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Observable Notebooks Data Loaders

The cell above is JavaScript that runs in Node.js, unlike normal JavaScript cells that run in the browser. The output of a data loader cell is automatically saved to a .observable/cache directory on your local file system alongside your notebooks. Data snapshots are stable — the data only updates if you re-run the data loader cell. In Observable Desktop, you can re-run a data loader cell by clicking the Play button, by hitting shift-return, or by clicking on the query age in the cell toolbar. I

Lessons in disabling RC4 in Active Directory (2021)

Was pulled in to a fun customer issue last Friday around disabling RC4 in Active Directory. What happened was, as you can imagine, not good: RC4 was disabled and half their environment promptly started having a Very Bad Day. — Steve Syfuhs (@SteveSyfuhs) March 1, 2021 Twitter warning: Like all good things this is mostly correct, with a few details fuzzier than others for reasons: a) details are hard on twitter; b) details are fudged for greater clarity; c) maybe I'm just dumb. RC4 is a stream

Spotify Would Prefer You Didn’t Sell Your Own Data for Profit

Spotify has never been shy about the fact that the massive amount of user data it collects is a major part of its secret sauce, from its user-specific Discover Weekly playlist to the annual event that is Spotify Wrapped. But the company, which does everything it can to lock people into long listening sessions and sells ads based on user data, would really prefer it if you didn’t bottle up that sauce and resell it for your own profit. According to a report from Ars Technica, a set of users did ju

These 2 Cities Are Pushing Back on Data Centers. Here's What They're Worried About

Amid a nationwide rush by AI companies to build data centers to support their feverish growth, and by many locales to attract them, some cities are saying whoa, not so fast. That's the case in both St. Louis and St. Charles, Missouri, two cities just 30 minutes apart in the heart of the country. On Aug. 22, St. Charles imposed, in a unanimous vote by the city council, a one-year moratorium on new data center construction after news broke about a secretive data center project possibly coming to

Here’s the tech powering ICE’s deportation crackdown

President Donald Trump made countering immigration one of his flagship issues during last year’s presidential campaign, promising an unprecedented number of deportations. In his first eight months in office, that promise turned into around 350,000 deportations, a figure that includes deportations by Immigration and Customs Enforcement (around 200,000), Customs and Border Protection (more than 132,000), and almost 18,000 self-deportations, according to CNN. ICE has taken center stage in Trump’s

I unified convolution and attention into a single framework

The operational primitives of deep learning, primarily matrix multiplication and convolution, exist as a fragmented landscape of highly specialized tools. This paper introduces the Generalized Windowed Operation (GWO), a theoretical framework that unifies these operations by decomposing them into three orthogonal components: Path, defining operational locality; Shape, defining geometric structure and underlying symmetry assumptions; and Weight, defining feature importance. We elevate this f

Reduce bandwidth costs with dm-cache: fast local SSD caching for network storage

How we cut AWS bandwidth costs 95% with dm-cache: fast local SSD caching for network storage The bandwidth billing challenge When deploying infrastructure across multiple AWS availability zones (AZs), bandwidth costs can become a significant operational expense. Some of our Upsun infrastructure spans three AZs for high availability, but this architecture created an unexpected challenge with our Ceph-based storage system. Since Ceph distributes data across the cluster and AWS bills for inter-A

QGIS is a free, open-source, cross platform geographical information system

QGIS is a full-featured, user-friendly, free-and-open-source (FOSS) geographical information system (GIS) that runs on Unix platforms, Windows, and MacOS. Features 1. Flexible and powerful spatial data management Support for raster, vector, mesh, and point cloud data in a range of industry-standard formats Raster formats include: GeoPackage, GeoTIFF, GRASS, ArcInfo binary and ASCII grids, ERDAS Imagine SDTS, WMS, WCS, PostgreSQL/PostGIS, and other GDAL supported formats. Vector formats includ

VaultGemma: The most capable differentially private LLM

Applying the scaling laws to build VaultGemma The Gemma models are designed with responsibility and safety at their core. This makes them a natural foundation for developing a production-quality, DP-trained model like VaultGemma. Algorithmic advancements: Training at scale The scaling laws we derived above represent an important first step towards training a useful Gemma model with DP. We used the scaling laws to determine both how much compute we needed to train a compute-optimal 1B paramete

Micro1, a competitor to Scale AI, raises funds at $500M valuation

Micro1, a three-year-old startup that helps AI companies find and manage human contractors for data labeling and training, has raised a $35 million Series A funding round that values the company at $500 million. The round was led by O1 Advisors, a venture capital firm co-founded by Dick Costolo and Adam Bain, the former CEO and COO of Twitter. The startup is one of many companies looking to fill the gap in the data market created by recent changes involving Scale AI. After Meta invested $14 bil

Show HN: An MCP Gateway to block the lethal trifecta

OpenEdison 🔒⚡️ The Secure MCP Control Panel Connect AI to your data/software securely without risk of data exfiltration. Gain visibility, block threats, and get alerts on the data your agent is reading/writing. OpenEdison solves the lethal trifecta problem, which can cause agent hijacking & data exfiltration by malicious actors. Join our Discord for feedback, feature requests, and to discuss MCP security for your use case: discord.gg/tXjATaKgTV 📧 To get visibility, control and exfiltration

How to Make Legacy Databases AI-Ready

A significant roadblock organizations face when taking advantage of artificial intelligence (AI) and machine learning (ML) is a legacy database. ITP.net reports that nearly 90 percent of businesses are hindered by legacy technologies, and approximately 62 billion data and analytics work hours are lost annually due to their inefficiencies. Organizations frequently grapple with legacy system issues, including security risks, increased costs, poor data accessibility, and slow AI model training. To

Senator demands to know status of 'duplicate' SSA database 'immediately'

A US Senator is demanding answers after a Social Security Administration (SSA) employee who blew the whistle on Department of Government Efficiency (DOGE) dealings involuntarily resigned last month, citing workplace hostility in response to his concerns. Republican Senator Mike Crapo (it's pronounced Cray-poe), chairman of the Senate Finance Committee, sent a letter to the SSA's commissioner, Frank Bisignano, giving him just two weeks to provide answers to concerns raised last month by now-form

OpenAI Needs Data Centers So Much, It Signed a $300B Deal With Oracle

Here's an eye-popping new price tag for generative AI's booming demand for energy and computing power for data centers: $300 billion. That's how much ChatGPT maker OpenAI has reportedly committed to spend with Oracle over a five-year span to continue its run of early success. The deal, which would be one of the largest contracts for cloud computing, was announced by both The Wall Street Journal and The New York Times on Wednesday. The contract with Oracle would entail delivery of as much as 4.

GrapheneOS and forensic extraction of data (2024)

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

How Palantir is mapping the nation’s data

When the U.S. government signs contracts with private technology companies, the fine print rarely reaches the public. Palantir Technologies, however, has attracted more and more attention over the past decade because of the size and scope of its contracts with the government. Palantir’s two main platforms are Foundry and Gotham. Each does different things. Foundry is used by corporations in the private sector to help with global operations. Gotham is marketed as an “operating system for global

Rails on SQLite: new ways to cause outages

Rails on SQLite: exciting new ways to cause outages This post was originally given as a talk for Friendly.rb. The slides are also available. Between Litestack and the Rails 8 trifecta of Solid Cable, Solid Cache, and Solid Queue, it’s easier than ever to spin up a Rails app that doesn’t need a database service, or a redis service, or a file storage service. It’s great to simplify things, but even after 20 years of deploying Rails apps I was still caught out by some of the ways things are diffe

Panama Ministry of Economy discloses breach claimed by INC ransomware

Panama's Ministry of Economy and Finance (MEF) has disclosed that one of its computers may have been compromised in a cyberattack.. The government noted that it activated the security procedures for these situations, stating that the incident has been contained and didn't impact core systems that are vital to its operations. "The Ministry of Economy and Finance informs the public that today an incident involving possible malicious software was detected on one of the Ministry's workstations," M

Behind the scenes of Bun Install

Running bun install is fast, very fast. On average, it runs ~7× faster than npm, ~4× faster than pnpm, and ~17× faster than yarn. The difference is especially noticeable in large codebases. What used to take minutes now takes (milli)seconds. These aren't just cherry-picked benchmarks. Bun is fast because it treats package installation as a systems programming problem, not a JavaScript problem. In this post we’ll explore what that means: from minimizing syscalls and caching manifests as binary,

GrapheneOS and Forensic Extraction of Data (2024)

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

Spiral

I've been building data systems for long enough to be skeptical of “revolutionary” claims, and I’m uncomfortable with grandiose statements like “Built for the AI Era”. Nevertheless, AI workloads have tipped us into what I'll call the Third Age of data systems, and legacy platforms can't meet the moment. Three Eras of Data Systems In the beginning, databases had human-scale inputs and human-scale outputs. Postgres—the king of databases, first released in 1989[1] —is the archetypal application d

Google is shutting down Tables, its Airtable rival

Google Tables, a work-tracking tool and competitor to the popular spreadsheet-database hybrid Airtable, is shutting down. In an email sent to Tables users this week, Google said the app will not be supported after December 16, 2025, and advised that users export or migrate their data to either Google Sheets or AppSheet instead, depending on their needs. Launched in 2020, Tables focused on making project tracking more efficient with automation. It was one of the many projects to emerge from Goo

Box CEO Aaron Levie on AI’s ‘era of context’

On Thursday, Box launched its developer conference Boxworks by announcing a new set of AI features, building agentic AI models into the backbone of the company’s products. It’s more product announcements than usual for the conference, reflecting the increasingly fast pace of AI development at the company: Box launched its AI studio last year, followed by a new set of data-extraction agents in February, and others for search and deep research in May. Now, the company is rolling out a new system

Topics: agent agents ai box data

Forget the new AirPods Pro 3, I’d stick with your smartwatch for heart rate tracking

Kaitlyn Cimino / Android Authority Apple’s newest AirPods Pro 3 arrive with sleek design upgrades and plenty of hype. What caught my attention, though, was a pair of earbuds creeping into fitness tracking territory. This isn’t the first attempt. We’ve seen brands shove heart rate sensors into shoppers’ ears before, and by all means, shoot your shot. Sure, I’d be fairly weirded out if someone took my pulse in my earlobe, but earbuds with built-in sensors sound futuristic, and frankly, convenient

Piramidal (YC W24) Is Hiring Back End Engineer

We are looking for a software engineer to help us enable interactions and automations with Piramidal’s newest technologies. We value proactive, customer-centric engineers who prioritize foundational details (data models, architecture, security) to enable excellent products. In this role you will: Build and maintain the infrastructure and backend systems for our flagship platform focused on neural data. Collaborate closely with ML engineers to iterate on applying our latest models. and Work w

Behind the Scenes of Bun Install

Running bun install is fast, very fast. On average, it runs ~7× faster than npm, ~4× faster than pnpm, and ~17× faster than yarn. The difference is especially noticeable in large codebases. What used to take minutes now takes (milli)seconds. These aren't just cherry-picked benchmarks. Bun is fast because it treats package installation as a systems programming problem, not a JavaScript problem. In this post we’ll explore what that means: from minimizing syscalls and caching manifests as binary,

GrapheneOS and Forensic Extraction of Data

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

Children hacking their own schools for 'fun', watchdog warns

Children hacking their own schools for 'fun', watchdog warns "What starts out as a dare, a challenge, a bit of fun in a school setting can ultimately lead to children taking part in damaging attacks on organisations or critical infrastructure," said Heather Toomey, Principal Cyber Specialist at the ICO. It is warning teachers that they are failing to understand and recognise what it calls the "insider threat" pupils pose. School children and college students are carrying out hacks and accessi

Health Connect will soon track your steps without needing another app

Rita El Khoury / Android Authority TL;DR Google is adding native step tracking to Health Connect, changing its function from just a data hub for other apps. This marks a significant shift, as Health Connect will now be able to collect its own data directly from the phone’s sensors. This could be the first step in turning Health Connect into a comprehensive health platform, though the feature isn’t fully working yet. If you want to improve your health, there’s no shortage of services you can

Court rejects Verizon claim that selling location data without consent is legal

Verizon lost an attempt to overturn a $46.9 million fine for selling customer location data without its users' consent. The US Court of Appeals for the 2nd Circuit rejected Verizon's challenge in a ruling issued today. The Federal Communications Commission fined the three major carriers last year for violations revealed in 2018. The companies sued the FCC in three different courts, with varying results. AT&T beat the FCC in the reliably conservative US Court of Appeals for the 5th Circuit, whi