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Writing documentation for AI: best practices

Retrieval-Augmented Generation (RAG) systems like Kapa rely on your documentation to provide accurate, helpful information. When documentation serves both humans and machines well, it creates a self-reinforcing loop of content quality: clear documentation improves AI answers, and those answers help surface gaps that further improve the docs. This guide provides best practices for creating documentation that works effectively for both human readers and AI/LLM consumption in RAG systems. Many bes

Dell Alienware AW3425DW 34" 240Hz Review

The new Dell Alienware AW3425DW arrives with a clear mission: improve on one of the most popular ultrawide gaming monitors of the last few years without reinventing the wheel. For a long time, the AW3423DW and its lower-cost sibling, the AW3423DWF, have been standout picks – offering premium performance at a price many gamers could justify. Case in point, the 25DW is the successor to the gaming monitor I've personally been using for the last three years. Dell consistently offers great performan

Dell Alienware AW3425DW 34" 240Hz Review

The new Dell Alienware AW3425DW arrives with a clear mission: improve on one of the most popular ultrawide gaming monitors of the last few years without reinventing the wheel. For a long time, the AW3423DW and its lower-cost sibling, the AW3423DWF, have been standout picks – offering premium performance at a price many gamers could justify. Case in point, the 25DW is the successor to the gaming monitor I've personally been using for the last three years. Dell consistently offers great performan

I Bought Smart Home Devices Using These 3 Tips and Made My Home Smarter

There are numerous reasons to set up the best smart home devices in your living space. For some, it's about making their home more energy-efficient in the summer months; for others, it's about making their homes safer with security cameras. A recent CNET survey found that 71% of US adults are taking action to prevent porch thefts, something smart home devices can help deter. Years ago, having a smart home seemed like living in the future. Now, it's easier than ever to make your home smart. Afte

Why JPEGs still rule the web (2024)

A version of this post originally appeared on Tedium, Ernie Smith’s newsletter, which hunts for the end of the long tail. For roughly three decades, the JPEG has been the World Wide Web’s primary image format. But it wasn’t the one the Web started with. In fact, the first mainstream graphical browser, NCSA Mosaic, didn’t initially support inline JPEG files—just inline GIFs, along with a couple of other formats forgotten to history. However, the JPEG had many advantages over the format it quickl

Alleged Minnesota Shooter Used Data Brokers to Find Lawmakers’ Addresses

Vance Boelter, the man accused of assassinating a Democratic Minnesota state representative and shooting a state senator on Sunday, acquired the addresses of his victims and other alleged targets by using information collected by online data brokers, according to court documents obtained by Politico. According to the report, police found the names of 11 registered data brokers written in a notebook that was recovered from Boelter’s vehicle. He also allegedly wrote, “most property records in Ame

Windows 10 EOL

Blog Windows 10 EOL June 17th, 2025 (permalink) So Microsoft decided to produce tons of e-waste for no obvious reason. There's a lot of capable hardware out there, and it would be of software company's interest to support as much hardware as possible. Instead, they made some arbitrary reason to deprecate "old" hardware. At the same time they also turned all of windows VR headsets into garbage. We'll have to wait for the open source implementations to catch up for any hope of them being usable

Topics: file format game just use

How Reddit's new AI ad tools help brands join the conversation

Bloomberg/Getty Images Reddit wants to make it easier for brands to keep up with -- and tap into -- the cultural dialogue. On Monday, the social media platform introduced Reddit Community Intelligence, an AI-powered product aimed at helping marketers leverage the billions of conversations taking place across its platform. The announcement, made at the Cannes Lions Festival of Creativity -- the ad industry's biggest annual event -- coincides with Reddit's 20th anniversary. Also: Adobe Firefly

Why JPEGs Still Rule the Web After 30 Years

A version of this post originally appeared on Tedium, Ernie Smith’s newsletter, which hunts for the end of the long tail. For roughly three decades, the JPEG has been the World Wide Web’s primary image format. But it wasn’t the one the Web started with. In fact, the first mainstream graphical browser, NCSA Mosaic, didn’t initially support inline JPEG files—just inline GIFs, along with a couple of other formats forgotten to history. However, the JPEG had many advantages over the format it quickl

Microsoft Surface Laptop 2 Is Going for Peanuts With Over 60% Off, a Limited Best Buy Certified Refurb Deal

Looking to replace you laptop but don’t feel like shelling out thousands for the latest MacBook? Well you don’t need to sweat. You can grab yourself something perfectly capable of meeting your everyday needs. New is overrated. Like-new is good enough for just about anything and is a great way to save yourself hundreds and hundreds of dollars. What happens to new products anyway? Well I’ll tell you. They become old. It happens to us all. Stop trying to fight the entropy of the universe and just a

Root raises $9M to launch its social platform with customizable apps

Root announced today that it has raised $9 million in seed funding to build a next-gen social platform, which offers customizable apps designed towards building and maintaining large communities. Headline Ventures and Konvoy Ventures led the round, with Day One Ventures, Untamed Ventures, Crunchyroll founder Kun Gao, Clark Valberg and Jack Dunlop among others participating. The company plans to launch the closed beta for the app soon. Root as a platform is notable for its customizability and ap

PS2 emulation on Android just got a big update, but be careful which version you install

Robert Triggs / Android Authority TL;DR PS2 emulator NetherSX2 dropped its first major update of the year. There are two versions, Classic (3668) and standard (4248), with performance differences. Both versions have an updated GameDB conversion script for improved performance. PS2 emulation on Android has been advancing slowly since AetherSX2 shuttered its doors, but things have been picking up once again now that developer Trixarian has been actively improving the NetherSX2 fork. The first

UK watchdog fines 23andMe for 'profoundly damaging' data breach

UK watchdog fines 23andMe for 'profoundly damaging' data breach 17 minutes ago Share Save Liv McMahon Technology reporter Share Save Getty Images DNA testing firm 23andMe has been fined £2.31m by a UK watchdog over a data breach in 2023 which affected thousands of people. The Information Commissioner's Office (ICO) said the company - which has since filed for bankruptcy - failed to put adequate measures in place to secure sensitive user data prior to the incident. "This was a profoundly damag

The DMV Isn't Texting You To Ask for Money. That's a Scam

CNET/Getty Images Nobody likes waiting in line at the Department of Motor Vehicles. But it could be worse. You could be scammed out of money by someone pretending to text you from the DMV. There's a growing nationwide trend of cybercriminals trying to convince people that they owe the DMV money for a traffic violation via text. If you don't pay, they threaten to revoke your license or suspend your vehicle registration. "There's usually some sort of urgent action required in order to avoid hav

Topics: dmv norman said scam text

What I talk about when I talk about IRs

I have a lot of thoughts about the design of compiler intermediate representations (IRs). In this post I’m going to try and communicate some of those ideas and why I think they are important. The overarching idea is being able to make decisions with only local information. That comes in a couple of different flavors. We’ll assume that we’re compiling a method at a time, instead of a something more trace-like (tracing, tracelets, basic block versioning, etc). Control-flow graphs A function wi

What Muscles Do Squats Work? Plus, Personal Trainer Tips for the Best Squat

Squatting is a common exercise that many likely learned in gym class. However, do you know the proper form for a squat and what muscles it works? Ensuring you're doing a squat correctly is essential to help you increase your strength and avoid injury. That is why we reached out to certified personal trainers to learn everything there is to know about squats, how to do them and their benefits. How to do a squat Ellen Thompson, NASM-certified personal trainer and area personal manager at Blink F

Google Adds Button to Generate Error-Laden AI Podcast About Your Search Results Instead of Just Reading Them Like a Functioning Member of Society

Google has released a baffling new AI feature that turns your web search into a podcast. Why anybody would want to enable the feature is unclear. Why be plagued by misleading and hallucinated AI Overviews search results when you can have a robotic voice read them out loud instead? Have we really lost the ability as a species to parse written information, nevermind original sources? The opt-in feature — which currently lives inside Google's experimental "Labs" section and has to be manually tur

Federal Forecasters Lose Access to Critical Tool as Hurricane Season Begins

As Atlantic hurricane season surges to life, federal forecasters must say goodbye to one of their most valuable tools—Saildrones. These uncrewed ships sail into the hearts of tropical storms to collect real-time data that scientists use to predict their strength and path. For the past four years, the National Oceanic and Atmospheric Administration (NOAA) has deployed Saildrones to improve the accuracy of its hurricane forecasts and warnings. The small drone ships have played an especially impor

With 12,000 Five-Star Reviews, the Samsung 990 Pro Internal SSD Reaches a Two-Year Price Low on Amazon

When the Samsung 990 Pro SSD first came out a few years back, its starting point was around $300 for the 2TB model, an enormous cost for everyone except the most dedicated users. Fast forward to today, and this top-end drive has seen its cost decline continually but never quite to the level it is at now. Amazon is currently offering the 2TB version for just $149, which makes a two-year low even beating out previous Black Friday and Prime Day deals. See at Amazon Ultra Fast SSD This SSD is bui

I changed these 6 TV settings to instantly make the system feel like new again

Kerry Wan/ZDNET Is your smart TV slow to respond or stuttering during scenes? You're not alone -- many people experience laggy performance and choppy playback. The good news? A few simple fixes can get things running smoothly again. Also: Don't cancel Netflix yet: I used these secret codes to unlock the full catalog of shows Modern TVs have plenty of features and apps (and services that run in the background) that can slow them down over time. Fortunately, some simple actions can rectify your

Darklang Goes Open Source

As part of shutting down Dark Inc. and forming Darklang Inc. , we've finally open-sourced all of our repositories. Our source code is now under the Apache License 2.0. For years, we wrestled with questions of sustainability and how to build something that truly empowers developers. We've long believed in open source philosophically, but felt that Darklang's unique architecture and business model required a different approach. Why We Initially Chose Source-Available We originally designed Dark

AMD unveils 2nm Epyc Venice with 256 cores for next-gen AI and cloud workloads

What just happened? AMD is preparing to shake up the data center landscape with its forthcoming Epyc Venice processor, a chip that promises to set new standards for performance and scalability in server computing. Announced at the company's recent Advancing AI event, the Venice CPU is built on AMD's next-generation Zen 6 architecture and is slated for release in 2026, targeting the ever-increasing demands of artificial intelligence, cloud computing, and high-performance analytics. Venice makes

The MCU Might Be Planning Even More Returning Faces

James Gunn teases the arrival of Superman‘s “Justice Gang”. Don’t expect a sequel to Transformers One. Plus, what’s coming on the next Rick and Morty. To me, my spoilers! The MCU During a recent interview with THR, Karen Gillan only answered “I can’t say, but watch this space” when asked about Nebula’s potential return to the MCU. Thor 5 According to insider Alex Perez, there is “interest” at Marvel to bring Cate Blanchett’s Hela back, likely for scenes set in Valhalla in an upcoming Thor pr

AMD unveils Epyc Venice with 256 cores and 2nm process for next-gen AI and cloud workloads

What just happened? AMD is preparing to shake up the data center landscape with its forthcoming Epyc Venice processor, a chip that promises to set new standards for performance and scalability in server computing. Announced at the company's recent Advancing AI event, the Venice CPU is built on AMD's next-generation Zen 6 architecture and is slated for release in 2026, targeting the ever-increasing demands of artificial intelligence, cloud computing, and high-performance analytics. Venice makes

Trying out Nvidia’s RTX 50 Series GPU on a Falcon Northwest gaming PC | review

Kelt Reeves has been creating custom gaming PCs since 1992. Before he got out of college, Reeves started Falcon Northwest in Medford, Oregon, and it’s cranking out gaming PCs with the polish of a small company. I have interviewed Reeves over the years and used a number of his machines. I saw him again on a sad occasion at the memorial service for Gordon Mah Ung, one of the original and finest gaming hardware reviewers. I tried out a Falcon Northwest machine back in 2019, and I used the Falcon

How to download your information from Facebook

Once upon a time Facebook was filled with posts about the minutiae of your day and album after album of photos of just about every experience you had. By now, a lot of this media is likely hidden with the "only me" setting. But, regardless of how much you use Facebook these days, it's probably home to a lot of memories you want to hold on to — or at least have the opportunity to laugh at later. The good news is that you can download your Facebook information. You can access things such as your

LLM Chat via SSH

# Server name, optional, can be changed to your own domain SERVER_NAME = chat.aigc.ing # Whether it's a public server, required. If not configured, it defaults to private server and requires whitelist configuration PUBLIC_SERVER = false # Rate limiting settings, optional. TTL suffix is for time, LIMIT is for count. Strongly recommended for public servers RATE_LIMIT_TTL = 3600 RATE_LIMIT_LIMIT = 300 LOGIN_FAILED_TTL = 600 LOGIN_FAILED_LIMIT = 10 # Blacklist and whitelist, opt

Social Media Replaced Zines. Now Zines Are Taking the Power Back

One sunny afternoon in May, a century-old power plant in Brooklyn was buzzing—not with electricity, but with hundreds of creatives congregating at the Black Zine Fair. Handmade booklets piled up on table after table, forming vast paper topographies of politics and activism and culture. Marginalized groups in skating! Fictional characters “that probably made me queer”! Someone else presented zines dedicated to all the TV shows they had recorded onto VHS. Still more tables hosted zine assembly. Ev

Chemical knowledge and reasoning of large language models vs. chemist expertise

Benchmark corpus To compile our benchmark corpus, we utilized a broad list of sources (Methods), ranging from completely novel, manually crafted questions over university exams to semi-automatically generated questions based on curated subsets of data in chemical databases. For quality assurance, all questions have been reviewed by at least two scientists in addition to the original curator and automated checks. Importantly, our large pool of questions encompasses a wide range of topics and que

Finally, a Windows laptop I wouldn't mind putting my MacBook Air away for

ZDNET's key takeaways The Asus Zenbook A14 with 16GB of memory is on sale at Best Buy for $749. Asus' new ultraportable is a fantastic balance of innovation and value with a brilliant OLED display, competitive hardware, and a satisfying physical form. While its use case is clearly defined, the laptop has its limits when it comes to high-end performance. View now at Best Buy When Asus officially announced the Zenbook A14 at CES this year, I wasn't the only one to be low-key enamored with it. I