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Abstraction boundaries are optimization boundaries

Abstraction boundaries are optimization boundaries The N+1 query problem occurs when your application code sends one SQL query per element in a collection. The N queries are redundant; since all of the data is in the database already, a single query should be enough. This problem is usually caused by a leaky abstraction; the ORM, or whatever database abstraction you are using, can’t anticipate that it would need to send N queries, so it can’t automatically optimize this down to a single query.

Amazon CEO Jassy says AI will lead to 'fewer people doing some of the jobs' that get automated

Amazon CEO Andy Jassy said the rapid rollout of generative artificial intelligence means the company will one day require fewer employees to do some of the work that computers can handle. "Like with every technical transformation, there will be fewer people doing some of the jobs that the technology actually starts to automate," Jassy told CNBC's Jim Cramer in an interview on Monday. "But there's going to be other jobs." Even as AI eliminates the need for some roles, Amazon will continue to hi

The Email Startup Graveyard: Why 80%+ of Email Companies Fail

The Email Startup Graveyard: Why 80%+ of Email Companies Fail While many email startups have invested millions in solving perceived problems, we at Forward Email have focused on building reliable email infrastructure from scratch since 2017. This analysis explores the patterns behind email startup outcomes and the fundamental challenges of email infrastructure. Note Key Insight: Most email startups don't build actual email infrastructure from scratch. Many build on top of existing solutions li

U.S. warns of Iranian cyber threats on critical infrastructure

U.S. cyber agencies, the FBI, and NSA issued an urgent warning today about potential cyberattacks from Iranian-affiliated hackers targeting U.S. critical infrastructure. CISA says there are no indications of an ongoing campaign but urges critical infrastructure organizations and other potential targets to monitor their defense due to the current unrest in the Middle East and cyber attacks previously linked to Iran. In a joint fact sheet, the cyber agencies warn that Defense Industrial Base (DI

Gallery: Check out Samsung’s new watch faces for the Galaxy Watch 8 (APK teardown)

Evan Blass / Samsung TL;DR Samsung’s next launch event is on July 9, and we expect to see the Galaxy Watch 8 series announced. Watch 8 leaks so far have detailed design changes and given us plenty of looks at the evolving hardware. Our attention now turns to some new watch faces which should premiere alongside the Watch 8 series. With July now on our doorstep, we are mere days away from Samsung’s next Unpacked launch event. In just a little over a week, media will descend upon New York City

Video Games Weekly: Summer Game Fest ends when I say so

Welcome to Video Games Weekly on Engadget. Expect a new story every Monday or Tuesday, broken into two parts. The first is a space for short essays and ramblings about video game trends and related topics from me, Jess Conditt, a reporter who's covered the industry for more than 13 years. The second contains the video game stories from the past week that you need to know about, including some headlines from outside of Engadget. Please enjoy — and I'll see you next week. June has passed me by i

Ask HN: 80s electronics book club; anyone remember this illustrator?

In the early 80's in the US, a popular DIY electronics magazine had a book of the month club that I loved. Most were small and leather bound hardback with topics like: make your own hydrophone; augmented reality (required a full room and a boom arm, sadly); an LCD model rocket launcher ignition; computer vision; lots and lots of robots. One book I remember (large, softcover, yellow cover) featured black and white, pen and ink illustrations of fantastically complex robots and machines. One that

This Survey Asked Neuroscientists If Memories Can Be Extracted From the Dead. Here’s What They Said

The allure and terror of transferring your consciousness to a computer has long been fodder for cyberpunk novels and billionaire-backed immortality startups. But a substantial chunk of neuroscientists think it might be possible to extract memories from a preserved brain and store those memories inside a computer, according to a new study. The study, published in the journal PLOS One, suggests that most neuroscientists believe that memory has a physical basis and, on average, give a 40% probabil

Next-gen procurement platform Levelpath nabs $55M

Levelpath, a procurement software startup founded by the duo behind Scout RFP, has raised $55 million in Series B funding led by Battery Ventures as the company looks to quadruple its revenue this year. The funding round also saw participation from existing investors, including Benchmark, which led Levelpath’s $14.5 million seed round, and Redpoint, the lead investor in the $30 million Series A round announced in 2023. The startup was founded by Stan Garber and Alex Yakubovich (pictured right)

Check out Gemini’s new avatar in Google colors ahead of its official rollout (APK teardown)

Edgar Cervantes / Android Authority TL;DR Google may soon replace Gemini’s two-tone color scheme with its iconic brand colors. The new colors will appear around the Gemini overlay, which could receive another minor design change. The Gemini logo will also adopt Google’s red, blue, yellow, and green color palette. Gemini may soon adopt Google’s iconic brand colors for its logo and overlay. We recently spotted these changes while digging through beta builds of the Google app on Android and gav

Google’s baking even more tools into Gemini Live’s upcoming compact overlay (APK teardown)

Tushar Mehta / Android Authority TL;DR Google’s been developing a new compact screen-bottom overlay for interacting with Gemini Live. This bar may feature the button that will activate Gemini Live’s version of Circle to Search. Google also appears to be considering captioning controls for the overlay. Google’s got a lot happening right now when it comes to Gemini Live, and we’re not just talking about all those new app extensions we’ve spotted the app getting ready to support. Over the last

This portable speaker delivers amazingly smooth sound with little distortion - and it's $130 off

Jack Wallen/ZDNET ZDNET's key takeaways The JBL Xtreme 4 Bluetooth speaker at Amazon for 34% off This football-sized speaker produces massive sound and really shines in the metal genre. It's a bit pricey, and the app only offers 3 EQ settings (none of which are customizable). Sometimes, you just need more power and volume than a typical Bluetooth speaker can provide. Say, for instance, you're working in your yard or throwing a party outdoors or in a large space. For those occasions, you w

Here Is Everyone Mark Zuckerberg Has Hired So Far for Meta’s ‘Superintelligence’ Team

Mark Zuckerberg notified Meta staff today to introduce them to the new superintelligence team. The memo, which WIRED obtained, lists names and bios for the recently hired employees, many of whom came from rival AI firms like OpenAI, Anthropic, and Google. Over the past few months, Meta CEO Mark Zuckerberg has been on a recruiting frenzy to poach some of the most sought-after talent in AI. The social media giant has invested $14.3 billion in Scale AI and hired Alexandr Wang, its CEO, to run Meta

Helix: A Modern, High-Performance Language

Helix: A Modern, High-Performance Language. Key Goals of Helix: High-performance: The language is designed to be as fast as C, with modern features and a more expressive syntax. Safety: Focused on safe memory management without sacrificing developer productivity and freedom. Borrow Checker: Implements a Advanced Memory Tracking system for memory safety, while being far less strict than other languages. Robustness: Provides tools and features that ensure code stability and reduce runtime err

A CarFax for Used PCs; Hewlett Packard wants to give old laptops new life

The United Nations’ Global E-waste Monitor estimates that the world generates over 60 million metric tons of e-waste annually. Furthermore, this number is rising five times faster than e-waste recycling. Much of this waste comes from prematurely discarded electronic devices. Many enterprises follow a standard three-year replacement cycle, assuming older computers are inefficient. However, many of these devices are still functional and could perform well with minor upgrades or maintenance. The i

Microsoft Defender for Office 365 now blocks email bombing attacks

Microsoft says its Defender for Office 365 cloud-based email security suite will now automatically detect and block email bombing attacks. Defender for Office 365 (formerly known as Office 365 Advanced Threat Protection or Office 365 ATP) protects organizations operating in high-risk industries and dealing with sophisticated threat actors from malicious threats from email messages, links, and collaboration tools. "We're introducing a new detection capability in Microsoft Defender for Office 36

Supreme Court to decide whether ISPs must disconnect users accused of piracy

The Supreme Court has agreed to hear a case that could determine whether Internet service providers must terminate users who are accused of copyright infringement. In a list of orders released today, the court granted a petition filed by cable company Cox. The ISP, which was sued by Sony Music Entertainment, is trying to overturn a ruling that it is liable for copyright infringement because it failed to terminate users accused of piracy. Music companies want ISPs to disconnect users whose IP ad

Google embraces AI in the classroom with new Gemini tools for educators, chatbots for students, and more

Google on Monday announced a series of updates intended to bring its Gemini AI and other AI-powered tools deeper into the classroom. At the ISTE edtech conference, the tech giant introduced more than 30 AI tools for educators, a version of the Gemini app built for education, expanded access to its collaborative video creation app Google Vids, and other tools for managed Chromebooks. The updates represent a major AI push in the edtech space, where educators are already struggling to adapt to how

Gemini Live looks like it’s getting ready to work with all your favorite apps (APK teardown)

Rita El Khoury / Android Authority TL;DR Back in May, Google announced the first wave of Gemini Live extension support. Initial extensions for Maps, Calendar, Keep, and Tasks are slowly starting to hit users. Beyond these, we’ve uncovered a large list of Live extensions that appear to be in development. Gemini Live has been both technically impressive and quite a bit of fun to interact with, right from the get-go; the combination of Gemini’s powerful models and a naturally flowing conversati

How Do Pimple Patches Work? Here’s Everything You Need to Know

How do pimple patches work? Back in the day, getting a zit meant caking on disguising layers of foundation, concealer, powder …or maybe just a strategically angled hairstyle. But now, the game has changed: Why hide a pimple when you can dress it up? No frantic blending or pore-clogging products are required. Today, we’re embracing a radically different (and refreshingly low-key) approach to clogged pores: slapping a bright yellow star-shaped sticker on it and calling it a day. Welcome to the er

Google is opening its NotebookLM AI tools to students under 18

is a reviewer covering laptops and the occasional gadget. He spent over 15 years in the photography industry before joining The Verge as a deals writer in 2021. Google announced a variety of new features for its Classroom software suite, including free Gemini AI tools for educators and NotebookLM for users under 18 — the first time the tool has been available to minors. Teachers with a Google Workspace account will have a new dedicated Gemini tab in their Google Classroom, offering tools that

Startling Percentage of Neuroscientists Say We Could Extract Memories From Dead Brains

Image by Getty Images Studies When you die, your memories die with you, never to be experienced again. Or at least, that's always been how the case. Now, though, in an exercise to assess shifting scientific consensus, a cohort of 312 neuroscientists were quizzed by researchers on whether memories might live on in the structure of deceased brains. And a surprisingly larger number — 70.7 percent of the group — believe they may, findings which were newly published in the science journal PLOS One.

Alleged Verizon data breach sees 61M customer records offered for sale

An alleged Verizon data breach has seen hackers offering for sale a database of 61 million customer records, which includes personal information useful for both phishing attempts and identity theft. The sample data supplied includes name, full postal address, date of birth, email address, phone number(s), tax identification code, and other ID codes … Security researchers at SafetyDetectives said that the data was being offered for sale, but the samples posted were too small to confirm the vera

New proof dramatically compresses space needed for computation

Once upon a time computers filled entire rooms, reading numbers from spinning tapes and churning them through wires to do chains of basic arithmetic. Today they slip into our pockets, performing in a tiny fraction of a second what used to take hours. But even as chips shrink and gain speed, theorists are flipping the question from how much computation space we can pack into a machine to how little is enough to get the job done. This inquiry lies at the heart of computational complexity, a measu

This Newly Released Mini PC (16GB RAM, 1TB SSD) Is Almost Free Compared to a Mac Mini for Early Prime Day

You don’t need to let your desktop take up your entire, well, desktop! Save some crucial space buy downsizing to a small but powerful mini PC. The ACEMAGIC Mini PC is perfect for school, business, or personal use and is right now heavily discounted at Amazon. Normally, it goes for $319 but for a limited time you can scoop one up for $189. That’s a savings of 41% equating to $130. But don’t stop there. Redeem the coupon code ACEYJD5Y and receive an additional 6% off at checkout. See at Amazon D

Gmail could soon help you skim your entire inbox without opening any emails (APK teardown)

Edgar Cervantes / Android Authority TL;DR Gmail is working on a new feature that could display a one-line AI summary directly in your inbox in the main email list. Such brief, auto-updating synopses could help you quickly scan long conversations without opening them. When the feature rolls out, users will also be able to provide feedback on the one-line summaries with “Helpful” or “Not Helpful” votes. One of the most common use cases for AI is using it for summarizing content. AI summaries a

New Proof Dramatically Compresses Space Needed for Computation

Once upon a time computers filled entire rooms, reading numbers from spinning tapes and churning them through wires to do chains of basic arithmetic. Today they slip into our pockets, performing in a tiny fraction of a second what used to take hours. But even as chips shrink and gain speed, theorists are flipping the question from how much computation space we can pack into a machine to how little is enough to get the job done. This inquiry lies at the heart of computational complexity, a measu

Biologists Uncover Previously Unknown Structure Hiding Inside Human Cells

Even after decades of peering into cells, biologists are still finding surprises. In a twist, researchers at the University of Virginia and the National Institutes of Health uncovered a new organelle, dubbed the hemifusome. This tiny membrane-bound structure serves as a cellular recycling center and may hold the key to treating several genetic diseases. The research has been published in Nature Communications. “This is like discovering a new recycling center inside the cell,” co-author Seham E

Louvre shuts down with staff sounding the alarm on mass tourism

PARIS — The Louvre, the world’s most-visited museum and a global symbol of art, beauty and endurance, has withstood war, terror, and pandemic — but on Monday, it was brought to a halt by its own striking staff, who say the institution is crumbling under the weight of mass tourism . It was an almost unthinkable sight: the home to works by Leonardo da Vinci and millennia of civilization’s greatest treasures — paralyzed by the very people tasked with welcoming the world to its galleries. Thousand

LetsEncrypt – Expiration Notification Service Has Ended

Since its inception, Let’s Encrypt has been sending expiration notification emails to subscribers that have provided an email address to us via the ACME API. This service ended on June 4, 2025. The decision to end the service is the result of the following factors: Over the past 10 years more and more of our subscribers have been able to put reliable automation into place for certificate renewal. Providing expiration notification emails means that we have to retain millions of email addresses c