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Simple prompt or agent workflow? How not to overthink AI

Photobank2/iStock/Getty Images Plus Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Gen AI success is about knowing which approach to use. Start with the simplest tool that solves your problem. Sometimes you'll need a prompt, and other times an agent workflow. "You're probably making AI harder than it needs to be." This advice from Corey Noles and Grant Harvey's latest episode of The Neuron podcast urges greater simplicity in what has become a complicated and c

Ask HN: What to learn for math for modeling?

parametric cubic curve boundary representation blending function spline b-spline cubic bezier curve de casteljau algorithm I have been diving into these topics since few days and I have not understood anything. I tried peter shirley's textbook on Computer Graphics. Foley et al, Hearn baker etc... It is clear to me that I lack the mathematics preriquisites for understanding this. Thus, I am deeply asking for resources that I can do to brush up. Me being a computer engineering graduate I h

Probability of typing a wrong Bitcoin address

I heard someone say that Bitcoin is dangerous because you could easily make a typo when entering an address, sending money to the wrong person, and have no recourse. There are dangers associated with Bitcoin, such as losing a private key, but address typos are not a major concern. Checksums There are several kinds of Bitcoin addresses. Each is at least 20 bytes (160 bits) long, with at least 4 bytes (32 bits) of checksum. The chances of a typo resulting in a valid checksum are about 1 in 232.

Infamous ‘Erin Brockovich’ Toxin Polluted Air for Months After LA Fires

The January wildfires left many scars on the city of Los Angeles, from rubble-reduced homes to torched abandoned vehicles. Though cleanup crews quickly cleared much of the debris, one alarming invisible impact lingered over the city for months, a new study suggests. In late March—more than two months after the flames died out—researchers detected levels of carcinogenic hexavalent chromium (a.k.a. chromium-6) 200 times greater than baseline levels for LA air. If this pollutant sounds familiar, y

Apple iPhone 17 launch event: What to expect

is a news writer who covers the streaming wars, consumer tech, crypto, social media, and much more. Previously, she was a writer and editor at MUO. Posts from this author will be added to your daily email digest and your homepage feed. Apple is just days away from revealing its newest iPhones during its “Awe dropping” event on September 9th. It seems like this year’s launch will offer more than just a simple spec bump, as rumors point to an ultra-thin iPhone arriving alongside the rest of Appl

Topics: 17 apple come iphone pro

PSA: Libxslt is unmaintained and has 5 unpatched security bugs

Alan Coopersmith reports: On 6/16/25 15:12, Alan Coopersmith wrote: BTW, users of libxml2 may also be using its sibling project, libxslt, which currently has no active maintainer, but has three unfixed security issues reported against it according to https://gitlab.gnome.org/Teams/Releng/security/-/wikis/2025#libxml2-and-libxslt 2 of the 3 have now been disclosed: (CVE-2025-7424) libxslt: Type confusion in xmlNode.psvi between stylesheet and source nodes https://gitlab.gnome.org/GNOME/libxs

Make any site multiplayer in a few lines. Serverless WebRTC matchmaking

Below is some code describing whatʼs happening on this site right now. Anyone on this page will connect directly to others in real-time, syncing mouse movement and clicks. (Try it, I dare you). Trystero can connect peers via 🌊 BitTorrent, 🐦 Nostr, 📡 MQTT, 🪐 IPFS, ⚡️ Supabase, and 🔥 Firebase. Right now youʼre the only person with the page open, but you can cheat and just open this URL in another tab to see what itʼs like with others. Hereʼs how you use it. Join a room with an app ID and a ro

40% Home Depot Promo Codes & Coupons | September 2025

Home Depot goes hard. The company pretty much invented the hardware superstore when it began in 1978, just by being so big. They inflated the neighborhood tool shop into a whole city of lumber, hammers, caulk, power saws, and big rolls of wire. I would know I’m in a Home Depot blindfolded, because of a distinct quality to the air—crisp and particulate, smelling like wood dust and paint and the oiled metal of power tools. The Home Depot smell is buried deep in my childhood, filed somewhere betwee

Topics: 10 deals depot home like

Ask HN: What to Learn for Math for Modeling?

parametric cubic curve boundary representation blending function spline b-spline cubic bezier curve de casteljau algorithm I have been diving into these topics since few days and I have not understood anything. I tried peter shirley's textbook on Computer Graphics. Foley et al, Hearn baker etc... It is clear to me that I lack the mathematics preriquisites for understanding this. Thus, I am deeply asking for resources that I can do to brush up. Me being a computer engineering graduate I h

US targets North Korean IT worker army with new sanctions

The U.S. Treasury’s Office of Foreign Assets Control (OFAC) has sanctioned two individuals and two companies associated with North Korean IT worker schemes that operate at the expense of American organizations. These schemes involve placing in U.S. firms skilled tech workers with stolen or fabricated identities and using so-called “laptop farms” to hide the true location of the employees. The workers funnel their earnings to the DPRK regime to fund the regime's weapons program. They also often

Gavin Newsom’s Bizarro-Trump Schtick Gets Even Weirder With a Memecoin

Gavin Newsom, the Democratic governor of California, has spent recent weeks mimicking Donald Trump’s style online. Newsom’s team is filling his social media channels with all-caps screeds and vainglorious pronouncements that sound like the president, even rolling out merchandise like red hats that say “Newsom Was Right About Everything.” The strategy has been polarizing, to say the least, with some people embracing Newsom’s approach as a fun attack on Trump, while others say it’s an unnecessary

Google’s still not giving us the full picture on AI energy use

“We’re not comfortable revealing that for various reasons,” Dean told me on our call. The total number is an abstract measure that changes over time, he says, adding that the company wants users to be thinking about the energy usage per prompt. But there are people out there all over the world interacting with this technology, not just me—and what we all add up to seems quite relevant. OpenAI does publicly share its total, sharing recently that it sees 2.5 billion queries to ChatGPT every day.

T-Mobile Money’s move to the T-Life app is going as smoothly as expected

Joe Maring / Android Authority T-Mobile's T-Life app. TL;DR T-Mobile Money’s migration into the T-Life app has caused delays, access problems, and other issues for customers. Users report being locked out of accounts or left with negative balances, though many regain access after long waits. The frustration is compounded as the switch coincided with payday and month-end payment dates. T-Mobile’s plan to fold its Money service into the all-in-one T-Life app has officially kicked off, and the

This iMac G3 LEGO idea is as unlikely to get approved as it is awesome

Every once in a while, an Apple-related project gets submitted to LEGO’s Product Ideas page. Just recently, the LEGO Apple Store concept quickly blew past the 10,000-vote threshold needed to enter official review. Now, a new submission is making the rounds, and it is pretty cool. ‘I wanted people to pick up this nostalgic computer again’ Developed by fan designer terauma, this 700-part project features the classic Bondi Blue iMac G3 along with the “hockey puck” mouse and keyboard, properly wir

OpenAI increases ChatGPT user protections following wrongful death lawsuit

Yifei Fang/Moment via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways OpenAI is giving ChatGPT new safeguards. A teen recently used ChatGPT to learn how to take his life. OpenAI may add further parental controls for young users. ChatGPT doesn't have a good track record of intervening when a user is in emotional distress, but several updates from OpenAI aim to change that. The company is building on how its chatbot responds to distressed users by st

The James Webb Just Found Something Extremely Bizarre About the Mysterious Object Headed Into Our Inner Solar System

Our solar system's latest and only third known interstellar visitor is becoming more fascinating by the week. Spotted in early July, the object, dubbed 3I/ATLAS, is widely believed to be a comet. It's traveling so fast that one look at its speed was enough to let astronomers know that it came from untold thousands of light years away. And it may even be older than our entire solar system. Now, the James Webb Space Telescope has turned its mighty eye — specifically, its Near-Infrared Spectrogra

Charting Form Ds to roughly see the state of venture capital “fund” raising

The startup bubble that no one is talking about August 28, 2025 Figure 1** Above is a graph that displays the amount of Form Ds filed, where the entity (read: company/firm) name contains the phrases "fund I", "fund II", "fund III", and "fund IV". The x-axis is not the prettiest, but it is broken down by quarter. You can see that the line for "fund I" sees by far the greatest peak around quarter 3 of 2022, with a steep drop off immediately after. The other lines have a similar, but less pronou

Intel gets $5.7 billion from Trump deal as White House says details are 'being ironed out'

Intel CFO David Zinser said that the semiconductor giant received $5.7 billion from the U.S. government on Wednesday evening. Zinsner acknowledged the investment on Thursday during an investor conference. The investment is part of the White House's decision last Friday to take a 10% stake in the beleaguered computer chip company. Zinser also signaled the possibility that Intel seeks outside investment for its foundry business. The company reported better-than-expected second-quarter results

Nvidia's top two mystery customers made up 39% of the chipmaker's Q2 revenue

Co-founder and CEO of Nvidia Jensen Huang spoke to journalists during a trip to Beijing in July. Two Nvidia customers made up 39% of Nvidia's revenue in its July quarter, the company revealed in a financial filing on Wednesday, raising concerns about the concentration of the chipmaker's clientele. "Customer A" made up 23% of total revenue, and "Customer B" comprised 16% of total revenue, according to the company's second-quarter filing with the Securities and Exchange Commission. That's highe

iPhone 17 event is official, Apple acquisition strategy, TV+ price rise

Benjamin and Chance prepare to have their jaw dropped in the run up to the September 9 Apple event where we expect to see iPhone 17, Apple Watch Series 11 and maybe AirPods Pro 3. There’s an interesting report on Apple’s strategic calculus when it comes to acquiring other companies, and Gemini might become the brain of Siri. Also, Apple TV+ ups its monthly price by a hefty 30%. And in Happy Hour Plus, we reflect on the last fifteen years of Apple event slogans, and whether there’s a trend of de

The Genetic Trick That Helped Humans Ride Horses

Roughly 4,500 years ago, humans forged a bond that would shape the history of our species. The domestication of horses led to significant advancements in transportation, hunting, and warfare, literally carrying human society into the modern era. Despite how influential horses have been for humans, scientists still have many fundamental questions about their domestication. New research published Thursday, August 28, in the journal Science, offers new insight into the genetic shifts that helped t

Microsoft Word will save your files to the cloud by default

Microsoft says that Word for Windows will soon enable autosave and automatically save all new documents to the cloud by default. The company is currently testing this new feature with the help of Microsoft 365 Insiders in the Beta Channel, who will get it after upgrading to Word for Windows Version 2509 (Build 19221.20000) or later, which was released on Monday. Microsoft will also roll out this functionality to Excel for Windows and PowerPoint for Windows users later this year. "We are moder

Malware devs abuse Anthropic’s Claude AI to build ransomware

Anthropic's Claude Code large language model has been abused by threat actors who used it in data extortion campaigns and to develop ransomware packages. The company says that its tool has also been used in fraudulent North Korean IT worker schemes and to distribute lures for Contagious Interview campaigns, in Chinese APT campaigns, and by a Russian-speaking developer to create malware with advanced evasion capabilities. AI-created ransomware In another instance, tracked as ‘GTG-5004,’ a UK-b

Nvidia earnings takeaways: A 'full steam' AI spend, but China uncertainty remains

Nvidia stock fluctuated on Thursday as investors digested the company's latest earnings report, which signaled robust AI demand but provided little clarity on China. Sales surged 56% in the quarter to $46.74 billion, which was roughly in line Wall Street's projected $46.06 billion, according to LSEG. The company reported adjusted earnings per share of $1.05, just topping the $1.01 per share estimated by analysts. The better-than-expected results were clouded by concerns over Nvidia's future in

Passwordstate dev urges users to patch auth bypass vulnerability

Click Studios, the company behind the Passwordstate enterprise-grade password manager, has warned customers to patch a high-severity authentication bypass vulnerability as soon as possible. Passwordstate works as a secure password vault that enables organizations to store, organize, and control access to passwords, API keys, certificates, and various other types of credentials via a centralized web interface. Click Studios says its Passwordstate password manager is used by over 370,000 IT prof

Teams Grow Organically

I’ve been working a lot with service line architecture recently. If you’re not familiar with that; it’s how business units such as IT, HR, or Sales bring services to clients, both internal and external. These structures often mirror team organization. Think of it as a hierarchy: IT at level one, Software Development and Ops at level two, and then individual teams, like: Software Team X or Ops Team Y, at level three. What’s surprising is how rarely these structures reflect reality. In practice,

I love Nothing’s Android phones, but it’s getting harder to trust them

Ryan Haines / Android Authority Since the launch of the Nothing Phone 1 in 2022, Nothing has marketed itself as “not like the other phone brands.” From product design to offbeat videos showing CEO Carl Pei reacting to reviews, the company has constantly tried to demonstrate how it stands apart from other smartphone makers. However, Nothing has recently been involved in a photo-fakery scandal. Between this latest controversy and previous ones, it’s clear that Nothing isn’t really different from

MATLAB dev says ransomware gang stole data of 10,000 people

MathWorks, a leading developer of mathematical simulation and computing software, revealed that a ransomware gang stole the data of over 10,000 people after breaching its network in April. The company disclosed the attack on May 27, when it linked ongoing service outages to a ransomware incident that disrupted access to some internal systems and online applications for its staff and customers. Impacted services included multi-factor authentication (MFA), account SSO (Single Sign-On), the MathW

No-code website builder Framer reaches $2B valuation

Framer, a no-code website builder that claims over half a million monthly active users, has reached a $2 billion valuation after raising a $100 million Series D funding round led by existing investors Meritech and Atomico. This double-unicorn milestone comes at a time of hype for website builders — including direct competitors like Figma, Squarespace and Wix, as well as rising ‘vibe coding’ platforms such as Cursor and Lovable. In 2023, Framer raised a $27 million Series C led by Meritech at a

Mysterious Object Headed for Inner Solar System Has Extremely Unusual Readings, James Webb Finds

Our solar system's latest and only third known interstellar visitor is becoming more fascinating by the week. Spotted in early July, the object, dubbed 3I/ATLAS, is widely believed to be a comet. It's traveling so fast that one look at its speed was enough to let astronomers know that it came from untold thousands of light years away. And it may even be older than our entire solar system. Now, the James Webb Space Telescope has turned its mighty eye — specifically, its Near-Infrared Spectrogra