TB SSD out of the gate. Even with the touch layer, it dropped by half a pound to an even 3 pounds, while maintaining up to 22 hours of battery life and three Thunderbolt 5 ports.
Apple 16-inch MacBook Pro (PROLED XDR Display) Opens in a new window Credit: Apple Apple 16-inch MacBook Pro (PROLED XDR Display) Starts at $3,399 Preorder at AmazonIf the 14-inch model is built for portability, the 16.3-inch version is basically a studio-grade monitor you can fold shut. You get the same double-stacked OLED panel and responsive touch glass, but with a massive canvas for editing timelines, grading color, and zooming into high-res photos.
It also runs on Apple's heavy-duty M5 Pro or M5 Max silicon, giving power users more than enough muscle to handle brutal creative workloads and heavy multitasking without breaking a sweat. Apple also shaved 0.7 pounds off the chassis — dropping it down to an even 4 pounds — and gave it upgraded speakers with noticeably punchier bass. You get up to 24 hours of battery life alongside three fast Thunderbolt 5 ports.
If your current tech is feeling a little dusty, head over to Amazon to grab the new releases right now.
From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence
- Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances.
- To resolve this tension, we built Industry Evaluation Data Generation Platform: full-scale synthetic enterprise environments grounded in publicly available real-world data sources such as O*NET occupational data, online job postings, and SEC filings.
- The synthetic environments mimic real business workflows, helping Microsoft find issues that generic benchmarks would miss.
- Safety and privacy are built into the platform by design. Every environment is fully synthetic and automated content-safety checks keep the generated data free of harmful or personally identifiable material.
Every day, millions of knowledge workers around the world rely on Microsoft Copilot to draft documents, summarize meetings, surface relevant information, and accelerate productivity. Behind the scenes, this is powered by a network of AI systems, and ensuring they work as intended requires a thoughtful approach to evaluation. At Microsoft, we know that high performance doesn’t come from guesswork. It comes from testing, measuring, and iterating constantly.
Healthcare organizations are constantly synthesizing safety signals from across teams so that they can make faster, better decisions that directly influence patient outcomes and regulatory confidence.
They may ask Copilot to summarize a meeting and extract action items for their teams. Within seconds, Copilot delivers a structured summary citing specific discussion points from the transcript. But how do we ensure this response is accurate, complete, and properly grounded in the meeting content? This is where our evaluation system comes in.
We’ve developed a structured evaluation strategy called Industry Evaluation Data Generation Platform, which includes industry specific evaluation datasets designed to test AI systems against realistic enterprise scenarios, grounded in three core pillars:
- Synthetic enterprise environments: simulated Microsoft Copilot environments with realistic users, meetings, emails, documents, and organizational structures that replicate the complexity of real organizations without using any customer data
- Automated query generation pipelines for rapid, reproducible creation of evaluation datasets
- Structured quality frameworks to ensure synthetic data meets the bar for meaningful evaluation
Together, these pillars help us answer two fundamental questions: Is Microsoft Copilot actually doing what our users need it to do, and can we prove it without ever touching their data?
In this blog post, we’ll walk through our evaluation system and processes, from synthetic environment generation to automated query pipelines, and how it all comes together to establish the first standardized evaluation baseline for Microsoft Copilot.
Synthetic enterprise environmentsEvaluating enterprise AI requires test data that captures the full complexity of real organizations: reporting structures, project histories, communication patterns, and domain specific workflows. But real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. This is the central tension we set out to resolve.
Rather than relying on small, manually curated test fixtures, we generate full scale synthetic environments: simulated enterprise workspaces, each with realistic organizational structures, communication histories, and work artifacts. In Microsoft terminology, each of these simulated workspaces is called a “tenant”. A tenant is an isolated organizational environment with its own users, data, and configurations. These environments are scalable baselines that teams and organizations can build off of however they want. They are designed to exhibit the same structural and behavioral properties that make enterprise AI evaluation meaningful.
Grounding in real world signalsTo ensure our synthetic environments are realistic, we grounded them in publicly available real world data sources.
- O*NET data from the U.S. Department of Labor’s occupational database was used to make synthetic employee roles and responsibilities realistic, calibrate the mix and frequency of work activities assigned to different roles, and tailor industry specific workflows such as clinical trial reviews or portfolio updates.
- Online job postings provide realistic role titles, reporting hierarchies, and departmental compositions.
- SEC filings inform organizational scale, business unit structures, and financial contexts. All of these sources are publicly available and have been reviewed and approved by Microsoft’s legal and policy organization.
Importantly, these synthetic environments are not static snapshots. They simulate dynamic, time-evolving organizations with meeting histories, project timelines, email threads that develop over weeks, and organizational changes that unfold naturally. This temporal dimension is essential because a large class of Copilot queries are inherently time aware. Questions like “What did the team decide last Thursday?” or “What’s changed since the last quarterly review?” only produce meaningful evaluations if the underlying data has a genuine temporal structure.
Industry specific simulationWe generated three synthetic environments across multiple industries, each with distinct characteristics that mirror real world usage:
- A pharmaceutical environment that includes regulatory submission workflows, clinical trial discussions, and cross functional safety review meetings
- A capital markets environment featuring deal pipelines, compliance communications, and client portfolio reviews
- An IT/software company that simulates sprint planning, code review discussions, and product launch coordination
This industry specificity ensures that our evaluation queries test Copilot against the kinds of questions real users in those domains actually ask, rather than relying on generic test cases that may not surface domain specific failure modes.
Automated query generationWhile synthetic environments provide the substrate for evaluation, they face a key limitation: we still need realistic evaluation queries. These are the questions that test whether Copilot can surface the right information, synthesize it correctly, and present it helpfully. Manually writing thousands of grounded, industry specific queries is prohibitively expensive and slow. That’s where our automated pipeline comes in.
The six-stage pipeline Figure 4: Query customization pipeline that turns generic query templates into realistic, industry-specific queriesWe built an automated pipeline that turns simple, generic query ideas into realistic, industry-specific questions for Copilot. It starts with a large library of common workplace tasks, narrows them down to what’s relevant for a given industry, and adapts them using domain-specific language and context. The system then uses AI to generate queries grounded in the synthetic environment’s data, rewrites them to sound more natural and human, and validates each one for accuracy and uniqueness. The result is a rich set of high-quality, lifelike queries that enable scalable and reliable evaluation of Copilot across real-world scenarios.
Validating synthetic qualityOf course, generating synthetic data is only part of the challenge. We also need to ensure the data is good enough to produce meaningful evaluations. We assess synthetic environment quality using our internal semantic evaluation framework which measures quality across three dimensions:
- Structural fidelity: Does the organizational structure reflect realistic reporting hierarchies, team sizes, and cross functional relationships?
- Contextual relevance: Are the queries and workflows representative of actual enterprise usage patterns?
- Behavioral realism: Do the simulated users exhibit human-like communication patterns and collaboration dynamics?
- Content safety: Is the generated content free of harmful, offensive, or personally identifiable material, and does it avoid impersonating real individuals?
While our synthetic environments and query pipelines provide the methodology, they face several practical limitations without proper automation, including:
- Reproducibility: Manual processes produce subtly different results each time, making it difficult to compare evaluations across releases.
- Scale: The number of industry verticals and configuration variants exceeds what any team can reasonably produce by hand.
- Iteration speed: Manual creation takes days, delaying essential feedback and slowing down development cycles.
- Cross-team consistency: Without standardized tooling, different teams produce evaluation datasets with incompatible formats and quality levels.
This automation reduced evaluation dataset creation from a multi-day manual process to automated runs. We estimate savings of approximately $100,000 per evaluation dataset and $300,000 in total project savings. But the more important outcome is that any team can now regenerate an evaluation dataset from the same configuration and get identical results.
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Listen now Opens in a new tab Privacy and safety by designEnterprise grade evaluation demands more than good methodology. It requires a privacy posture that allows teams to move fast without compromising user trust. A non-negotiable design principle of our industry evaluation datasets is that no real customer data is used at any stage of the pipeline. Every element, from organizational structures to email content to meeting transcripts, is synthetically generated, with no customer data inputs. Because the data is both fully synthetic and safety-screened, teams can share and reuse it widely without introducing reputational, compliance, or Responsible AI risk.
Our safeguards include privacy preserving aggregation techniques where real-world statistical distributions are referenced, expert legal review and approval of all public data sources, and clear data provenance and lineage tracking throughout the pipeline.
This means teams across Microsoft can use these evaluation datasets freely for experimentation, benchmarking, and regression testing without privacy review overhead or data handling restrictions that would otherwise slow down iteration. The privacy design is not a constraint on the system. It is what makes broad adoption possible.
Results and impactSince starting this project, we have observed significant improvements across multiple dimensions.
On synthetic data quality, our internal scoring system showed significant quality gains in the structural, contextual, and statistical fidelity of the generated data. Across our composite quality metric (which measures how closely synthetic data mirrors the complexity and patterns of real enterprise environments), scores improved 39% compared to our initial generation approach. Some industry-specific environments reached quality scores above 0.9 out of 1.0, demonstrating that domain focused generation produces highly realistic evaluation environments. The improvements were obtained in part by incorporating realistic, industry signals and in part by automating quality improvements via key composite quality metrics that help improve the structural integrity, contextual coherence and statistical diversity of our synthetic industry environments.
On scale and efficiency, each synthetic environment now contains hundreds of users with complete communication histories across three industry verticals. Evaluation dataset creation has gone from multi-day manual effort to automated pipeline runs.
On organizational adoption, our industry evaluation data generation platforms have been published to an internal shared catalog for cross-team reuse and established as the first standardized evaluation baseline for Microsoft Copilot. The difference wasn’t just incremental. It was a shift in how teams approach evaluation: from ad hoc, manual processes to standardized, reproducible infrastructure.
ConclusionAs we continue to expand what Microsoft Copilot can do, from single turn Q&A to agentic multi-step workflows, our commitment to evaluation remains at the heart of our approach. In enterprise AI, quality isn’t just about accuracy or speed. It’s about trust. Organizations need confidence that AI systems handle their information correctly, and that confidence can only come from thorough, repeatable evaluation. That trust rests on two commitments woven through everything we build: rigorous privacy protection and proactive content safety.
Looking ahead, Microsoft Copilot is tackling even more exciting evaluation challenges: How do we assess the quality of multi-turn agentic interactions? How do we extend synthetic environments to capture organizational dynamics evolving over months or years? How do we build evaluation frameworks for AI systems that take actions, not just generate text? These are the kinds of questions our team is working on next.
At Microsoft, we’re not just building AI. We’re building the infrastructure to ensure it works reliably for every enterprise, in every industry, at every scale.
Thanks to everyone who’s worked on Industry Evaluation Datasets!
Opens in a new tabThe post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research.
Here's what the green and blue dots in your Samsung's status bar are trying to tell you
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