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The inference trap: How cloud providers are eating your AI margins

venturebeat.com Shubham Sharma 2026-02-23 21:00:00

This article is part of VentureBeat’s special issue, “The Real Cost of AI: Performance, Efficiency and ROI at Scale.” Read more from this special issue. AI has become the holy grail of modern companies. Whether it’s customer service or something as niche as pipeline maintenance, organizations in every domain are now implementing AI technologies — from foundation models to VLAs — to make things more efficient. The goal is straightforward: automate tasks to deliver outcomes more efficiently and s

Topics: ai cloud costs inference infrastructure

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Cloudflare blocks largest DDoS attack - here's how to protect yourself

zdnet.com Steven Vaughan-Nichols 2026-02-23 21:23:39

oxygen/Getty Cloudflare is a robust content delivery network (CDN) that specializes in providing protection against distributed denial of service (DDoS) attacks. Last month, Cloudflare blocked the largest DDoS attack in internet history. This assault peaked at a staggering 7.3 terabits per second (Tbps). That's a data deluge, equivalent to streaming nearly 10,000 high-definition movies in under a minute. The attack targeted an unnamed hosting provider using Cloudflare's Magic Transit DDoS pro

Topics: attack attacks cloudflare ddos traffic

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This EcoFlow power station just kept my lights on during an outage (and it's $1,399 off)

zdnet.com Maria Diaz 2026-02-23 21:24:01

ZDNET's key takeaways The EcoFlow Delta Pro Ultra battery and inverter unit is available now for $6,299 while the Smart Home Panel 2 is available for $1,899. The single unit has a 6kWh capacity and supports a 7,200W output and 5.6kW solar input, allowing it to run an entire home, especially when stacked with other units for increased capacity. The Delta Pro Ultra is a decidedly expensive solution for a home backup system, and though portable, its hefty weight could affect portability. View now

Topics: ecoflow home power pro ultra

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SymbolicAI: A neuro-symbolic perspective on LLMs

news.ycombinator.com Unknown 2026-02-23 18:49:57

SymbolicAI: A neuro-symbolic perspective on LLMs What is SymbolicAI? SymbolicAI is a neuro-symbolic framework, combining classical Python programming with the differentiable, programmable nature of LLMs in a way that actually feels natural in Python. It's built to not stand in the way of your ambitions. It's easily extensible and customizable to your needs by virtue of its modular design. It's quite easy to write your own engine, host locally an engine of your choice, or interface with tools l

Topics: config configuration install symai symbolicai

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Today's NYT Strands Hints, Answers and Help for June 28, #482

cnet.com See Full Bio 2026-02-23 21:00:05

Looking for the most recent Strands answer? Click here for our daily Strands hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections and Connections: Sports Edition puzzles. Today's NYT Strands puzzle is a tough one. It took me a few minutes to figure out the theme, and then, the words were all over the map. Plus, the spangram is enormous -- filling up two rows and more! If you need hints and answers, read on. I go into depth about the rules for

Topics: answers puzzle strands today words

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The Nothing Phone 3 might have the weirdest camera design out there

theverge.com Jay Peters 2026-02-23 21:33:15

Earlier this month, I wrote about a leaked image of what was rumored to be the Nothing Phone 3. That image showed a design with a translucent back and three center-aligned cameras. But a new set of supposed Nothing Phone 3 images reveal a different design — with one of the wildest camera layouts I’ve ever seen. Renders from Android Headlines show a phone with a translucent back but three cameras in a weirdly separated layout. Instead of a neat triangle like on Pro iPhones or the camera bar on P

Topics: cameras design headlines phone renders

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Only 2 exhibitor tables up for grabs at TechCrunch All Stage — claim by June 29

techcrunch.com Techcrunch Events 2026-02-23 21:15:00

This is not a drill. If your startup exists to power the growth of other startups or is the kind of innovation tech leaders need to see firsthand, your moment is now. TechCrunch All Stage hits Boston’s SoWa Power Station on July 15 — and just 2 exhibitor tables remain. Yes, only two, and only until June 29. Tables for TC All Stage have been flying, and this is truly your last chance to claim your place in front of founders and investors across all stages. Ways that exhibiting amplifies your br

Topics: brand exhibitor stage table tc

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TikTok is testing its own version of Instagram’s ‘broadcast channels’

techcrunch.com Aisha Malik 2026-02-23 21:22:00

TikTok is testing a new messaging tool called “bulletin boards,” the social network confirmed to TechCrunch on Friday. The feature lets brands and creators share public, one-to-many messages to their followers. Bulletin boards are pretty similar to Instagram’s broadcast channels feature that launched in 2023. Just like with broadcast channels on Instagram, only the creator of a bulletin board can post messages, and followers are limited to leaving emoji reactions. Bulletin boards support text,

Topics: boards bulletin feature instagram tiktok

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You can now mute words just on Threads, and even set a 30-day timer

9to5mac.com Marcus Mendes 2026-02-24 02:15:07

It looks like Meta is finally treating Threads as its own app, rather than just an Instagram sidekick. After rolling out a standalone DMs system, Threads is now getting its own mute lists, along with something new (and very welcome): temporary filters that expire automatically. No Instagram strings attached In a post this week, Instagram head Adam Mosseri announced a revamped “Hidden Words” feature for Threads that includes its own independent word filters. Until now, muting a word on Threads

Topics: filters instagram long threads words

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Trump ends trade talks with Canada over a digital services tax

engadget.com Unknown 2026-02-24 02:23:22

President Donald Trump said the US is ending trade talks with Canada, effective immediately, over a tax on digital services that will impact American tech companies. He also pledged to announce further tariffs on Canada within the next week, adding in a Truth Social post that "they will be paying to do business with the United States of America." Canada's digital services tax (DST) is set to take effect on June 30, though it will be applied retroactively. According to The New York Times , US co

Topics: canada dst tax trade trump

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Slightly better named character reference tokenization than Chrome, Safari, FF

news.ycombinator.com Ryan Liptak 2026-02-23 03:27:26

Slightly better named character reference tokenization than Chrome, Safari, and Firefox 2025-06-26 Note: I am not a 'browser engine' person, nor a 'data structures' person. I'm certain that an even better implementation than what I came up with is very possible. A while back, for no real reason, I tried writing an implementation of a data structure tailored to the specific use case of the Named character reference state of HTML tokenization (here's the link to that experiment). Recently, I to

Topics: array benchmark character implementation named

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Chase Sapphire Reserve Launches New $250 Apple Perk. I’m Not Falling for It

cnet.com See Full Bio 2026-02-24 02:00:00

Chase/CNET The Chase Sapphire Reserve®* was updated earlier this week and now includes a number of new annual credits and other features, including an Apple Plus and Apple Music membership, valued at $250 annually (ends June 22, 2027). Chase also upped the card's annual fee. It now costs $795 annually, so you'll have to do more legwork to get enough value from the card to cover the cost. That likely means the average credit card user won't even want to consider this as an option. Which is fair

Topics: card chase new points travel

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Google Maps makes starting a collaborative list less confusing

androidauthority.com Unknown 2026-02-24 06:59:34

Aamir Siddiqui / Android Authority TL;DR Google Maps is rolling out a tweaked sharing menu for places. When a place is selected, tapping on the Share chip will bring up a new Share sheet with options for: Share this place, Copy link, and Share as a collaborative list. In 2023, Google Maps introduced a feature to allow users to create collaborative lists with friends and family, consisting of places everyone wanted to visit. The process was as simple as selecting a place, tapping share, and fi

Topics: collaborative link list share sheet

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How your Pixel phone can now help you shoot expert-level photos and video

zdnet.com Artie Beaty 2026-02-24 06:54:26

Max Buondonno/ZDNET For a lot of people, camera quality is a huge selling point when picking a cellphone. Having so many different options can be overwhelming, though. So, how do you ensure that you're getting the most out of your phone's capabilities? A new Google Pixel Camera mode wants to teach you everything you need to know. Also: The best camera phones: Tested by experts When Google announced its 2025 Pixel Feature Drop, one feature went relatively unnoticed -- something called "Camer

Topics: camera feature google mode pixel

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James Wan Offers a Mildly Discouraging Update on That ‘Train to Busan’ Remake

gizmodo.com Cheryl Eddy 2026-02-24 06:00:12

Released in 2016, Yeon Sang-ho‘s Train to Busan proved there were still plenty of fresh thrills to be mined from the zombie genre. It spawned an animated prequel and a sequel, and nobody was surprised when an American remake, to be titled The Last Train to New York, was announced. A 2023 release date made things official… almost. Obviously, The Last Train to New York—which at one point had Timo Tjahjanto (May the Devil Take You, this year’s Nobody 2) attached to direct and Gary Dauberman (It an

Topics: busan new train york zombie

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Best Grills for 2025: We Tested Dozens to Find the Best Grill in Every Category

cnet.com See Full Bio 2026-02-24 05:52:00

We use thermocouples linked to computer software to measure internal grill temperatures. Brian Bennett/CNET We test the main types of grills differently, but for most, we include a high-heat test like searing steak or grilling burgers, a medium, indirect heat test like grilling a whole chicken for more than an hour and a low-and-slow test with racks of ribs. With over 30 grills tested, we've got this down to a tee. To determine what should be the best outdoor barbecue grill, we collect data inc

Topics: grill grills heat temperature test

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Substack Is Having a Moment—Again. But Time Is Running Out

wired.com Steven Levy 2026-02-24 06:29:37

Before June 8, the skilled and respected ABC News television journalist Terry Moran was neither a household name nor political lightning rod. That changed abruptly when Moran posted on X that Donald Trump’s deputy chief of staff Stephen Miller was “a world-class hater,” followed by an addendum that the president was a hater as well. (The post was later taken down.) While the statements were certainly defendable, they apparently violated ABC policy, and Moran was suspended, then dismissed. Moran,

Topics: journalists moran started substack terry

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Petlibro’s new smart camera uses AI to describe your pet’s movements, and it’s adorable

techcrunch.com Lauren Forristal 2026-02-24 04:51:35

Petlibro, the pet tech startup known for its automatic feeders and filtered water fountains, has just launched its latest product, the AI-powered Scout Smart Camera, designed to provide pet owners with real-time insights into their furbabies’ activities and behaviors. Scout is similar to other pet cameras on the market; it monitors your pet in real-time and features two-way audio, allowing you to communicate with them if they’re getting into mischief. The companion mobile app allows users to co

Topics: ai camera device pet petlibro

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Congress might block state AI laws for a decade. Here’s what it means.

techcrunch.com Rebecca Bellan 2026-02-24 06:43:28

A federal proposal that would ban states and local governments from regulating AI for 10 years could soon be signed into law, as Sen. Ted Cruz (R-TX) and other lawmakers work to secure its inclusion into a GOP megabill ahead of a key July 4 deadline. Those in favor – including OpenAI’s Sam Altman, Anduril’s Palmer Luckey, and a16z’s Marc Andreessen – argue that a “patchwork” of AI regulation among states would stifle American innovation at a time when the race to beat China is heating up. Crit

Topics: ai laws moratorium said states

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Adobe’s new camera app is making me rethink phone photography

theverge.com Allison Johnson 2026-02-24 11:00:00

Adobe’s Project Indigo is a camera app built by camera nerds for camera nerds. It’s the work of Florian Kainz and Marc Levoy, the latter of whom is also known as one of the pioneers of computational photography with his work on early Pixel phones. Indigo’s basic promise is a sensible approach to image processing while taking full advantage of computational techniques. It also invites you into the normally opaque processes that happen when you push the shutter button on your phone camera — just t

Topics: app camera image indigo iphone

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Startups Weekly: Tech and the law

techcrunch.com Anna Heim 2026-02-24 11:05:00

Welcome to Startups Weekly — your weekly recap of everything you can’t miss from the world of startups. Want it in your inbox every Friday? Sign up here. Before this newsletter takes a break for the Fourth of July next week, here are the startup stories and funding rounds that caught our eye over the last few days, which have been quite busy. Most interesting startup stories from the week Image Credits:SOPA Images / Contributor / Getty Images This week brought us lawsuit updates, M&As, and a

Topics: ai funding million raised startup

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NASA Is in Full Meltdown

futurism.com Unknown 2026-02-24 12:08:58

Career NASA officials were seen looking mighty freaked out during a recent town hall event about the agency's dicey future. As Ars Technica's Stephen Clark reports based on a livestream of the town hall — which was not advertised and has since been taken down — acting NASA administrator and career agency official Janet Petro looked like a hostage as she answered questions from staff about the agency's dire standing under president Donald Trump. The hostage-taker in this scenario appears to be

Topics: administrator agency nasa petro trump

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Best Buy Has a 4.7-Star LG Monitor for Almost Free, Now Nearly 50% Off for 4th of July

gizmodo.com Joe Tilleli 2026-02-24 16:10:50

Prime Day is still a couple weeks away. It’s an excellent time of the year to stock up on some new accessories, especially tech like computer mice, keyboards, and monitors. Though you don’t have to wait for mid July to start saving. Some retailers are trying to get ahead of Amazon are are showcasing some great opportunities to save on their products right now. For instance, Best Buy has this LG monitor for $98 off. It’s normally just shy of $200, so now, it’s just shy of $100—coming in at the li

Topics: 100 frame just monitor time

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Trump’s ‘Obliterated’ Claim on Iran Just Became His Latest Meme Disaster

gizmodo.com Luc Olinga 2026-02-24 16:29:15

In his June 21 televised address from the White House, President Donald Trump declared that the U.S. had “obliterated” Iran’s nuclear program following airstrikes on three of its nuclear sites. The word was meant to project power, certainty, and victory. Instead, it has gone viral for all the wrong reasons. Within days, “obliterated” morphed into an online punchline, mocked by critics and meme-makers across social media platforms. It has become the latest in a long line of Trumpian catchphrases

Topics: 2025 iran june obliterated trump

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I've Been Hiking With AllTrails for Nearly 10 Years. Here's How to Navigate the App Like a Pro

cnet.com See Full Bio 2026-02-24 11:20:00

The outdoor industry has exploded in popularity within the past decade, contributing over $1.2 trillion to the US economy in 2023. More people than ever are engaging in outdoor recreational activities like biking, climbing, camping and hiking. As a wellness writer at CNET, I find this encouraging. Spending time outdoors, whether exercising, enjoying nature or simply soaking up the sun, can lower stress levels and even help combat depression. Numerous apps make opting outside easy, with AllTrail

Topics: alltrails app plan trail trails

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TechCrunch All Stage 2025: Prepare 4 VC’s Jason Kraus will instruct on how to turn chaos into momentum

techcrunch.com Techcrunch Events 2026-02-24 16:05:55

Being a founder often feels like you’re building the plane midflight. You’re juggling fundraising, product-market fit, marketing strategy, hiring — while quietly wondering if you’re even doing it right. TechCrunch AllStage 2025, which is happening on July 15 at the SoWa Power Station in Boston, is built to answer those questions. Whether you’re pitching VCs, recruiting a killer team, or trying to make sense of your startup’s finances (and your own), All Stage offers actionable insights from peo

Topics: founder kraus stage startup techcrunch

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PetLibro’s new smart camera uses AI to describe your pet’s movements, and it’s adorable

techcrunch.com Lauren Forristal 2026-02-24 16:51:35

PetLibro, the pet tech startup known for its automatic feeders and filtered water fountains, has just launched its latest product, the AI-powered Scout Smart Camera, designed to provide pet owners with real-time insights into their furbabies’ activities and behaviors. Scout is similar to other pet cameras on the market; it monitors your pet in real-time and features two-way audio, allowing you to communicate with them if they’re getting into mischief. The companion mobile app allows users to co

Topics: ai camera device pet petlibro

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This Action Camera Is Practically Free Compared to GoPro for Amazon Early Prime Day, Stock Is Limited

gizmodo.com Jason Coles 2026-02-24 21:10:50

Whether you’ve got kids, pets, or just friends who are more than a little extroverted, it can be nice to have a really solid action camera. Not every camera can handle capturing action as it happens, let alone when things go underwater or especially quickly. That’s where a good action camera really shines, but they can also be really expensive. They don’t have to be though. See at Amazon Today, you can pick up the Akaso EK7000 Action Camera for just $53. That’s 34% off the usual price of $80,

Topics: action camera capturing deal really

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Nothing’s Phone 3 Hasn’t Even Launched and It’s Already Pissing People Off

gizmodo.com James Pero 2026-02-24 21:40:39

Nothing’s Phone 3 hasn’t officially launched yet, but thanks to what looks like a major leak from Android Headlines, the internet—as it often does—is having some discourse. Just like with Nothing’s incoming Headphone 1, leaks suggest that the company is taking a pretty big swing on the design for its flagship phone, and I’m not sure if that swing is quite connecting. Name a bigger downgrade pic.twitter.com/f3k2SBl69b — Noah Cat (@Cartidise) June 26, 2025 One of the biggest changes is that the

Topics: camera design glyph looks phone

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Mortgage Rate Predictions: Will Military Conflict, Tariffs and the Fed Keep Rates High?

cnet.com See Full Bio 2026-02-24 20:40:56

Buyers should keep an eye on the possibility of rate cuts in the next few months. Tharon Green/CNET The housing market is hardly immune to political and economic volatility, yet mortgage rates have been eerily calm over the last period. Since the spring, the average rate for a 30-year fixed mortgage has moved in a mostly narrow range around 6.8% and 7%. Mortgage rates were expected to gradually improve in 2025. However, the Trump administration's inflationary tariffs, deficit spending and geop

Topics: fed market mortgage rate rates

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Latest Tech News

The inference trap: How cloud providers are eating your AI margins

Cloudflare blocks largest DDoS attack - here's how to protect yourself

This EcoFlow power station just kept my lights on during an outage (and it's $1,399 off)

SymbolicAI: A neuro-symbolic perspective on LLMs

Today's NYT Strands Hints, Answers and Help for June 28, #482

The Nothing Phone 3 might have the weirdest camera design out there

Only 2 exhibitor tables up for grabs at TechCrunch All Stage — claim by June 29

TikTok is testing its own version of Instagram’s ‘broadcast channels’

You can now mute words just on Threads, and even set a 30-day timer

Trump ends trade talks with Canada over a digital services tax

Slightly better named character reference tokenization than Chrome, Safari, FF

Chase Sapphire Reserve Launches New $250 Apple Perk. I’m Not Falling for It

Google Maps makes starting a collaborative list less confusing

How your Pixel phone can now help you shoot expert-level photos and video

James Wan Offers a Mildly Discouraging Update on That ‘Train to Busan’ Remake

Best Grills for 2025: We Tested Dozens to Find the Best Grill in Every Category

Substack Is Having a Moment—Again. But Time Is Running Out

Petlibro’s new smart camera uses AI to describe your pet’s movements, and it’s adorable

Congress might block state AI laws for a decade. Here’s what it means.

Adobe’s new camera app is making me rethink phone photography

Startups Weekly: Tech and the law

NASA Is in Full Meltdown

Best Buy Has a 4.7-Star LG Monitor for Almost Free, Now Nearly 50% Off for 4th of July

Trump’s ‘Obliterated’ Claim on Iran Just Became His Latest Meme Disaster

I've Been Hiking With AllTrails for Nearly 10 Years. Here's How to Navigate the App Like a Pro

TechCrunch All Stage 2025: Prepare 4 VC’s Jason Kraus will instruct on how to turn chaos into momentum

PetLibro’s new smart camera uses AI to describe your pet’s movements, and it’s adorable

This Action Camera Is Practically Free Compared to GoPro for Amazon Early Prime Day, Stock Is Limited

Nothing’s Phone 3 Hasn’t Even Launched and It’s Already Pissing People Off

Mortgage Rate Predictions: Will Military Conflict, Tariffs and the Fed Keep Rates High?

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