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Earlier this year, NVIDIA caused quite a stir in the data-science community when they announced the DGX Spark: a desktop-sized AI supercomputer. It’s aimed at developers and data scientists who need to prototype, tune, and run AI models locally without constantly relying on expensive cloud hardware. At the heart of the DGX Spark is the new GB10 chip, which combines NVIDIA’s 20-core Grace ARM CPU with the Blackwell GPU. Together, they deli..

Earlier this year, NVIDIA caused quite a stir in the data-science community when they announced the DGX Spark: a desktop-sized AI supercomputer. It’s aimed at developers and data scientists who need to prototype, tune, and run AI models locally without constantly relying on expensive cloud hardware. At the heart of the DGX Spark is the new GB10 chip, which combines NVIDIA’s 20-core Grace ARM CPU with the Blackwell GPU. Together, they deli..

Vitest Global Setup - ben3d.ca - 6 months ago - eng
When writing tests with Vitest, you often need to perform setup tasks before all tests run and cleanup tasks after all tests complete. This is where Vitest's globalSetup feature comes in handy.


I'm headed off on holiday later this week. As the trip approached, I found myself thinking about how to best back up my Mac Mini home server. I've had an abnormal number of conversations about SOC 2 c...



I’ve long been a fan of task runners within projects - I find they’re practically required once you have a project or group operating beyond a certain level of complexity. There are just too many one liner terminal commands to memorize, too many differing syntaxes across dozens of tools operating across different stacks… it’s madness. Typically engineers (at least the ones that eventually give up on the muscle memor..

I'm all for self-improvement. Investing the time to learn new things into adulthood has had a positive impact on my life, but everyone has a different threshold for the value add vs inconvenience. This has been true in both my professional and personal life, from learning a new language to finding a new favorite recipe. I draw the line however at changing how I tie my shoelaces. Once YouTube starts recommending a better approach to so..

Just released structured-parse, a multi-language parser for block labeled LLM output. It’s based on the parser I had built for arkaine. Here’s what I mean by “block labeleled” output: Thought: I need to search for information about robots Action: search Action Input: {"query": "robots and why they're so cool", "max_results": 5} This output is not only more human readable, but also easier..

It happened again. This time it’s Cloudflare, The last time I wrote about a single board computer, it was AWS that went down on the same day. Today, I wrote about the LattePanda IOTA. I’ll let y’all know once I plan on writing about another single board computer, seems to be bad for the internet.

Cloudflare - lainchan.org - 6 months ago - eng
Cloudflare has stopped working today and half of the web has stopped working. Seeing this overreliance on it, it seems like the internet is more fragile and more prone to being deleted. Are there any meaningful and secure alternatives to it lainons?


An essential part of my fitness routine is my early morning walks . On weekdays, I leave my home on the outskirts of my small provincial town, walk to downtown, and then return. It’s a brisk, almost hour-long loop before I sit down at my desk. On weekends, I take walks in the woods or to the beach, or if I have the time, head out for a mountain hike . These walks make my daily zen moment. Sometimes I come back and, if I try, I can’t rem..

Snyk is excited to announce a new partnership with Continue, which will embed AI-powered security into every step of the SDLC. This partnership allows developers to scan code, dependencies, and IaC using natural language commands and get context-aware fix suggestions instantly, whether leveraging Agents in Continue Mission Control, an IDE extension, or a CLI.

Toon is a data representation format that is optimized for usage for LLMs. With UC AI's PL/SQL package, you can convert any JSON data to the Toon format.

The flowbased capacity calculation system as a whole, and the domain specifically, can be pretty daunting to people who are just learning about it. Today I wanted to give a short introduction on some key concepts. Next to that I will present some analysis methods of the active constraints. Please note that I will assume some basic linear algebra optimization knowledge throughout this post. This post is partly based on the great work by my..

The past few weeks have seen major AWS, Azure, and Cloudflare outages. I predict Google Cloud will have a major outage sometime soon as well. Each time one of these massive systems goes down, it takes a sizable chunk of the internet with it. This is troubling: the internet should be more robust against partial outages. A professor at the University of Utah put together an interesting site called Are We Decentralized Yet? which measures ....

In Part 2, we dive deep into the Sync-Out pipeline—how Rails publishes events to Kafka, how our legacy adapter writes to SQL Server 2009 using TinyTDS, and how Dead-Letter Queues (DLQs) became our lifeline during production incidents. This post covers transaction management, service objects, and operational workflows for handling failures.

The past few weeks have seen major AWS, Azure, and Cloudflare outages. I predict Google Cloud will have a major outage sometime soon as well. Each time one of these massive systems goes down, it takes a sizable chunk of the internet with it. This is troubling: the internet should be more robust against partial outages. A professor at the University of Utah put together an interesting site called Are We Decentralized Yet? which measures ....

Setting up a new computer is bliss — no old, unused apps and the machine performs much better than the previous. Unfortunately, you may encounter new problems based on the new hardware. One such issue I encountered with my new MacBook was a “This video format is not supported” message when I went to YouTube […] The post Fix “This video format is not supported” on YouTube TV appeared first on David Walsh Blog .

Setting up a new computer is bliss — no old, unused apps and the machine performs much better than the previous. Unfortunately, you may encounter new problems based on the new hardware. One such issue I encountered with my new MacBook was a “This video format is not supported” message when I went to YouTube […] The post Fix “This video format is not supported” on YouTube TV appeared first on David Walsh Blog .

Third-party applications are the unsung heroes of the Django ecosystem. Core Django covers a wide range of common application needs, but it obviously cannot be everything to everyone. Django's third-party app ecosystem fills this role.

Third-party applications are the unsung heroes of the Django ecosystem. Core Django covers a wide range of common application needs, but it obviously cannot be everything to everyone. Django's third-party app ecosystem fills this role.

We've had the warrant canary at /services/canary.html for a while now. However, we haven't been able to keep up with signing it regularly enough recently. Also, we don't think our services really need one, since we don't think we're processing any data that uh, would result in a search warrant being issued or the like. Most of our services don't store any data, and those that do are mostly either not open to the public, or are fully end-t....

Hey everyone, I first want to say a heartfelt thank you so much for the warm comments and supportive feedback I’ve gotten since I announced that I’m in process of writing Fabulous Adventures In Data Structures And Algorithms. It means … Continue reading →

In reply to George.

Oh goodness, there are so many new C# features that I could do follow-up posts on! That's a great idea.


In reply to Marek Konopka.

Thanks for those thoughts, I appreciate it.

I'm working on the chapter about anti-unification right now and that will be the most "here's the weird problem I actually had to solve" chapter. It's a good idea to more clearly identify whic..


In reply to jmtrela.

I will take a look, thanks!


Here's the first LainOS Stable Release, named Accela. 4 hours after it was released, somebody popped into one of my chat servers and said they found us on distrowatch. I was like WTF we're on distrowatch? And sure enough we were(added that day). We don't need anyones criticism here, here's the release. https://gitlab.com/lainos/lainOS/-/releases/2025.11.16 I won't be here to check replies, if you want to talk, join our server below...

In an earlier article, I covered the basic technique for performing matrix-vector multiplication in fully homomorphic encryption (FHE), known as the Halevi-Shoup diagonal method. This article covers a more recent method for matrix-matrix multiplication known as the bicyclic method. The code implementing this method is in the same GitHub repository as the previous article, and the bicyclic method is in a file called bicyclic.py. The previous..

In an earlier article, I covered the basic technique for performing matrix-vector multiplication in fully homomorphic encryption (FHE), known as the Halevi-Shoup diagonal method. This article covers a more recent method for matrix-matrix multiplication known as the bicyclic method. The code implementing this method is in the same GitHub repository as the previous article, and the bicyclic method is in a file called bicyclic.py. The previous..

In an earlier article, I covered the basic technique for performing matrix-vector multiplication in fully homomorphic encryption (FHE), known as the Halevi-Shoup diagonal method. This article covers a more recent method for matrix-matrix multiplication known as the bicyclic method. The code implementing this method is in the same GitHub repository as the previous article, and the bicyclic method is in a file called bicyclic.py. The previous..

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

Best viewed on the original page , where extended functionality like the footnote helper is available. I stumbled upon this quite bonkers article about building a web search engine from scratch as a solo developer with relatively modest resources, i absolutely can recommend reading it: Building a web search engine from scratch in two months with 3 billion neural embeddings Summary (Generated): Wilson Lin built a full web search ....

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