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My Database Is My Application: Rethinking Webhook Logic with DuckDB and SQL

My Database is My Application: Rethinking Webhook Logic with DuckDB and SQL Sat May 10 2025 • duckdbsqlwebhooks Back Imagine you need to build a system for processing incoming webhooks. You're probably picturing a familiar setup: a lightweight web server (FastAPI, Flask, Express.js, etc.), some Python (or Node.js, or Go) handlers to parse JSON, a sprinkle of business logic, and then maybe persisting data to a traditional database like PostgreSQL or MySQL. Perhaps you'd toss events onto a messa

The Original LZEXE (A.K.A. Kosinski) Compressor Source Code Has Been Released

Last year, I discovered that the Kosinski compression format is actually LZEXE, which was used for compressing DOS executables back in the 90s and the late 80s. Its developer catalogues three versions on his website: v0.90, v0.91, and v0.91e. While only binaries of v0.91 and v0.91e can be found on the website, v0.90 can be found mirrored on various other websites. I got in touch with LZEXE’s developer, Fabrice Bellard, and he was able to release LZEXE’s source code, untouched since 1990! It i

Topics: code data source used v0

There are no new ideas in AI only new datasets

Most people know that AI has made unbelievable progress over the last fifteen years– especially in the last five. It might feel like that progress is *inevitable* – although large paradigm-shift-level breakthroughs are uncommon, we march on anyway through a stream of slow & steady progress. In fact, some researchers have recently declared a “Moore’s Law for AI” where the computer’s ability to do certain things (in this case, certain types of coding tasks) increases exponentially with time: the

Datadog's $65M/year customer mystery solved

The internet has been speculating the past few days on which crypto company spent $65M on Datadog in 2022. I confirmed it was Coinbase, and here are the details of what happened. Originally published on 11 May 2023. 👋 Hi, this is Gergely with a bonus, free issue of the Pragmatic Engineer Newsletter. We cover one out of six topics in today’s subscriber-only The Scoop issue. To get full newsletters twice a week, subscribe here. Datadog is a leading observability tooling provider which went publi

I write type-safe generic data structures in C

June 25, 2025・7 minute read I write type safe generic data structures in C using a technique that I haven’t seen elsewhere. It uses unions to associate type information with a generic data structure, but we’ll get to that. My approach works for any type of data structure: maps, arrays, binary trees… but for this article I illustrate the ideas by implementing a basic linked list. Since many people aren’t aware you can do C generics at all, I figured I’d start simple and build up to this: typede

Topics: data foo list node type

Germany asks Google, Apple to remove DeepSeek AI from app stores

The Berlin Commissioner for Data Protection has formally requested Google and Apple to remove the DeepSeek AI application from the application stores due to GDPR violations. The commissioner, Meike Kamp, alleges that DeepSeek’s owner, Hangzhou DeepSeek Artificial Intelligence, based in Beijing, unlawfully collects data from German users and transfers them for processing in servers in China. As per the GDPR and Article 46 (1) specifically, any personal data collected from individuals in the Eur

Forecasters to Lose Hurricane Satellite Data at the Worst Possible Time

In one month, the National Oceanic and Atmospheric Administration (NOAA) and its National Hurricane Center (NHC) will lose access to critical satellite data that lets meteorologists see inside the eye of a storm. This marks the latest blow to the agency’s forecasting abilities as hurricane season gets underway. In an abrupt move that blindsided meteorologists and public officials on Wednesday, June 25, the Navy’s Fleet Numerical Meteorology and Oceanography Center (FNMOC) announced it was shutt

US lawmakers allege that OnePlus phones transmit data to Chinese servers without user consent

A pair of US lawmakers have called on the US Department of Commerce to investigate OnePlus over allegations that the company's devices transmit data to Chinese servers without user consent, according to a report by Reuters . This is a bipartisan effort, with Republican Representative John Moolenaar (MI) and Democratic Representative Raja Krishnamoorthi (IL) spearheading the calls for an investigation. There's no actual data to go along with these allegations, but the lawmakers claim to have see

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

I Write Type Safe Generic Data Structures in C

June 25, 2025・7 minute read I write type safe generic data structures in C using a technique that I haven’t seen elsewhere. It involves unions and typeof , but we’ll get to that. My approach works for any type of data structure: maps, arrays, binary trees… but for this article I illustrate the ideas by implementing a basic linked list. Since many people aren’t aware you can do C generics at all, I figured I’d start simple and build up to this: typedef struct { int value ; } Foo ; List ( int )

Topics: data foo list node type

There Are No New Ideas in AI Only New Datasets

Most people know that AI has made unbelievable progress over the last fifteen years– especially in the last five. It might feel like that progress is *inevitable* – although large paradigm-shift-level breakthroughs are uncommon, we march on anyway through a stream of slow & steady progress. In fact, some researchers have recently declared a “Moore’s Law for AI” where the computer’s ability to do certain things (in this case, certain types of coding tasks) increases exponentially with time: the

Switzerland says government data stolen in ransomware attack

The government in Switzerland is informing that sensitive information from various federal offices has been impacted by a ransomware attack at the third-party organization Radix. The hackers have stolen data from Radix systems and later leaked it on the dark web, the Swiss government says. The exposed data is being analyzed with the help of the country’s National Cyber Security Centre (NCSC) to determine which government agencies are impacted and to what effect. “The foundation Radix has been

Data Centers, Temperature, and Power

It’s easy to open a data center, right? All you have to do is connect a bunch of hard drives to power and the internet, find a building, and you’re off to the races. Well, not exactly. Building and using one Storage Pod is quite a bit different than managing exabytes of data. As the world has grown more connected, the demand for data centers has grown—and then along comes artificial intelligence (AI), with processing and storage demands that amp up the need even more. That, of course, has real

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

US lawmakers call for federal probe into OnePlus

Joe Maring / Android Authority TL;DR Two US lawmakers have asked the Commerce Department to investigate OnePlus phones for potential security risks. Their concern is based on an analysis shared by an unnamed firm suggesting that OnePlus may be collecting and sending sensitive user data to servers in China without user consent. US lawmakers have reportedly requested the Commerce Department to investigate whether OnePlus phones sold in the country pose security risks. The request reportedly co

Use keyword-only arguments in Python dataclasses

Python dataclasses are a really nice feature for constructing classes that primarily hold or work with data. They can be a good alternative to using dictionaries, since they allow you to add methods, dynamic properties, and subclasses. They can also be a good alternative to building your own class by hand, since they don’t need a custom __init__() that reassigns attributes and provide methods like __eq__() out of the box. One small tip to keeping dataclasses maintainable is to always construct

Loss of key US satellite data could send hurricane forecasting back 'decades'

A critical US atmospheric data collection program will be halted by Monday, giving weather forecasters just days to prepare, according to a public notice sent this week. Scientists that the Guardian spoke with say the change could set hurricane forecasting back “decades”, just as this year’s season ramps up. In a National Oceanic and Atmospheric Administration (Noaa) message sent on Wednesday to its scientists, the agency said that “due to recent service changes” the Defense Meteorological Sate

The unbearable obviousness of AI fitness summaries

is a senior reporter focusing on wearables, health tech, and more with 13 years of experience. Before coming to The Verge, she worked for Gizmodo and PC Magazine. After nearly a decade of wearables testing, I’ve amassed a truly terrifying amount of health and fitness data. And while I enjoy poring over my daily data, there’s one part I’ve come to loathe: AI summaries. Over the last two years, a deluge of AI-generated summaries has been sprinkled into every fitness, wellness, and wearable app.

Topics: ai data insights oura run

Need a good alternative to the big three? These carriers are my top 3 recommendations

Edgar Cervantes / Android Authority For years, many of us have gone directly to the big carriers for phone service. But with rising costs and the gradual disappearance of extras like streaming perks, is it time to consider an alternative? While it’s true that Verizon, AT&T, and T-Mobile control the only three mobile networks with wide national coverage, there are plenty of other carriers that piggyback off this same infrastructure. These providers can offer much cheaper alternatives to traditi

What LLMs Know About Their Users

We need to talk about data integrity. Narrowly, the term refers to ensuring that data isn’t tampered with, either in transit or in storage. Manipulating account balances in bank databases, removing entries from criminal records, and murder by removing notations about allergies from medical records are all integrity attacks. More broadly, integrity refers to ensuring that data is correct and accurate from the point it is collected, through all the ways it is used, modified, transformed, and eve

I made my VM think it has a CPU fan

Why bother? Some malware samples are known to do various checks to determine if they are running in a virtual machine. One of the common checks is to look for the presence of certain hardware components that are typically not emulated in virtualized environments. One such component is the CPU fan. One of the observed ways malware checks for the presence of a CPU fan is by looking for the Win32_Fan class in WMI: wmic path Win32_Fan get * And the reason they do this is they want to avoid runnin

Amazon Is Building a Gigantic Computing Facility to Match the Human Brain

But to what end? Fields of Data Indiana's newest cash crop isn't soybeans or corn; it's AI data centers — lots and lots of AI data centers. The New York Times reports that Amazon is building a vast complex of AI infrastructure facilities on top of 1,200 acres of former cropland, all meant for startup Anthropic's project to build an AI model that is as powerful, complex — and, just possibly, as intelligent — as the human brain. To that end, Amazon has constructed seven data centers on site, w

ZeQLplus: Terminal SQLite Database Browser

ZeQL+ : Terminal SQLite Database Browser Features Open any SQLite database file Very fast Runs in a Terminal / CMD window Tiny executable with no dependencies List all tables in the database to browse Paginated view of table rows Run custom SQL queries and view the results Cross platform: macOS, Linux, Windows Open source Install Pre-built binaries for macOS, Linux, Windows 10+ are available as zip files in the releases page. Just extract and run directly with no need to install. Ho

I tested the 4 most popular health trackers for a year - here's my buying advice now

The Oura Ring is, in my opinion, the sleep and health tracker to rule them all. Not only does it track your sleep, stress, activity, and more, it also creates helpful data illustrations that encourages healthy habits, whether that's a consistent bedtime routine, daily activity, or reduced alcohol consumption. Many users, myself included, have reported changing their drinking habits after seeing their heart rate's response to a few beers late at night on Oura's graphs. Earning high sleep scores

The best NAS devices of 2025: Expert tested

As data storage needs grow from megabytes to terabytes, professionals in fields like video production recognize the importance of local storage alongside cloud solutions. However, local storage poses risks because hard drives can fail. This is where Network-Attached Storage (NAS) systems come in. NAS utilizes RAID (Redundant Array of Independent Disks) technology to distribute data across multiple drives, protecting against drive failures and enhancing performance. With NAS, you can ensure your

Germany asks Apple and Google to pull DeepSeek AI app over data privacy concerns

Germany just became the latest country to move against DeepSeek over mounting data privacy concerns. Here’s why this keeps happening. As you probably guessed, it’s a China thing When DeepSeek took the world by storm earlier this year, it wasn’t long before it found itself in the crosshairs of governments in the West. First, because users quickly learned that its models were heavily moderated, skirting answering questions that could cast China and its government in a bad light. Second, and mo

Google Sends Out Bizarre Email Saying AI Will Now Control Your Phone's Apps

One of the most powerful tech corporations on earth has a message for Android users: its AI will soon be taking control of your phone. Android users have begun receiving ominous emails warning that Gemini, Google's proprietary large language model (LLM), will soon be able to "help you" with apps like Phone, Messages, and WhatsApp. Crucially, the emails note that Gemini will be able to "help" users regardless of "whether your Gemini Apps Activity is on or off" — which prompted some understandab

Kumo’s ‘relational foundation model’ predicts the future your LLM can’t see

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more The generative AI boom has given us powerful language models that can write, summarize and reason over vast amounts of text and other types of data. But when it comes to high-value predictive tasks like predicting customer churn or detecting fraud from structured, relational data, enterprises remain stuck in the world of traditional machin

4 questions to ask yourself before betting on AI in your business - and why

Muhammad Aqib / Getty Images The unstoppable march of AI continues to gather pace. Analyst Gartner recently forecast that half of all business decisions will be fully automated or at least partially augmented by AI agents within the next two years. Also: 4 ways to turn AI into your business advantage Some organizations have experimented more than others. Four business leaders who have explored AI shared lessons learned at a recent media roundtable event at Snowflake Summit 2025 in San Francis

Topics: ai data said team ve

Transmitting data via ultrasound without any special equipment

There are secret messages flying all around you all the time, being transmitted via, most of the time, electromagnetic waves going from antenna to antenna. ELOs “Secret Messages” is a song about posting conspiracy theories via WiFi. But what if you need to get a few bytes from device A to device B (one of the hard problems in computer science!) and you don’t feel like making sure they’re both connected to the same network? Well, fortunately, another channel is available to us - sound, or for a