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Building agents using streaming SQL queries

LLMs are general-purpose models created from huge bodies of publicly available datasets. However, many, if not most, AI Agents for enterprise use cases require access to context such as internal data and resources, tools and services. How can this be implemented when building an agentic system using Flink SQL? First, let’s consider the case of structured data, for instance details about a given customer stored in an external database. SQL is a natural fit for accessing that kind of data: Flink

We Did the Math: Trump Mobile Is a Bad Deal for Consumers

When the Trump Organization announced its new Trump Mobile cell service and gold colored T1 phone -- complete with an American flag on the back -- it raised a lot of questions. While most of them focused on the numerous mistakes and typos on the Trump Mobile site -- some of which have been fixed -- other errors and questionable policies, like calling RAM storage, not identifying the handset's processor or the fact that you can't get a refund for the T1 phone raised several flags for us. Even the

Internet collapses across Iran, say web-monitoring firms

Internet connectivity in Iran almost completely disappeared on Wednesday, according to web-monitoring firms, as war with Israel enters its sixth day. NetBlocks, a firm that tracks internet access across the world, wrote on X that Iran is “now in the midst of a near-total national internet blackout.” The firm’s assessment was confirmed by other internet-monitoring organizations. Data collected by IODA, which is a system that “monitors the Internet infrastructure connectivity in near-real time,

Which video game shipped the first day-one patch in history?

Choose wisely! The correct answer, the explanation, and an intriguing story await. Correct Answer: Ultima IX: Ascension (1999) What was the storage size of the first USB flash drive? The honor (or infamy) of the first day-one patch is widely attributed to Ultima IX: Ascension, released in 1999. The game launched with significant bugs and performance issues, prompting Origin Systems to release a patch on the very day of its release. This marked a turning point in gaming history, when develope

OpenSERDES – Open Hardware Serializer/Deserializer (SerDes) in Verilog (2020)

OpenSERDES Serializer/Deserializer (SerDes) is the most important functional block used in high speed communication. SerDes converts parallel data into a serial (one bit) stream of data that is transmitted over a high-speed connection, such as LVDS, to a receiver that converts the serial stream back to the original, parallel data. A global CLOCK signal is present to sequence the serialization and deserialization of data from one block to another. Technology: Skywater OpenPDK 130nm Tools Use

Show HN: Workout.cool – Open-source fitness coaching platform

Workout.cool Modern fitness coaching platform with comprehensive exercise database Table of Contents Contributors About A comprehensive fitness coaching platform that allows create workout plans for you, track progress, and access a vast exercise database with detailed instructions and video demonstrations. 🎯 Project Origin & Motivation This project was born from a personal mission to revive and improve upon a previous fitness platform. As the primary contributor to the original workout.lo

This AI Agent Should Have Been a SQL Query

LLMs are general-purpose models created from huge bodies of publicly available datasets. However, many, if not most, AI Agents for enterprise use cases require access to context such as internal data and resources, tools and services. How can this be implemented when building an agentic system using Flink SQL? First, let’s consider the case of structured data, for instance details about a given customer stored in an external database. SQL is a natural fit for accessing that kind of data: Flink

The ‘GQuuuuuuX’ Endgame Is About the Messiest Relationship in All of ‘Gundam’

What is Mobile Suit Gundam about? Sometimes, it’s about cool robots. Sometimes, it’s about the horrors of war. Sometimes, it’s about the balance of power, and the exploitation of have-nots by the haves, a cycle of class conflict that is inextricably interwoven through the cycle of military conflict. But really, a lot of the time–especially in the series’ foundational Universal Century setting–Gundam is a story about the two most divorced people to have ever not been married. And now Gundam GQuu

Real Madrid vs. Al Hilal From Anywhere for Free: Stream FIFA Club World Cup Soccer

Former Bayer Leverkusen boss Xabi Alonso begins his tenure as Real Madrid head coach today as the Spanish giants begin their FIFA Club World Cup campaign against Saudi Arabia's Al Hilal at the Hard Rock Stadium. Below, we'll outline the best live TV streaming services to watch every match of the tournament as it happens, wherever you are in the world. We'll also explain how to use a VPN if the match isn't available where you are, along with a full fixture list. Alonso replaces Carlo Ancelotti,

Internet collapses across Iran, say web monitoring firms

Internet connectivity in Iran almost completely disappeared on Wednesday, according to web monitoring firms, as war with Israel enters its sixth day. NetBlocks, a firm that tracks internet access across the world, wrote on X that Iran is “now in the midst of a near-total national internet blackout.” The firm’s assessment was confirmed by other internet-monitoring organizations. Data collected by IODA, which is a system that “monitors the Internet infrastructure connectivity in near-real time,

Demystifying Multi-Modal AI

Artificial Intelligence has come a long way in understanding language, recognizing images, and interpreting sound—but what happens when it can do all of that at once? That’s where Multi-Modal AI steps in: a new frontier where machines learn to process and combine information from different types of input—like text, images, audio, and video—just as humans do. What Is Multi-Modal AI? Multi-modal AI refers to systems that can understand and reason across multiple forms of data. For example, a sin

Topics: ai data like modal multi

Show HN: I built a tensor library from scratch in C++/CUDA

DSC About DSC is a PyTorch-compatible tensor library and inference framework for machine learning models. It features a C-compatible low-level API that is wrapped in a modern Python API very similar to NumPy / PyTorch but with some nice usability improvements. Some key features of DSC include: Intuitive API : DSC Python API closely resembles NumPy / PyTorch. Built-in neural networks support : DSC comes with nn.Module built-in. Porting a model from PyTorch to DSC is trivial (check out the ex

Topics: cuda dsc level make tests

Does the Internet Have an Environmental Impact? Yes, Actually. And It’s Getting Bigger

Diagnosing the environmental sustainability of the internet might seem, at first, like trying to figure out where the molecules of water in your morning cup of coffee originated. Water is constantly evolving, cycling through our environments and often carrying the secrets of the places it last passed through. The internet, in all its complexity, appears to operate in a similar fashion. Every time we log online, we step foot into an incredibly intricate stream of data, often cycled, reused and e

Israel-Tied Predatory Sparrow Hackers Are Waging Cyberwar on Iran’s Financial System

The Israel-linked hacker group known as Predatory Sparrow has carried out some of the most disruptive and destructive cyberattacks in history, twice disabling thousands of gas station payment systems across Iran and once even setting a steel mill in the country on fire. Now, in the midst of a new war unfolding between the two countries, they appear to be bent on burning Iran's financial system. Predatory Sparrow, which often goes by its Farsi name, Gonjeshke Darande, in an effort to appear as a

What happens when you feed AI nothing

If you stumbled across Terence Broad’s AI-generated artwork (un)stable equilibrium on YouTube, you might assume he’d trained a model on the works of the painter Mark Rothko — the earlier, lighter pieces, before his vision became darker and suffused with doom. Like early-period Rothko, Broad’s AI-generated images consist of simple fields of pure color, but they’re morphing, continuously changing form and hue. But Broad didn’t train his AI on Rothko; he didn’t train it on any data at all. By hack

Trump grants TikTok yet another extension on sell-or-ban deadline

The White House confirmed today that President Donald Trump will sign a new executive order giving TikTok 90 days to avoid a U.S. ban. This marks the third time Trump has delayed enforcement of the law that technically went into effect in January. As reported by CNN, White House press secretary Karoline Leavitt said the following in a statement: “President Trump does not want TikTok to go dark. (…) This extension will last 90 days, which the Administration will spend working to ensure this dea

Topics: 90 ban days tiktok trump

YouTube fixes crashing issue on mobile apps, tells iOS users to reinstall

If you’ve recently been experiencing YouTube crashes on your smartphone, Google has a fix in store — though iOS users might need to do a little more than update. Yesterday, several complaints surfaced on r/YouTube pointing towards issues with YouTube on both Android and iOS devices. Viewers complained of app crashes, video playback errors, and general unresponsiveness. Google confirmed it was aware of these issues in a forum post, recommending users delete and reinstall the app from either the

How to Watch Man City vs. Wydad Casablanca From Anywhere for Free: Stream FIFA Club World Cup Soccer

A host of new summer signings are set to make their Manchester City debuts today as the Premier League team takes on Morocco's Wydad Casablanca in this Group G matchup. Below, we'll outline the best live TV streaming services to watch every match of the tournament as it happens, wherever you are in the world. We'll also explain how to use a VPN if the match isn't available where you are, along with a full fixture list. Left back Rayan Ait-Nouri, Dutch midfielder Tijjani Reijnders and mercurial

AVG Antivirus Review 2025: Robust Free Version but Middling Premium Plans

CNET’s expert staff reviews and rates dozens of new products and services each month, building on more than a quarter century of expertise. 7.6 / 10 SCORE AVG Antivirus Buy at AVG Score Breakdown Performance 9 /10 Security 7 /10 Customer Support 7 /10 Usability 9 /10 Value 7 /10 Features 7 /10 Pros Robust protection from both online and offline threats Resource-light scans TuneUp makes it easy to improve device performance Variety of safe browsing and anti-tracking tools Cons Data sharing w

What Is Lemon8 and Could It Be Banned With TikTok? What to Know

We're back again: The 75-day extension President Trump gave TikTok this spring is over on Thursday. If TikTok's parent company ByteDance doesn't find a US-approved buyer or if the deadline isn't extended, the app could be banned for US users. But it's not just TikTok on the line -- Lemon8, TikTok's sister app, could also be affected. Lemon8 is owned by ByteDance, the same parent company that owns TikTok. It's one of the top Lifestyle apps in Apple's App Store, and it has more than 10 million do

Israel-Tied Predatory Sparrow Hackers Are Waging Cyberwar on Iran's Financial System

The Israel-linked hacker group known as Predatory Sparrow has carried out some of the most disruptive and destructive cyberattacks in history, twice disabling thousands of gas station payment systems across Iran and once even setting a steel mill in the country on fire. Now, in the midst of a new war unfolding between the two countries, they appear to be bent on burning Iran's financial system. Predatory Sparrow, which often goes by its Farsi name, Gonjeshke Darande, in an effort to appear as a

Honda successfully launched and landed its own reusable rocket

is a senior reporter who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things electronic since he was a kid. Honda successfully conducted a “launch and landing test of an experimental reusable rocket” developed by its research and development subsidiary, the company announced this week. It was the first time Honda landed a rocket after it reached an altitude of 890 feet, according to a press release. The launch took place at a Honda test facility in Ta

Healthcare SaaS firm says data breach impacts 5.4 million patients

Episource warns of a data breach after hackers stole health information of over 5 million people in the United States in a January cyberattack. Episource is an American healthcare services company that provides risk adjustment, medical coding, data analytics, and technology solutions to health plans and providers. They help insurers optimize payments and compliance in government programs like Medicare Advantage. In a data breach notification on its website, Episource says it detected unusual a

Workout.cool – Open-source fitness coaching platform

Workout.cool Modern fitness coaching platform with comprehensive exercise database Table of Contents Contributors About A comprehensive fitness coaching platform that allows create workout plans for you, track progress, and access a vast exercise database with detailed instructions and video demonstrations. 🎯 Project Origin & Motivation This project was born from a personal mission to revive and improve upon a previous fitness platform. As the primary contributor to the original workout.lo

Wyze Announces a Major Security Revamp with New Metadata Tricks for Security Cameras

CNET reviewers have been fans of Wyze's security platform and cameras in the past, but in the last couple of years I've pulled back from recommending their affordable cams and similar security devices due to a series of unsettling security breaches that I covered in-depth. Now it's been well over a year, and Wyze's security changes have culminated in a fascinating new safety layer called VerifiedView. Wyze VerifiedView basics Wyze video, photo and streaming content from cams is getting a serio

Ultrahuman's new AI tool can predict your risk for cancer, fatigue, and more - here's what it costs

What if there were a way to see the future of your health through a simple blood test? This test would assess your susceptibility to certain cancers and present your cholesterol, blood health, fatigue, glucose, and more in the context of longevity and holistic wellness. While this vision appears similar to Elizabeth Holmes' blood test startup Theranos, the end product this time comes from a different company -- and could produce life-changing results. Best known for its smart ring, Ultrahuman h

How Trump Mobile Compares to Other Cheap Phone Plans (That You Can Actually Get Now)

When the Trump Organization announced its new Trump Mobile cell service and gold colored T1 phone -- complete with an American flag on the back -- it raised a lot of questions. While most of them focused on the numerous mistakes and typos on the Trump Mobile site -- some of which have been fixed -- other errors and questionable policies, like calling RAM storage, not identifying the handset's processor or the fact that you can't get a refund for the T1 phone raised several flags for us. Even the

Scientists once hoarded pre-nuclear steel; now we’re hoarding pre-AI content

Former Cloudflare executive John Graham-Cumming recently announced that he launched a website, lowbackgroundsteel.ai, that treats pre-AI, human-created content like a precious commodity—a time capsule of organic creative expression from a time before machines joined the conversation. "The idea is to point to sources of text, images and video that were created prior to the explosion of AI-generated content," Graham-Cumming wrote on his blog last week. The reason? To preserve what made non-AI medi

Honda’s hopper suddenly makes the Japanese carmaker a serious player in rocketry

An experimental reusable rocket developed by the research and development arm of Honda Motor Company flew to an altitude of nearly 900 feet Tuesday, then landed with pinpoint precision at the carmaker's test facility in northern Japan. The accomplishment may not sound like much, but it's important to put it into perspective. Honda's hopper is the first prototype rocket outside of the United States and China to complete a flight of this kind, demonstrating vertical takeoff and vertical landing t

Move over Open Canvas, this could be the best way to multitask on a foldable

TL;DR vivo’s upcoming X Fold 5 features a new multitasking system called “Atomic Workbench” capable of running up to five active apps simultaneously. “Atomic Workbench” enables one dominant app view while keeping others minimized but live, improving upon OnePlus’ Open Canvas approach with a better layout for engaging more apps. The vivo X Fold 5 launches on June 25 in China. OnePlus pioneered the Open Canvas feature with the OnePlus Open foldable, allowing users to open three apps simultaneou