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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,

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

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

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

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

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

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

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

I counted all of the yurts in Mongolia using machine learning

The Fall of Civilizations podcast put out a 6¾-hour episode on the history of the Mongol Empire, which I eagerly listened to. After finishing the episode I wondered about contemporary Mongolian society, I wanted to learn what the lands that the Mongol Empire exploded from are like in our current day. There are many ways to try to understand a society, whether it be quantifying it or looking at the lived experiences within it. If you look at data provided by the World Bank, you’ll see a country t

Scientists once hoarded pre-nuclear steel, and 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

Asana warns MCP AI feature exposed customer data to other orgs

Work management platform Asana is warning users of its new Model Context Protocol (MCP) feature that a flaw in its implementation potentially led to data exposure from their instances to other users and vice versa. The data exposure was due to a logic flaw in the MCP system and not the result of a hack, but the risk that arises from the incident could still be significant in some cases. Asana is a project and task management SaaS platform used by organizations to plan, track, and manage work,

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

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

Nothing Phone 3 will get the company’s best software update promise to date

Max Jambor on X TL;DR Nothing has confirmed that the Phone 3 will get a 5+7 update policy, which most likely means five years of Android OS updates and seven years of security patches. This is the longest software support for any Nothing phone to date. The device will be powered by the Snapdragon 8s Gen 4, which the company claims outperforms the Snapdragon 8 Gen 3 in several areas. In a big leap forward for longevity, Nothing’s Co-Founder and Head of Marketing, Akis Evangelidis, has confirm

Hades II adds more combat options in its third major early access update

Hades II announced its third update today. The sequel to 2020 indie game darling Hades is technically still in early access on PC and Mac, but has been getting some beefy updates ahead of its expected official release later this year. The Unseen Update is a free, automatic update that mostly focuses on new combat development. There's a new Vow of Rivals that allows players to challenge more powerful Guardian foes. All of the main weapons have received hidden aspects that offer new forms and fig

Bots are overwhelming websites with their hunger for AI data

Bots harvesting content for AI companies have proliferated to the point that they're threatening digital collections of arts and culture. Galleries, Libraries, Archives, and Museums (GLAMs) say they're being overwhelmed by AI bots – web crawling scripts that visit websites and download data to be used for training AI models – according to a report issued on Tuesday by the GLAM-E Lab, which studies issues affecting GLAMs. GLAM-E Lab is a joint initiative between the Centre for Science, Culture

Topics: ai bots data glam report

UK Watchdogs Fine 23andMe $3.1M for Data Security Violations

UK regulators on Tuesday fined 23andMe 2.31 million pounds ($3.1 million) for data privacy violations stemming from the company's massive data breach in 2023. The Information Commissioner's Office says the genetic testing company, which has since filed for Chapter 11 bankruptcy protection in the US, failed to put in place "appropriate" security measures to protect the personal information of its UK users, compromising that data in the breach. The UK fine comes after a joint investigation by the

UK Watchdogs Fines 23andMe $3.1 million For Data Security Violations

UK regulators on Tuesday fined 23andMe 2.31 million pounds ($3.1 million) for data privacy violations stemming from the company's massive data breach in 2023. The Information Commissioner's Office says the genetic testing company, which has since filed for Chapter 11 bankruptcy protection in the US, failed to put in place "appropriate" security measures to protect the personal information of its UK users, compromising that data in the breach. The UK fine comes after a joint investigation by the

Scania confirms insurance claim data breach in extortion attempt

Automotive giant Scania confirmed it suffered a cybersecurity incident where threat actors used compromised credentials to breach its Financial Services systems and steal insurance claim documents. Scania told BleepingComputer that the attackers emailed several Scania employees, threatening to leak the data online unless their demands were met. Scania is a major Swedish manufacturer of heavy trucks, buses, and industrial and marine engines and is a member of the Volkswagen Group. The company,