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How agentic AI is transforming the very foundations of business strategy

zdnet.com David Gewirtz 2026-01-26 11:00:13

Jiojio/Getty Images Business is on a never-ending quest to boost efficiency, cut costs, and increase productivity. Some of the earliest known businesses -- ancient Mesopotamian traders -- inspired the invention of writing. (Record keeping -- now that's a competitive advantage!) Similar needs have existed in every economic period. The big difference now is that AI technology can boost these efficiencies in new and exponentially profitable ways. Agentic AI is at the core of this efficiency boost

Topics: agentic agents ai business says

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Show HN: ArchGW – an intelligent edge and service proxy for agents

news.ycombinator.com Unknown 2026-01-25 18:55:39

Hey HN! This is Adil, Salman and Jose and and we’re behind archgw [1]. An intelligent proxy server designed as an edge and AI gateway for agents - one that natively know how to handle prompts, not just network traffic. We’ve made several sweeping changes so sharing the project again. A bit of background on why we’ve built this project. Building AI agent demos is easy, but to create something production-ready there is a lot of repeat low-level plumbing work that everyone is doing. You’re applyi

Topics: agents archgw com https project

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ISRO successfully conducts hot tests of Gaganyaan propulsion system

news.ycombinator.com Authors 2026-01-26 11:19:04

ISRO has successfully conducted two hot tests of the Gaganyaan Service Module Propulsion System (SMPS) at the space agency's Propulsion Complex in Mahendragiri on July 3. The short-duration tests, lasting 30 seconds and 100 seconds respectively, were aimed at validating the test article configuration, ISRO said in a statement on Wednesday (July 8, 2025). Also read: What will Gaganyaan change for India? | Explained "The overall performance of the propulsion system during these hot tests was no

Topics: gaganyaan hot isro propulsion tests

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Programming Affordances That Invite Mistakes

news.ycombinator.com Noah Hall 2026-01-23 02:26:32

Many of my philosophies in work life, my volunteer life, and my personal life stem from experiences. As a developer, many of those come from being burnt by rough edges or mistakes. Just as health & safety principles come from accidents, my development practices come from bugs, errors, and mistakes. With that in mind, here’s a war-story from my days running an R&D startup when we lost all the data we thought we gathered from a psychology study. I founded an R&D startup that worked closely with

Topics: code results test user useremail

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Hill Space: Neural nets that do perfect arithmetic (to 10⁻¹⁶ precision)

news.ycombinator.com Justin Dujardin 2026-01-26 09:37:48

When understood and used properly, the constraint W = tanh(Ŵ) ⊙ σ(M̂) (introduced in NALU by Trask et al. 2018 ) creates a unique parameter topology where optimal weights for discrete operations can be calculated rather than learned . During training, they're able to converge with extreme speed and reliability towards the optimal solution. Most neural networks struggle with basic arithmetic. They approximate, they fail on extrapolation, and they're inconsistent. But what if there was a way to m

Topics: discrete operations selection specific weights

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Should Student Loans Borrowers in SAVE Switch to Another Repayment Plan? It's Complicated

cnet.com See Full Bio 2026-01-26 06:37:10

Interest will restart for SAVE borrowers whose loans remain in a general forbearance on August 1. Viva Tung / CNET Starting Aug. 1, borrowers enrolled in the Saving on a Valuable Education plan will start accruing interest charges on their loan balances. The trouble is, their payments remain on hold in a general forbearance. Now they're being encouraged to choose a new payment plan or face interest charges. The Department of Education "urges all borrowers in the SAVE plan to quickly transition

Topics: borrowers forbearance payments plan repayment

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Today's NYT Connections: Sports Edition Hints and Answers for July 13, #293

cnet.com See Full Bio 2026-01-26 10:49:03

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition has some fun categories. There's only one requiring last names, and one requiring teams, so if you can sort those easily, you should be in good shape. Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut on Sup

Topics: answers connections group sports today

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Indie App Spotlight: ‘Timescape’ is a big-picture calendar for year-round planning

9to5mac.com Michael Burkhardt 2026-01-26 08:30:00

Welcome to Indie App Spotlight. This is a weekly 9to5Mac series where we showcase the latest apps in the indie app world. If you’re a developer and would like your app featured, get in contact. Planning things accordingly can be hard. Timescape aims to make that easier by providing you a big picture look at your entire year, making it easy for you to see what long-term events you may already have booked. Top features There are obviously a lot of calendar apps on the App Store, but Timescape s

Topics: app calendar events timescape year

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Grok team apologizes for the chatbot's 'horrific behavior' and blames 'MechaHitler' on a bad update

engadget.com Unknown 2026-01-26 06:45:20

The team behind Grok has issued a rare apology and explanation of what went wrong after X's chatbot began spewing antisemitic and pro-Nazi rhetoric earlier this week, at one point even calling itself "MechaHitler." In a statement posted on Grok's X account late Friday night, the xAI team said "we deeply apologize for the horrific behavior that many experienced" and attributed the chatbot's vile responses to a recent update that introduced "deprecated code." This code, according to the statement,

Topics: behavior grok posts responses user

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Vibe-Coding a PCB – surprisingly good

news.ycombinator.com Chris Greening 2026-01-26 03:47:26

After "vibe coding" a software-based vibing button in my last video, I decided to take things one step further: vibe-coding the actual hardware. The challenge? Let AI design a working ESP32-S3 development board, from scratch. Tools of the Trade For this experiment, I used Atopile — a tool that lets you define a hardware project using code and turns it into a KiCad PCB. I also enlisted Claude, an AI coding assistant that seemed to outperform Cursor for this task. The Prompt The board needed t

Topics: ai components esp32 s3 usb

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Today's NYT Strands Hints, Answers and Help for July 13 #497

cnet.com See Full Bio 2026-01-26 09:00:07

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 isn't so tough if you're used to reading the labels in your outfits. If you need hints and answers, read on. I go into depth about the rules for Strands in this story. If you're looking for today's Wordle, Connections and Mini Crossword answers, y

Topics: hints puzzle strands today words

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Horrifying Research Finds Melting Glaciers Could Activate Deadly Volcanoes

futurism.com Unknown 2026-01-26 04:30:52

Scientists are warning that glaciers melting due to global warming could trigger explosive — and potentially deadly — volcanic eruptions around the world. As detailed in a new study presented at the Goldschmidt international geochemistry conference this week and due to be peer-reviewed later this year, researchers from the University of Wisconsin-Madison analyzed six volcanoes in southern Chile to study how retreating ice sheets may have influenced past volcanic behavior. Using advanced argon

Topics: eruptions glaciers ice scientists volcanoes

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Working through 'Writing A C Compiler'

news.ycombinator.com Working Through 2026-01-26 05:23:33

Some time ago I decided I wanted to create a c compiler for the Hack processor in the nand2tetris book. After several dead end attempts that I might describe later I found this book : Writing a C Compiler | No Starch Press I decided to work my way through it. I plan to do blog posts as I progress through it, probably chapter by chapter. I have emailed the author a couple of times and have got helpful timely replies! – thank you What makes the book so good? Step by step By the end of chapter

Topics: book chapter compiler test tests

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The U.S. Is Testing Tiny Nuclear Reactors That Can Go Practically Anywhere

gizmodo.com Gayoung Lee 2026-01-26 05:00:42

In contrast to other technological advances, the objective for next-generation nuclear reactors seems to be to scale down, not up—an initiative backed by the Department of Energy (DOE). Earlier this month, the DOE announced a conditional agreement made with private firms Westinghouse and Radiant to conduct the first reactor tests at its Demonstration on Microreactor Experiment (DOME) facility, located at Idaho National Laboratory. These experiments, featuring two trailer-sized microreactors, w

Topics: doe kaleidos megawatts microreactors power

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How to Use Clean Energy Tax Credits Before They Disappear

wired.com Tik Root 2026-01-26 04:00:00

This story originally appeared on Grist and is part of the Climate Desk collaboration. The “one big beautiful bill” that President Donald Trump signed into law on July 4 is set to upend many aspects of American life, including climate policy. The law, which Republicans backed en masse, not only derails the nation’s efforts to reduce greenhouse gas emissions, it could also strike a blow to consumers’ pocketbooks. From a climate perspective, the legislation’s most significant rollbacks are aimed

Topics: 000 credit credits energy tax

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Doctors Are Warning That Ozempic’s Severe Side Effects May Outweigh Its Benefits

futurism.com Unknown 2026-01-26 09:00:41

Image by Roberto Pfeil / picture alliance via Getty / Futurism Rx/Medicines As weight loss jabs like Ozempic and Wegovy become ever more popular, doctors are growing increasingly concerned about their gnarly side effects. As Germany's Deutsche Welle notes, people who take glucagon-like peptide-1 (GLP-1) agonist/receptors, the class of drugs that the popular shots fall under, have reported everything from stomach issues and vision changes to erectile dysfunction and even suicide. Though clinic

Topics: drugs effects people studies women

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An electrician's plea: Don't plug these 7 appliances (including AC units) into extension cords

zdnet.com Chris Bayer 2026-01-26 08:00:18

Maria Diaz/ZDNET Extension cords are generally a safe solution for running power to electronics that are too far from the nearest wall outlet. But the operative word here is "electronics," which is not as all-encompassing as some people might think. Appliances (like refrigerators and toaster ovens) are obviously electronic devices, but they're in a different class from most electronics because of the amperage demands they need to function. Why you shouldn't plug everything into an extension c

Topics: cord extension outlet power watts

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Fundamentals of garbage collection (2023)

news.ycombinator.com Unknown 2026-01-22 06:03:29

Access to this page requires authorization. You can try signing in or changing directories . Fundamentals of garbage collection In the common language runtime (CLR), the garbage collector (GC) serves as an automatic memory manager. The garbage collector manages the allocation and release of memory for an application. Therefore, developers working with managed code don't have to write code to perform memory management tasks. Automatic memory management can eliminate common problems such as forg

Topics: garbage generation heap memory objects

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Fundamentals of Garbage Collection

news.ycombinator.com Unknown 2026-01-22 12:03:29

Access to this page requires authorization. You can try signing in or changing directories . Fundamentals of garbage collection In the common language runtime (CLR), the garbage collector (GC) serves as an automatic memory manager. The garbage collector manages the allocation and release of memory for an application. Therefore, developers working with managed code don't have to write code to perform memory management tasks. Automatic memory management can eliminate common problems such as forg

Topics: garbage generation heap memory objects

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Today's NYT Connections: Sports Edition Hints and Answers for July 12, #292

cnet.com See Full Bio 2026-01-26 06:12:06

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition has one of those classic purple categories, where you probably won't figure it out before you've answered all the others. Need help? Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut on Super Bowl Sunday, Fe

Topics: answers connections group sports today

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A new paradigm for AI: How ‘thinking as optimization’ leads to better general-purpose models

venturebeat.com Ben Dickson 2026-01-26 18:26:03

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Researchers at the University of Illinois Urbana-Champaign and the University of Virginia have developed a new model architecture that could lead to more robust AI systems with more powerful reasoning capabilities. Called an energy-based transformer (EBT), the architecture shows a natural ability to use inference-time scaling to solve comp

Topics: data ebts energy models thinking

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9to5Mac Daily: July 11, 2025 – Apple’s plans for new Macs, iPads, and more

9to5mac.com Seth Kurkowski 2026-01-26 18:17:07

Listen to a recap of the top stories of the day from 9to5Mac. 9to5Mac Daily is available on iTunes and Apple’s Podcasts app, Stitcher, TuneIn, Google Play, or through our dedicated RSS feed for Overcast and other podcast players. Sponsored by Roborock:The smartest vacuums just got more affordable. Roborock’s Prime Day sale has arrived—with exclusive, limited-time savings on their top models. New episodes of 9to5Mac Daily are recorded every weekday. Subscribe to our podcast in Apple Podcast or

Topics: 9to5mac apple daily podcast podcasts

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13 Best Prime Day Mattress Deals Plus Top Bedding Sales (2025)

wired.com Julia Forbes 2026-01-26 23:34:16

As you may have noticed, mattress shopping holidays aren't limited to just Memorial Day, Labor Day, or even the Fourth of July anymore. Now that Amazon Prime Day is nearly a week long, it's become something of a holiday in and of itself, so it makes sense that mattresses (plus other bedding!) will be on sale too, both on Amazon and beyond. We've listed our favorite Prime Day mattress deals that someone on our staff has tested themselves and personally vouched for. If you want to know more about

Topics: best day mattress sale sheets

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Dutch Childcare Benefits Scandal

news.ycombinator.com Dutch Data Protection Authority 2026-01-27 04:38:46

2005–2019 false allegations of fraud The typical red-and-white envelopes used by the Benefits agency, previously part of the Belastingdienst The Dutch childcare benefits scandal (Dutch: kinderopvangtoeslagaffaire or toeslagenaffaire, lit. '[childcare] benefits affair') is a political scandal in the Netherlands involving false allegations of welfare fraud by the Tax and Customs Administration (Belastingdienst) against thousands of families claiming childcare benefits.[1][2] Between 2005 and 20

Topics: administration childcare customs parents tax

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I Overlooked These 12 Foods Until I Learned How Healthy They Are

cnet.com See Full Bio 2026-01-27 03:34:56

It's easy to believe that being healthy means buying superfoods, all organic produce, expensive supplements and pricey powders. After all, these are all over social media. But that's not true. In fact, you probably have a lot of healthy, nutrient-dense foods sitting in your refrigerator and pantry right now. As long as you eat a balanced diet filled with a variety of foods like fruits, veggies, grains and proteins, you're probably getting all the vitamins and minerals your body needs. That's wh

Topics: benefits health heart help like

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Slumber Cloud’s Sale Is One Not to Miss Before Prime Day Ends

wired.com Nena Farrell 2026-01-27 02:53:17

I sleep on a lot of sheets. I've tested nearly 100 sets over the past two years of testing bedding for WIRED, and there are some easy favorites I always come back to. One of my favorites as a hot sleeper are Slumber Cloud's Performance Tencel Sheets ($187, down from $249) that perfectly blend cooling technology with Tencel lyocell fabric to make for a fantastic sheet that actually keeps you cool. If you're sweating at night and struggling to find a solution beyond blasting the AC all night, the

Topics: cloud cooling sheets slumber ve

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18 Best Prime Day Pet Deals on Amazon (2025)

wired.com Molly Higgins 2026-01-27 04:55:41

Amazon Prime Day is arguably the best time of the year to upgrade your pet's setup for way less dough. As the pet tech writer here at WIRED, I have strong opinions about which (often pricey) pet gear is worth the money. From automatic litter boxes to feeders and fountains, and even DNA testing kits and pet cameras, I've pulled together the best Prime Day pet deals on WIRED-tested gear for this event, which runs through July 11. I'll be updating with more deals as I find them, so make sure you're

Topics: automatic camera cat cats pet

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The great AI agent acceleration: Why enterprise adoption is happening faster than anyone predicted

venturebeat.com Matt Marshall 2026-01-27 08:43:35

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now The chatter around artificial general intelligence (AGI) may dominate headlines coming from Silicon Valley companies like OpenAI, Meta and xAI, but for enterprise leaders on the ground, the focus is squarely on practical applications and measurable results. At VentureBeat’s recent Transform 2025 event in San Francisco, a clear picture emerg

Topics: agents ai customers event transform

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Google Contacts just got two upgrades that’ll help you clean up your address book

androidauthority.com Unknown 2026-01-27 09:17:41

Harley Maranan / Android Authority TL;DR Google Contacts has recently started rolling out a couple changes we spotted in development earlier this year. Contact pages are picking up a new “Recent activity” list, displaying message and call history. The app’s settings add a new toggle to control whether or not you see view-only contacts from other apps. Our phones are full of apps we don’t spend nearly enough time paying attention to, yet are critical for everything we do with them on a day-to

Topics: activity app apps contacts recent

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Belkin shows tech firms getting too comfortable with bricking customers' stuff

news.ycombinator.com Unknown 2026-01-27 09:18:45

In a somewhat anticipated move, Belkin is killing most of its smart home products. On January 31, the company will stop supporting the majority of its Wemo devices, leaving users without core functionality and future updates. In an announcement emailed to customers and posted on Belkin’s website, Belkin said: After careful consideration, we have made the difficult decision to end technical support for older Wemo products, effective January 31, 2026. After this date, several Wemo products will

Topics: belkin devices products smart wemo

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Latest Tech News

How agentic AI is transforming the very foundations of business strategy

Show HN: ArchGW – an intelligent edge and service proxy for agents

ISRO successfully conducts hot tests of Gaganyaan propulsion system

Programming Affordances That Invite Mistakes

Hill Space: Neural nets that do perfect arithmetic (to 10⁻¹⁶ precision)

Should Student Loans Borrowers in SAVE Switch to Another Repayment Plan? It's Complicated

Today's NYT Connections: Sports Edition Hints and Answers for July 13, #293

Indie App Spotlight: ‘Timescape’ is a big-picture calendar for year-round planning

Grok team apologizes for the chatbot's 'horrific behavior' and blames 'MechaHitler' on a bad update

Vibe-Coding a PCB – surprisingly good

Today's NYT Strands Hints, Answers and Help for July 13 #497

Horrifying Research Finds Melting Glaciers Could Activate Deadly Volcanoes

Working through 'Writing A C Compiler'

The U.S. Is Testing Tiny Nuclear Reactors That Can Go Practically Anywhere

How to Use Clean Energy Tax Credits Before They Disappear

Doctors Are Warning That Ozempic’s Severe Side Effects May Outweigh Its Benefits

An electrician's plea: Don't plug these 7 appliances (including AC units) into extension cords

Fundamentals of garbage collection (2023)

Fundamentals of Garbage Collection

Today's NYT Connections: Sports Edition Hints and Answers for July 12, #292

A new paradigm for AI: How ‘thinking as optimization’ leads to better general-purpose models

9to5Mac Daily: July 11, 2025 – Apple’s plans for new Macs, iPads, and more

13 Best Prime Day Mattress Deals Plus Top Bedding Sales (2025)

Dutch Childcare Benefits Scandal

I Overlooked These 12 Foods Until I Learned How Healthy They Are

Slumber Cloud’s Sale Is One Not to Miss Before Prime Day Ends

18 Best Prime Day Pet Deals on Amazon (2025)

The great AI agent acceleration: Why enterprise adoption is happening faster than anyone predicted

Google Contacts just got two upgrades that’ll help you clean up your address book

Belkin shows tech firms getting too comfortable with bricking customers' stuff

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