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Show HN: Building a web search engine from scratch with 3B neural embeddings

Building a web search engine from scratch in two months with 3 billion neural embeddings A while back, I decided to undertake a project to challenge myself: build a web search engine from scratch. Aside from the fun deep dive opportunity, there were two motivators: Search engines seemed to be getting worse, with more SEO spam and less relevant quality content. Transformer-based text embedding models were taking off and showing amazing natural comprehension of language. A simple question I ha

Quick fixes: bring back Google Photos classic search instead of ‘Ask Photos’ Gemini AI

is a senior editor and founding member of The Verge who covers gadgets, games, and toys. He spent 15 years editing the likes of CNET, Gizmodo, and Engadget. Posts from this author will be added to your daily email digest and your homepage feed. Issue You just want to search your archived photos, instead of interacting with an AI assistant. Quick fix Inside the app, tap the Google account button at top-right, then go to Photos settings > Preferences > Gemini features in Photos, and turn off

Preferred Sources wants to fix your Google Search results — here’s how to set it up

Edgar Cervantes / Android Authority TL;DR After introducing the feature in Labs in June, Google is now rolling out “Preferred Sources” in the US and India. With this feature, users can select trusted websites that will appear more prominently in Top Stories. Users can easily manage and update their source preferences anytime. Users have long been complaining about the dropping quality of Google Search results, thanks to a deadly cocktail of low-quality spam sites, a lot of sponsored content

Google lets you pick preferred sources when you search

Google is officially rolling out Preferred Sources, which lets you curate search results. The feature allows you to pick specific or "preferred" sources, like a certain blog or news outlet, and see them more prominently when you use Google Search. Google started testing it in June and it should be available in the coming days to English language users in the US and India. Preferred Sources seems pretty simple to use. You go to Google, search for a topic and then click on the preferred sources o

This new Arch Linux tool takes the hassle out of keeping packages up to date - here's how

Elyse Betters Picaro / ZDNET ZDNET's key takeaways New Arch tool alerts maintainers when packages are outdated. Bumpbuddy automates GitLab issue creation for updates. Web dashboard and API planned for future Bumpbuddy versions. Bumpbuddy is a new Arch Linux tool that aims to improve how maintainers are informed about packages within the primary repositories. This new app uses a background service (daemon) to monitor package versions and even automatically opens issues on GitLab if it detect

Where were you when goo.gl shutdown?

11 August 2025 "… all of this ended up in storage rooms, and everything became rotten and full of holes, and he himself finally turned into some kind of hole in humanity." ✪ ✪“…все это сваливалось в кладовые, и все становилось гниль и прореха, и сам он обратился наконец в какую-то прореху на человечестве.” — Google Gogol, Dead Souls Vol. 1, Chp. 6 In December 2009, Google launched a URL shortening service alongside an update to their toolbar and FeedBurner. TechCrunch heralded the new service

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Google is adding a new way to personalize the news you see

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. Google is making it easier to see news from your favorite outlets. A new feature, called “preferred sources,” will let you choose the outlets you want to see featured the most in Search’s “top stories” section. Google’s top stories hub appears when you search f

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. These simplified models were then tested using a variety of tasks, some of which precisely or closely matched the function patterns in the training data and others that required function compositions that were either partially or fully "out of

I hate Google Search’s AI overviews, so I replaced them with Brave

Megan Ellis / Android Authority A few months ago, I switched from Google to Brave on my Android phone. While I initially did this to force dark mode on my mobile browser and remove ads, I discovered plenty of benefits to using Brave over Chrome. One of these is access to Brave’s search engine, which prioritizes higher quality results with fewer ads and sponsored results compared to Google Search. But as I’ve continued to use Brave Search across devices, I also realized something else: AI summa

Reddit blocks non-profit Wayback Machine from archiving the site

The Internet Archive’s Wayback Machine is one of the most valuable free services available on the web, ensuring that important sources of information are protected from the vicissitudes of fate and tech companies. Until recently, the archive was able to capture the entirety of Reddit, but that is no longer the case following new restrictions implemented by the for-profit community discussion platform … The Internet Archive The archive has been in operation since 1996. We began in 1996 by arc

LLMs' "simulated reasoning" abilities are a brittle mirage

Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. These simplified models were then tested using a variety of tasks, some of which precisely or closely matched the function patterns in the training data and others that required function compositions that were either partially or fully "out of

Study Reveals ChatGPT Gives Dangerous Guidance to Teens, Despite Safety Claims

A disturbing new study reveals that ChatGPT readily provides harmful advice to teenagers, including detailed instructions on drinking and drug use, concealing eating disorders and even personalized suicide letters, despite OpenAI's claims of robust safety measures. Researchers from the Center for Countering Digital Hate conducted extensive testing by posing as vulnerable 13-year-olds, uncovering alarming gaps in the AI chatbot's protective guardrails. Out of 1,200 interactions analyzed, more th

Reddit Is Blocking the Wayback Machine From Archiving Posts

Reddit is blocking the Internet Archive’s Wayback Machine from indexing most of its site, after discovering that AI companies were scraping its data from the digital time capsule. The move comes as Reddit tightens its grip on user data. The company doesn’t mind AI firms training their models on Reddit posts, but they have to pay first. Reddit previously said it wouldn’t restrict “good faith actors” like the Internet Archive, but now it believes some are helping AI firms dodge licensing fees. Re

Reddit is restricting its availability to the Internet Archive's Wayback Machine

The Internet Archive's Wayback Machine is the latest victim of Reddit's crackdown on data access. The company has begun to place new restrictions on what the archive site will be able to access in a move that will significantly limit the Wayback Machine's ability to preserve information from Reddit. With the change, the Wayback Machine, a project run by the nonprofit Internet Archive, will only be able to crawl Reddit's homepage. It will no longer be able to access comments, subreddit pages, po

LLMs’ “simulated reasoning” abilities are a “brittle mirage,” researchers find

Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. Credit: Zhao et al The researchers used test cases that fall outside of the LLM training data in task type, format, and length. These simplified models were then tested using a variety of tasks, some of which precisely or closely matched the function patterns in the training data and others that required function compositions that were either partially or fully "out of

Reddit will block the Internet Archive

is a news editor covering technology, gaming, and more. He joined The Verge in 2019 after nearly two years at Techmeme. Posts from this author will be added to your daily email digest and your homepage feed. Reddit says that it has caught AI companies scraping its data from the Internet Archive’s Wayback Machine, so it’s going to start blocking the Internet Archive from indexing the vast majority of Reddit. The Wayback Machine will no longer be able to crawl post detail pages, comments, or pro

This quantum radar could image buried objects

The glass cell that serves as the radar’s quantum component is full of cesium atoms kept at room temperature. The researchers use lasers to get each individual cesium atom to swell to nearly the size of a bacterium, about 10,000 times bigger than the usual size. Atoms in this bloated condition are called Rydberg atoms. When incoming radio waves hit Rydberg atoms, they disturb the distribution of electrons around their nuclei. Researchers can detect the disturbance by shining lasers on the atoms

The Black Market for Fake Science Is Growing Faster Than Legitimate Research, Study Warns

A new study by researchers at Northwestern University has set off alarm bells about the future of academic research, warning that the publication of fraudulent science is growing at a faster rate than that of legitimate research. Over the last four centuries, an implicit contract has been established between scientists and states: in exchange for producing knowledge useful for economic and social development, governments and other benefactors offer researchers stable careers, good salaries, and

iPhone Users, Find Calls Faster With This Trick

It can be frustrating to scroll through your iPhone's Recent calls tab to find the right voicemail or to remember when you talked to someone last. But when Apple introduced iOS 18 in 2024, it included a trick that let you find calls faster in your recent call history. That update brought a lot of new features, like customizable home screens and RCS messaging, as well as a search bar in your iPhone's Phone app. This lets you easily search your call history and voicemails. Before iOS 18, your Pho

People returned to live in Pompeii's ruins, archaeologists say

People returned to live in Pompeii's ruins, archaeologists say New evidence suggests people returned to live among the ruins of Pompeii after the ancient Roman city was devastated by a volcanic eruption. Archaeologists believe some survivors who could not afford to start a new life elsewhere returned to the site and may have been joined by others looking for a place to settle. Pompeii was home to more than 20,000 people before Mount Vesuvius erupted in AD79, burying - and preserving - much of

Android 16’s support for external keyboards blew my mind

Rita El Khoury / Android Authority It’s been years since I last tried to pair a Bluetooth or USB keyboard with my Android phone. After being a physical QWERTY proponent for years and hating on touchscreen typing, I wholly but slowly embraced pecking on a glass surface. There were a few times I wished I had a keyboard for my Android tablets, but it wasn’t frequent enough to make me pay for one. That changed a few weeks ago when I started testing the Clicks Keyboard with my Pixel 9 Pro, which is

Our European search index goes live

We’ve started delivering search results from our new European-based search index to Ecosia users! This will help us build the kind of ethical and fair internet we believe in. Last year we launched European Search Perspective (EUSP) , a joint venture with Qwant. The launch marked a big step forward in our journey towards tech independence and digital sovereignty for Europe. Now, we’ve taken the next step: our users in France are receiving a portion of their search results directly from EUSP’s o

The Day Novartis Chose Discovery

In 2002, Mark Fishman walked into a glass building in Cambridge with an unusual assignment: to turn the Swiss pharmaceutical company, Novartis, into the world’s greatest therapeutics research firm. More unusually still, Fishman was — at least on paper — precisely the wrong man for the job. The Harvard cardiologist had spent his career studying zebrafish hearts and teaching medical students. He had no pharmaceutical experience and no business training. And yet, Daniel Vasella — the physician-tur

Truth Social’s New AI Chatbot Is Donald Trump’s Media Diet Incarnate

When I ask the new Truth Social AI chatbot about navigating bias in the media ecosystem, it gives what I view as pretty reasonable advice. “Diversify your sources,” it responds. “Rely on news outlets across the political spectrum, including those from both left-leaning and right-leaning perspectives.” This is advice that the AI itself may not be taking to heart. For instance, to come to the above answer it cites five sources, four of which are Fox News articles. The fifth, inexplicably, is a 4

Truth Social's New AI Chatbot Is Donald Trump's Media Diet Incarnate

When I ask the new Truth Social AI chatbot about navigating bias in the media ecosystem, it gives what I view as pretty reasonable advice. “Diversify your sources,” it responds. “Rely on news outlets across the political spectrum, including those from both left-leaning and right-leaning perspectives.” This is advice that the AI itself may not be taking to heart. For instance, to come to the above answer it cites five sources, four of which are Fox News articles. The fifth, inexplicably, is a 4

How we replaced Elasticsearch and MongoDB with Rust and RocksDB

At Radar, performance is a feature. Our platform processes over 1 billion API calls per day from hundreds of millions of devices worldwide. We provide geolocation infrastructure and solutions, including APIs for: Geocoding : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. Search : Address autocomplete, address validation, and places search APIs. Address autocomplete, address v

AI is impressive because we've failed at personal computing

Unless someone wrote an article about that exact thing, a plain full-text search engine cannot answer a question like this: What animal is featured on a flag of a country where the first small British colony was established in the same year that Sweden's King Gustav IV Adolf declared war on France? But ChatGPT got the correct answer in a few seconds. Flag of Dominica features the Sisserou parrot, which is only found in Dominica. Great Britain established a small colony on the island in 1805.

HorizonDB, a geocoding engine in Rust that replaces Elasticsearch

At Radar, performance is a feature. Our platform processes over 1 billion API calls per day from hundreds of millions of devices worldwide. We provide geolocation infrastructure and solutions, including APIs for: Geocoding : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. Search : Address autocomplete, address validation, and places search APIs. Address autocomplete, address v

After Mount Vesuvius Demolished Pompeii, People Returned to Live Among the Ruins

In 79 CE, Mount Vesuvius erupted in what would become one of humanity’s most infamous ancient tragedies. Tens of centuries later, archaeologists eagerly dug through the ash and pumice to rediscover the buried Roman cities of Pompeii and Herculaneum in all their preserved glory. In their eagerness, however, they may have missed an important layer of history. While working in the Insula meridionalis—the southern quarter of Pompeii’s ancient urban center—archaeologists uncovered evidence confirmin

Very Important Study Calculates Your Chance of Being Killed by an Asteroid vs Several Other Scary Things

In what first appears like a rather morbid game of “which would you rather?”, researchers have released a new study that games out how likely the average person is to die should one of various mishaps like car crashes, carbon monoxide poisoning, and lightning strikes, occur—or because a giant asteroid destroys the Earth. The probability of a planet-annihilating asteroid crashing into Earth is low, but it’s not zero. In fact, Earth had a recent close call when a newly discovered asteroid was cal