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The rise of prompt ops: Tackling hidden AI costs from bad inputs and context bloat

venturebeat.com Taryn Plumb 2025-09-11 06:00:00

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. Model providers continue to roll out increasingly sophisticated large language models (LLMs) with longer context windows and enhanced reasoning capabilities. This allows models to process and “think” more, but it also increases compute: The more a model takes in and puts out, the more energy it expends and the higher the costs. Couple this wi

Topics: answer emerson model models prompt

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Model minimalism: The new AI strategy saving companies millions

venturebeat.com Emilia David 2025-09-11 06:00:00

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. The advent of large language models (LLMs) has made it easier for enterprises to envision the kinds of projects they can undertake, leading to a surge in pilot programs now transitioning to deployment. However, as these projects gained momentum, enterprises realized that the earlier LLMs they had used were unwieldy and, worse, expensive. Ente

Topics: cost model models said use

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How runtime attacks turn profitable AI into budget black holes

venturebeat.com Louis Columbus 2025-09-11 06:00:00

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’s promise is undeniable, but so are its blindsiding security costs at the inference layer. New attacks targeting AI’s operational side are quietly inflating budgets, jeopardizing regulatory compliance and eroding customer trust, all of which threaten the return on investment (ROI) and total cost of ownership of enterprise AI deployments. AI

Topics: ai inference model roi security

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Normalizing Flows Are Capable Generative Models

news.ycombinator.com Unknown 2025-09-11 06:50:10

Normalizing Flows (NFs) are likelihood-based models for continuous inputs. They have demonstrated promising results on both density estimation and generative modeling tasks, but have received relatively little attention in recent years. In this work, we demonstrate that NFs are more powerful than previously believed. We present TarFlow: a simple and scalable architecture that enables highly performant NF models. TarFlow can be thought of as a Transformer-based variant of Masked Autoregressive Fl

Topics: architecture autoregressive flows models tarflow

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The Trump Phone Is Already a Lot Different From Last Week

wired.com Verity Burns 2025-09-10 01:48:55

Apparently, things change quickly in the world of the Trump phone. It’s been 10 days since the Trump Organization announced it would be launching the $499 T1 smartphone, and in that time there have already been a confusing series of changes to a product that was initially supposed to be arriving as soon as August. Now, you can only expect it “later this year,” according to the most recent update of the Trump Mobile website, with all mention of it “coming soon” gone. That is not the only change.

Topics: mobile phone service t1 trump

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Kumo’s ‘relational foundation model’ predicts the future your LLM can’t see

venturebeat.com Ben Dickson 2025-09-11 10:40:12

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more The generative AI boom has given us powerful language models that can write, summarize and reason over vast amounts of text and other types of data. But when it comes to high-value predictive tasks like predicting customer churn or detecting fraud from structured, relational data, enterprises remain stuck in the world of traditional machin

Topics: ai customer data kumo predictive

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

zdnet.com Artie Beaty 2025-09-11 14:54:26

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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Pokemon TCG Pocket's Eevee Grove Expansion Has Convinced My Partner to Play

cnet.com See Full Bio 2025-09-11 13:28:19

I've been locked in on Pokemon TCG Pocket since day 1, and despite some reservations about how quickly new set expansions have been released, I log in at least twice a day to open my free packs. My girlfriend, on the other hand, stopped playing the game shortly after it came out. I was hoping that I could keep her engaged as my trading card buddy -- we met through playing Pokemon Go on the same college campus, and I pulled out my physical card collection during one of our first dates (I know, v

Topics: card cards eevee pokemon set

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

wired.com Steven Levy 2025-09-11 14:29:37

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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The best deals on 4K TVs

theverge.com Brandt Ranj 2025-09-11 14:25:01

Things are looking bright for those who want to nab a great TV in 2025 at a substantial discount. There’s usually a great deal happening on a mid- or high-end TV from LG, TCL, Hisense, or Amazon’s own Fire TV brand — even if the biggest discounts remain reserved for Black Friday, Cyber Monday, Amazon Prime Day, and during the lead-up to the Super Bowl. Right now, there are a number of discounted 4K TVs to choose from, spanning a wide variety of prices, sizes, and feature sets. Whether you want

Topics: 4k amazon inch model tv

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

techcrunch.com Rebecca Bellan 2025-09-11 14:43:28

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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TechCrunch Mobility: The Tesla robotaxi Rorschach test and Redwood’s next big act

techcrunch.com Kirsten Korosec 2025-09-11 14:45:00

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation. Sign up here for free — just click TechCrunch Mobility! Less than a week ago, Tesla robotaxis began rolling out and giving rides to invited customers in Austin. As Sean O’Kane and I wrote this week, the rollout is the first big test of CEO Elon Musk’s belief that it’s possible to safely deploy fully autonomous vehicles using just cameras and end-to-end AI — an approach that differs from

Topics: company techcrunch tesla uber waymo

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How Highmark Health and Google Cloud are using Gen AI to streamline medical claims and improve care: 6 key lessons

venturebeat.com Carl Franzen 2025-09-11 18:24:58

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Among the numerous educational and startlingly insightful panel discussions on AI enterprise integrations featuring industry leaders at VentureBeat’s Transform 2025 conference this week was one led by Google Cloud Platform Vice President and Chief Technology Officer (CTO) Will Grannis and Richard Clarke, Highmark Health’s Senior Vice Presi

Topics: ai cloud highmark model models

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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 2025-09-11 22:10:50

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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The first mobile phone, the Motorola DynaTAC debuted in 1983. What was its price?

techspot.com Unknown 2025-09-12 02:25:00

Choose wisely! The correct answer, the explanation, and an intriguing story await. Correct Answer: $3,995 The Motorola DynaTAC 8000X, released in 1983, was a groundbreaking innovation in the history of telecommunications. It was the first commercially available handheld mobile phone, launching a new era in personal communication. At its debut, the DynaTAC was priced at $3,995 – equivalent to more than $12,500 in 2025 dollars when adjusted for inflation--the DynaTAC was a luxury item accessible

Topics: dynatac early mobile motorola phone

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This lesser-known T-Mobile discount may be on its way out the door eventually

androidauthority.com Unknown 2025-09-12 02:09:48

Joe Maring / Android Authority TL;DR T-Mobile is phasing out its Philo and YouTube TV discount perk, though it might remain available for up to two more years. Customers will now pay Philo directly but receive reimbursement as a T-Mobile account credit. Those affected should monitor future communications from T-Mobile closely, as the offer might end earlier. If you’ve been with T-Mobile for a while, you might recall that it initially tried to break into the TV market with its TVision service

Topics: discount email mobile philo tv

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

cnet.com See Full Bio 2025-09-12 01:40:56

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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Once job board giants, CareerBuilder and Monster head for breakup and sale

techspot.com Skye Jacobs 2025-09-12 04:03:00

What just happened? Once giants of the online job search industry, CareerBuilder + Monster is now set to be dismantled and sold off in parts, following a Chapter 11 bankruptcy filing in Delaware this week. The development comes less than a year after the two companies merged in a bid to regain relevance in a market now dominated by newer digital competitors. The Chicago-based company has reached agreements to sell its most prominent business lines to three separate buyers. JobGet, a platform fo

Topics: careerbuilder company job million monster

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Show HN: PILF, The ultimate solution to catastrophic oblivion on AI models

news.ycombinator.com Unknown 2025-09-12 03:10:54

Technical Notes: PILF (Predictive Integrity Learning Framework) Document Version: 3.0 Core Concept: A cognitive learning framework designed to transform fixed hyperparameters (like learning rate, model capacity) into dynamic policies driven in real-time by the intrinsic "surprise" ( Surprise ) of data. It is essentially an adaptive hyperparameter scheduling algorithm that allows a model to autonomously decide "how much to learn" and "with what capacity to learn" based on the value of the learn

Topics: dynamic learning model rate surprise

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10 Years of Pomological Watercolors

news.ycombinator.com Parker Higgins 2025-09-12 06:42:04

10 years of pomological watercolors A decade ago today I published a blog post calling for the US government to release its paintings of fruits. The Pomological Watercolor Collection, as I had recently come to know, is a beautiful and remarkable corpus of over 7,000 pictures of fruits and other biological specimens, made between the 1880s and 1940s. Through a handful of FOIA requests I’d learned that the images had been meticulously digitized and put online for purchase, but that less than 100

Topics: collection pictures pomological post years

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The 28 Absolute Best Movies to Watch on Max

cnet.com See Full Bio 2025-09-12 05:15:19

Wondering what you should watch next on streaming service Max? Max (which will soon be called HBO Max again) streams a variety of titles, including Warner Bros. movies like Dune and HBO originals such as Tony Hawk: Until the Wheels Fall Off. Below, you'll find a batch of can't-miss films, and a look at new releases for the month. If you're still trying to figure out if Max is right for you, skim our review of the Warner Bros. Discovery streaming service. New releases for June Note: These desc

Topics: bros film max movie warner

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ModRetro Chromatic Review: The Perfect Game Boy Restomod

cnet.com See Full Bio 2025-09-12 09:00:09

CNET’s expert staff reviews and rates dozens of new products and services each month, building on more than a quarter century of expertise. 9.0 / 10 SCORE ModRetro Chromatic Review Pros Beautiful screen Sturdy construction Vibrant design and colors Cons Batteries Delicate paint job Price Mono sound Table of Contents ModRetro Chromatic Review: The Perfect Game Boy Restomod Lots of brands attempt to market nostalgia, but few succeed in capturing its warm essence. From hot pink flip phones

Topics: boy chromatic game high modretro

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This smart smoke alarm could be a worthy Nest Protect replacement

theverge.com Jennifer Pattison Tuohy 2025-09-12 10:49:07

A new line of smoke and CO alarms from Gentex called Place is packed with smart features, including phone notifications, a nightlight, motion detection, and temperature and humidity sensing. There’s also optional air quality monitoring and a camera/intercom. The four Place models start at $139, and are available now at The Home Depot. With the excellent Nest Protect now discontinued, many homeowners have been seeking an alternative smart alarm that can similarly alert them to a smoke or carbon

Topics: alarms home place smart smoke

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Former job board giants CareerBuilder and Monster face breakup and asset sale

techspot.com Skye Jacobs 2025-09-12 14:03:00

What just happened? Once giants of the online job search industry, CareerBuilder + Monster is now set to be dismantled and sold off in parts, following a Chapter 11 bankruptcy filing in Delaware this week. The development comes less than a year after the two companies merged in a bid to regain relevance in a market now dominated by newer digital competitors. The Chicago-based company has reached agreements to sell its most prominent business lines to three separate buyers. JobGet, a platform fo

Topics: careerbuilder company job million monster

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As ‘F1’ hits theaters, how big does it need to be to count as a hit?

9to5mac.com Marcus Mendes 2025-09-12 23:29:18

Apple Original Films just had its biggest theatrical debut ever, with F1 The Movie. The movie reportedly had a budget of $300 million, which puts it in the same territory as Mission: Impossible – The Final Reckoning and Star Wars: The Last Jedi. But how big must the premiere box office be to count as a blockbuster in 2025? We did the math. Unlike these mega-franchises, F1 is trying to launch a new movie IP, and it’s doing so with a tech company behind the wheel. Or is it Apple who is trying to

Topics: apple box f1 like movie

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Moonbase Alpha: That time NASA made a meme video game

news.ycombinator.com Unknown 2025-09-09 07:13:38

NASA, the National Aeronautics and Space Administration of the United States, has tried many different ways to encourage public interest in science education and space exploration. That included a brief pivot to video game publishing, of all things. In 2009, NASA teamed up with multiple video game studios to create a space-themed MMO. The result was a moon base simulator game that became a meme: Moonbase Alpha. To the Moon Virtual Heroes was founded in 2004 as a game studio focused on trainin

Topics: alpha astronaut game moonbase nae

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This 15″ Travel Monitor Is Nearly Free, Amazon Clears Out Its Stock With an Early Prime Day Deal

gizmodo.com Gizmodo Deals 2025-09-12 23:40:24

Portable monitors have quickly become a necessity for anyone who wishes to have an extra screen on the go, and now they’re one of the best-selling items in the Electronics section on Amazon. If you’ve ever shelled out cash for a 15-inch 1080p portable monitor, you’ll be well aware that the price usually ranges between $60 and $150, with the $60 price mark usually being set for the biggest sale days such as Black Friday or Prime Day. But Amazon has just released a deal that’s hard to swallow: th

Topics: amazon laptop monitor portable price

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Trump Mobile Math Doesn't Add Up: We Found Better Phone Plan Deals

cnet.com See Full Bio 2025-09-12 22:15:00

When the Trump Organization announced its upcoming gold-hued T1 phone, it threw up a number of red flags for us. There was the poorly Photoshopped image along with technical claims that didn’t add up -- including the boast that the phone would be “designed and built in the United States.” (That claim has since been walked back, without explanation.) The phone was originally expected to launch in September 2025, but there’s currently no confirmed release date. To run the T1 phone, the organizati

Topics: data mobile phone plan trump

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Bogong moths use a stellar compass for long-distance navigation at night

news.ycombinator.com Dreyer 2025-09-09 14:53:29

Capture and care of moths Bogong moths (A. infusa) of both sexes were caught in the wild during their autumn and spring migrations (2019 and 2018) using a LepiLED insect light (www.gunnarbrehm.de), or a vertical beam search light (model GT175, Ammon Luminaire Company), placed in front of a white sheet suspended between two trees. Almost all of the animals were caught near the Mount Selwyn Snowfields (southeast New South Wales, Australia: 35.914° S, 148.444° E; elevation, 1,600 m), which is appr

Topics: fig moth moths sky used

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New Apple TV+ series starring Taron Egerton starts streaming today

9to5mac.com Benjamin Mayo 2025-09-13 00:30:00

Reeling of the success of prior Apple originals Black Bird and Tetris, Taron Egerton returns to Apple TV+ with a new crime drama Smoke, which starts streaming today. The show is both hot as in fire, as the series centers on tracking down serial arsonists, and hot as in acclaimed, garnering a positive early reception from critics. You can watch Smoke exclusively on Apple TV+. The nine episode series drops new episodes every Friday through August 15, with a two-episode premiere available to watch

Topics: apple new smoke tv watch

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Latest Tech News

The rise of prompt ops: Tackling hidden AI costs from bad inputs and context bloat

Model minimalism: The new AI strategy saving companies millions

How runtime attacks turn profitable AI into budget black holes

Normalizing Flows Are Capable Generative Models

The Trump Phone Is Already a Lot Different From Last Week

Kumo’s ‘relational foundation model’ predicts the future your LLM can’t see

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

Pokemon TCG Pocket's Eevee Grove Expansion Has Convinced My Partner to Play

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

The best deals on 4K TVs

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

TechCrunch Mobility: The Tesla robotaxi Rorschach test and Redwood’s next big act

How Highmark Health and Google Cloud are using Gen AI to streamline medical claims and improve care: 6 key lessons

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

The first mobile phone, the Motorola DynaTAC debuted in 1983. What was its price?

This lesser-known T-Mobile discount may be on its way out the door eventually

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

Once job board giants, CareerBuilder and Monster head for breakup and sale

Show HN: PILF, The ultimate solution to catastrophic oblivion on AI models

10 Years of Pomological Watercolors

The 28 Absolute Best Movies to Watch on Max

ModRetro Chromatic Review: The Perfect Game Boy Restomod

This smart smoke alarm could be a worthy Nest Protect replacement

Former job board giants CareerBuilder and Monster face breakup and asset sale

As ‘F1’ hits theaters, how big does it need to be to count as a hit?

Moonbase Alpha: That time NASA made a meme video game

This 15″ Travel Monitor Is Nearly Free, Amazon Clears Out Its Stock With an Early Prime Day Deal

Trump Mobile Math Doesn't Add Up: We Found Better Phone Plan Deals

Bogong moths use a stellar compass for long-distance navigation at night

New Apple TV+ series starring Taron Egerton starts streaming today

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