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I tested the new Dreame X50 Ultra for months and here's my buying advice

zdnet.com Maria Diaz 2026-03-19 04:00:25

ZDNET's key takeaways The Dreame X50 Ultra is available for $1,700, but on sale for $1,300. This is one of the best robot vacuums and mops available, with anti-tangle dual brushes, 20,000Pa of suction, and legs to cross up to 4.2cm thresholds. The Dreame X50 Ultra can get caught on obstacles and require intervention, and sometimes leaves streaks while mopping. $1,299.99 at Amazon The Dreame X50 Ultra is 24% off right now, available for $1,399 -- a $400 discount. Dreame has quickly become a p

Topics: dreame robot ultra vacuum x50

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Tiny-diffusion: A minimal implementation of probabilistic diffusion models

news.ycombinator.com Unknown 2026-03-18 23:52:49

A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets. Get started by running python ddpm.py -h to explore the available options for training. Forward process A visualization of the forward diffusion process being applied to a dataset of one thousand 2D points. Note that the dinosaur is not a single training example, it represents each 2D point in the dataset. Reverse process This illustration shows how the reverse process recovers the distribution of the trainin

Topics: 2d learning model process rate

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Foundations of Computer Vision

news.ycombinator.com Unknown 2026-03-19 01:11:41

Foundations of Computer Vision Preface Dedicated to all the pixels. About this Book This book covers foundational topics within computer vision, with an image processing and machine learning perspective. We want to build the reader’s intuition and so we include many visualizations. The audience is undergraduate and graduate students who are entering the field, but we hope experienced practitioners will find the book valuable as well. Our initial goal was to write a large book that provided a g

Topics: book computer learning vision writing

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Childhood leukemia: how a deadly cancer became treatable

news.ycombinator.com Saloni Dattani 2026-03-19 04:12:42

Childhood leukemia: how a deadly cancer became treatable Before the 1970s, most children affected by leukemia would quickly die from it. Now, most children in rich countries are cured. In the past, when I’d hear the words childhood leukemia, I’d picture a young child who suddenly became seriously ill, and whose parents were told their child had only a few years to live. I’d wonder how a child might grasp the idea of limited time, or how painful it must have been to face the possibility of miss

Topics: chemotherapy childhood children leukemia treatment

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With 50 Hours of Battery Life, These Beats Headphones Are at a New Record Low on Amazon

gizmodo.com Gizmodo Deals 2026-03-19 02:40:17

Right now, all of those looking to purchase a pair of decent and style-conscious wireless headphones should have the Beats Solo 4 on their radar, especially given that they’re also priced at their all-time low on Amazon. Beats, as part of Apple, is renowned for producing stable sound products that work perfectly with both Apple and Android devices. With the price reduced to only $99, from $200 (50% off), the offer is equivalent to the type of discounts normally experienced on Black Friday. See

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Edi Gathegi Hopes Being Mr. Terrific Redeems His Short ‘X-Men’ Role

gizmodo.com Justin Carter 2026-03-19 05:30:30

There’s a lot of superpowered characters in Superman, and one of the most notable is Michael Holt, aka Mr. Terrific. It isn’t just that this is his first time on the big screen, it’s also the matter of who’s playing him: Edi Gathegi, who many likely remember as Darwin from X-Men: First Class, aka the mutant who died despite having the power to evolve and adapt to anything. Sooner or later, conversations about First Class remind you how dumb his death was, and Gathegi seems to agree. Talking to

Topics: darwin death gathegi holt superman

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Temuera Morrison Thinks ‘Star Wars’ Isn’t Done With Boba Fett Yet

gizmodo.com Justin Carter 2026-03-19 07:25:58

Just when The Mandalorian brought him back and teased big things for him, Boba Fett got kind of a raw deal once his own show dropped. Disney’s not given it a second season or even so much as mentioned it, to the point just last year, star Temuera Morrison was unsure about his character’s future. But maybe things are at a point to where it could be his time once more? While promoting his current film Ka Whawhai Tonu (In The Fire of War), Collider asked Morrison what the deal was. Along with goin

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'Shark Week' Comes Early as 'Jaws' Turns 50. Here's Where to Watch All the Movies

cnet.com See Full Bio 2026-03-19 01:00:03

Somehow, five decades have passed since Steven Spielberg's Jaws chewed up the big screen. Turning the big Five-Oh is a big deal, so it's time to celebrate. The iconic movie, based on Peter Benchley's novel of the same name, took style notes from Hitchcock and the grindhouse movies of the era and became the first-ever summer blockbuster. Jaws isn't a complicated movie: It tells the story of a vengeful shark and the tourist beach town of Amity Island, which it decided to terrorize. The movie sta

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This AI Theory Is Sweeping the Internet. Here's What You Need to Know

cnet.com See Full Bio 2026-03-19 04:00:00

This wild theory about the Internet is circulating again, and it all has to do with Shrimp Jesus. If you don’t know what I’m talking about, it’s the infamous AI-generated Facebook image of Shrimp Jesus and other variations floating around the internet. That image first surfaced in March 2024 and appeared to be a meme at first glance. However, Shrimp Jesus was the jumping-off point for Facebook AI art slop. These consist of newly AI-generated memes sweeping the internet, such as the Challah Horse

Topics: ai dead internet online theory

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Cozy Horror Game Grave Seasons Is Stardew Valley Plagued by a Serial Killer

cnet.com See Full Bio 2026-03-19 04:00:23

At Summer Game Fest, I tried a game that was bold enough to ask: Why doesn't Stardew Valley have more murder? Grave Seasons, due out next year, is a cozy farming sim with a morbid edge: It's about all the friends (and romantic partners) you make along the bloody way to stopping a serial killer. A little bit into the short demo of Grave Seasons, I took to the fields to clean up the run-down farm I'd broken into and decided to adopt, only to find a severed hand. It's fitting for an indie title pu

Topics: game games grave killer seasons

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I Asked 5 Pro Chefs About Their Least Favorite Kitchen Tools. They Didn't Hold Back

cnet.com See Full Bio 2026-03-19 04:11:00

Professional chefs know the value of space in a drawer or on a countertop better than anyone. Stroll through the swinging doors of any restaurant kitchen worth its salt, and you won't find an excess of single-function gadgets collecting dust. Every instrument and piece of cookware serves a purpose, earning the real estate -- however small -- it occupies. That's what makes career chefs the perfect people to ask about all the kitchen tools that don't belong in your kitchen, especially when space

Topics: chef instead kitchen knife try

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FIFA Club World Cup Soccer: Stream Bayern Munich vs. Auckland City Live From Anywhere

cnet.com See Full Bio 2026-03-19 04:00:05

The FIFA Club World Cup action shifts to Cincinnati on Sunday for a Group C clash that appears to be something of a mismatch, as German Bundesliga behemoth Bayern Munich takes on tournament underdog Auckland City. Below, we'll outline the best live TV streaming services to use to watch every match of the tournament as it happens, wherever you are in the world, and how to use a VPN if the match isn't available where you are, along with a full fixture list. Six-time UEFA Champions League winner

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The Mysterious Inner Workings of Io, Jupiter’s Volcanic Moon

wired.com Robin Andrews 2026-03-19 02:00:00

The original version of this story appeared in Quanta Magazine. Scott Bolton’s first encounter with Io took place in the summer of 1980, right after he graduated from college and started a job at NASA. The Voyager 1 spacecraft had flown past this moon of Jupiter, catching the first glimpse of active volcanism on a world other than Earth. Umbrella-shaped outbursts of magmatic matter rocketed into space from all over Io’s surface. “They looked amazingly beautiful,” said Bolton, who is now based a

Topics: bolton io moon ocean spacecraft

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Would you switch browsers for a chatbot?

theverge.com David Pierce 2026-03-19 04:00:00

is editor-at-large and Vergecast co-host with over a decade of experience covering consumer tech. Previously, at Protocol, The Wall Street Journal, and Wired. Hi, friends! Welcome to Installer No. 87, your guide to the best and Verge-iest stuff in the world. (If you’re new here, welcome, happy It’s Officially Too Hot Now Week, and also you can read all the old editions at the Installer homepage.) I also have for you a much-awaited new browser, a surprise update to a great photo editor, a neat

Topics: installer paper want weather week

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Alexa von Tobel has high hopes for ‘fintech 3.0’

techcrunch.com Anthony Ha 2026-03-19 07:28:44

It’s been 10 years since Alexa von Tobel sold her financial planning startup Learnvest to Northwestern Mutual for $250 million. Since then, von Tobel became Northwestern Mutual’s first chief digital officer, then chief innovation officer, before launching an early-stage venture firm of her own, Inspired Capital, with former U.S. Secretary of Commerce Penny Pritzker. She’s also a New York Times bestelling author, and she’s about to launch a new interview podcast, “Inspired with Alexa von Tobel.”

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I’ve had Visible for a month, and this is the one thing I wish someone had told me before I joined

androidauthority.com Unknown 2026-03-19 06:30:33

Joe Maring / Android Authority A little over a month ago, I made a big change in my cell phone world; after 10 years of being a T-Mobile customer, I jumped ship and joined Visible. Not entirely sure what to expect with such a dramatic transition, I’ve been very pleased with Visible so far. The sign-up process was easy, my service has been great, and I’m really happy with the price I’m paying. As well as things have gone, there has been one hiccup that I wasn’t expecting. It’s far from a dealbr

Topics: month plus streaming video visible

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Q-learning is not yet scalable

news.ycombinator.com Seohong Park 2026-03-18 20:56:54

Does RL scale? Over the past few years, we've seen that next-token prediction scales, denoising diffusion scales, contrastive learning scales, and so on, all the way to the point where we can train models with billions of parameters with a scalable objective that can eat up as much data as we can throw at it. Then, what about reinforcement learning (RL)? Does RL also scale like all the other objectives? Apparently, it does. In 2016, RL achieved superhuman-level performance in games like Go and C

Topics: data horizon learning policy rl

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Climate Disasters Hit the Brain Before Babies Are Even Born, Study Suggests

gizmodo.com Kate Yoder 2026-03-19 06:00:55

When Superstorm Sandy made a beeline for New York City in October 2012, it flooded huge swaths of downtown Manhattan, leaving 2 million people without electricity and heat and damaging tens of thousands of homes. The storm followed a sweltering summer in New York City, with a procession of heat waves nearing 100 degrees. For those who were pregnant at the time, enduring these extreme conditions wasn’t just uncomfortable—it may have left a lasting imprint on their children’s brains. That’s accor

Topics: brain climate heat said study

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Kitchen Feeling Like a Sauna? 8 Ways to Stay Cool While Cooking This Summer

cnet.com See Full Bio 2026-03-19 05:00:00

We're barely into June, but July-like weather has descended on parts of the country, including the Northeast, where 90-plus temperatures are expected. But you've still got to eat -- and cook -- which means hot kitchens that can cause a domino effect, raising the temperature in the entire home. Read more: Best Foods for Staying Hydrated During Hot Weather Using appliances that don't produce as much heat and planning your meals so that cooking doesn't coincide with the hottest part of the day a

Topics: cook heat hot kitchen summer

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How Covid-19 Changed Hideo Kojima’s Vision for ‘Death Stranding 2’

wired.com Silvio Mazzitelli 2026-03-19 06:30:00

When legendary game designer Hideo Kojima announced to the world that Death Stranding 2 would soon be released, he made it known that Covid-19 had completely changed his idea for this sequel. “We released Death Stranding before the Covid-19 pandemic, when the world was moving toward isolation and division—as with Brexit. The idea behind it was ‘Let's connect. We’ll face disaster if we don’t connect.’ The theme, the story, and the gameplay of the first chapter all revolved around that idea,” Koj

Topics: death idea pandemic people stranding

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These are the best iPad deals right now, just in case iPadOS 26 made you rethink things

9to5mac.com Michael Burkhardt 2026-03-18 18:57:20

A short while ago, I was browsing Apple deals on Amazon (as one does) – and something stuck out to me. High-end iPad Pros, particularly 12.9-inch models, are surprisingly cheap. I saw M1 models with 1TB and cellular for under $700. Given the recent iPadOS 26 overhaul that makes the iPad much more Mac-like, I figured these deals would be worth a share. While renewed iPad deals are the focus here because of their affordability, new iPad deals are also mentioned at the end. Renewed M1 iPad Pro de

Topics: apple deals ipad models renewed

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Star Trek: Strange New Worlds’ third season falls short of its second

engadget.com Unknown 2026-03-19 04:00:30

This is a spoiler-free preview of the first five episodes of season three. Star Trek: Strange New Worlds ended its second season with arguably the single strongest run of any streaming-era Trek. The show was made with such confidence in all departments that if there were flaws, you weren’t interested in looking for them. Since then, it’s gone from being the best modern Trek, to being the only modern Trek. Unfortunately, at the moment it needs to be the standard bearer for the show, it’s become

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Best Internet Providers in Berkeley, California

cnet.com See Full Bio 2026-03-19 02:30:00

What is the best internet provider in Berkeley? Sonic Telecom is the best internet provider in Berkeley, according to our CNET experts. For just $50 a month, Sonic offers symmetrical gigabit speeds, which is an extremely rare find and an excellent value. But be aware that there are equipment fees and your bill will go up by $10 after the first month. However, it's still an excellent deal for the speeds available. If you need even faster connectivity, AT&T Fiber offers both 2,000Mbps and 5,000M

Topics: berkeley internet provider read review

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Best Kamado Grill for 2025

cnet.com See Full Bio 2026-03-19 04:00:00

Testing kamado grills is an intense experience for a griller. It requires playing with fire (literally) and high temperatures, although in a controlled, responsible way. The most critical element to kamado's performance is heat, specifically temperature control and how well a grill holds to one temperature. To smoke meat low and slow, that magic number is 225℉. Good smokers, kamados or otherwise, will stick to this temp for as long as 12, 15 or 20 hours. This means the temperature gauge is key a

Topics: cnet grill heat kamado temperature

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So... You Want to Become a Penetration Tester?

techspot.com David Matthews 2026-03-18 23:18:00

Cybersecurity is a rapidly growing and evolving field with a wide range of subfields and specializations. One of these is penetration testing, a discipline within what's known as "red teaming," which seeks to actively find and exploit vulnerabilities within computer systems (with permission, of course). It's an exciting and rewarding career, and I'll show you how to become a penetration tester. Before I continue, however, let me be transparent about my own experience. While I have about three

Topics: cybersecurity job learn penetration testing

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So... You Want to Become a Penetration Tester?

techspot.com David Matthews 2026-03-18 23:18:00

Cybersecurity is a rapidly growing and evolving field with a wide range of subfields and specializations. One of these is penetration testing, a discipline within what's known as "red teaming," which seeks to actively find and exploit vulnerabilities within computer systems (with permission, of course). It's an exciting and rewarding career, and I'll show you how to become a penetration tester. Before I continue, however, let me be transparent about my own experience. While I have about three

Topics: cybersecurity job learn penetration testing

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Steam adds Apple Silicon support and new accessibility filters

techspot.com Daniel Sims 2026-03-19 00:21:00

In brief: In recent years, accessibility features designed to assist gamers with disabilities have become increasingly common, and Steam has now taken a significant step toward supporting them. Valve has also introduced an update that allows Mac users to run the client natively on Apple Silicon devices. This comes as the number of Steam games supporting Apple's homegrown Arm processors continues to grow steadily. Users browsing Steam can now filter games in the store based on numerous accessibi

Topics: apple games silicon steam support

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5 reasons why buying the latest flagship is not always a good idea

androidauthority.com Unknown 2026-03-18 23:00:54

C. Scott Brown / Android Authority That brand new flagship phone you have your eyes on sure does look appealing, doesn’t it? It’s often touted as the best on offer, featuring the fastest chipset, cameras that can perform miracles in all lighting conditions, and a design that turns heads. But don’t let your emotions run the show. Take a step back, relax, and truly consider whether you need it before you reach for your wallet. Chances are, buying the latest flagship might be a mistake. Here are

Topics: flagship latest new phone year

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Apple @ Work: What’s new for IT teams with Apple’s fall software releases?

9to5mac.com Bradley C 2026-03-19 00:00:00

Apple @ Work is exclusively brought to you by Mosyle, the only Apple Unified Platform. Mosyle is the only solution that integrates in a single professional-grade platform all the solutions necessary to seamlessly and automatically deploy, manage and protect Apple devices at work. Over 45,000 organizations trust Mosyle to make millions of Apple devices work-ready with no effort and at an affordable cost. Request your EXTENDED TRIAL today and understand why Mosyle is everything you need to work wi

Topics: apple device devices management teams

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Clones, sandworms, scrapbooking and other new indie games worth checking out

engadget.com Unknown 2026-03-18 23:00:31

It's been a big week or so in the video game realm between the arrival of the Nintendo Switch 2 (our review is now live) and Summer Game Fest. During the Xbox Games Showcase on Sunday, Microsoft announced handheld gaming PCs that will have deep Xbox integration as well as support for storefronts such as Battle.net. Steam, GOG and Ubisoft Connect. If Microsoft and its partner ASUS stick the landing, the Xbox Ally systems could be a strong option for powering through your backlog of games, big and

Topics: game games ll steam xbox

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Latest Tech News

I tested the new Dreame X50 Ultra for months and here's my buying advice

Tiny-diffusion: A minimal implementation of probabilistic diffusion models

Foundations of Computer Vision

Childhood leukemia: how a deadly cancer became treatable

With 50 Hours of Battery Life, These Beats Headphones Are at a New Record Low on Amazon

Edi Gathegi Hopes Being Mr. Terrific Redeems His Short ‘X-Men’ Role

Temuera Morrison Thinks ‘Star Wars’ Isn’t Done With Boba Fett Yet

'Shark Week' Comes Early as 'Jaws' Turns 50. Here's Where to Watch All the Movies

This AI Theory Is Sweeping the Internet. Here's What You Need to Know

Cozy Horror Game Grave Seasons Is Stardew Valley Plagued by a Serial Killer

I Asked 5 Pro Chefs About Their Least Favorite Kitchen Tools. They Didn't Hold Back

FIFA Club World Cup Soccer: Stream Bayern Munich vs. Auckland City Live From Anywhere

The Mysterious Inner Workings of Io, Jupiter’s Volcanic Moon

Would you switch browsers for a chatbot?

Alexa von Tobel has high hopes for ‘fintech 3.0’

I’ve had Visible for a month, and this is the one thing I wish someone had told me before I joined

Q-learning is not yet scalable

Climate Disasters Hit the Brain Before Babies Are Even Born, Study Suggests

Kitchen Feeling Like a Sauna? 8 Ways to Stay Cool While Cooking This Summer

How Covid-19 Changed Hideo Kojima’s Vision for ‘Death Stranding 2’

These are the best iPad deals right now, just in case iPadOS 26 made you rethink things

Star Trek: Strange New Worlds’ third season falls short of its second

Best Internet Providers in Berkeley, California

Best Kamado Grill for 2025

So... You Want to Become a Penetration Tester?

So... You Want to Become a Penetration Tester?

Steam adds Apple Silicon support and new accessibility filters

5 reasons why buying the latest flagship is not always a good idea

Apple @ Work: What’s new for IT teams with Apple’s fall software releases?

Clones, sandworms, scrapbooking and other new indie games worth checking out

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