Maxwell Seefeld

We’re entering a new era where AI doesn’t just assist developers — it co-develops alongside them. Vibe Coding platforms represent that shift: collaborative, real-time, AI-augmented environments that merge coding, context, and execution into a single seamless flow. Here’s what makes it tick 🔧👇 1. The Frontend ExperienceThe interface (typically

Introduction Databases are a cornerstone of software systems – they empower us to store, organize, and retrieve data efficiently. From the earliest file systems to today’s AI-powered applications, database technology has continually evolved to meet new challenges. In this blog post, we’ll take a deep dive into database technology

We’re in the thick of it now. The fanfare. The capital. The hype. Every VC wants to back “AI first,” every CMO slaps “powered by AI” on their brand, every CTO is scrambling for “agentification.” But I’m not here to hype you up — I’m here to size

Intel pulled the plug on Clear Linux on July 18, 2025. Effective immediately means exactly that: no patches, no updates, GitHub archived read-only. If you’re still running it on anything with an IP address, you’re running naked. Migrate. Now. (Clear Linux OS Forum) I don’t write obituaries

When disaster strikes, time is everything. Whether you're facing roof damage after a hurricane, water intrusion from a broken pipe, or mold due to unseen leaks, the last thing you want to do is wrestle with paperwork and guesswork. That’s why Global Public Adjusters is changing the game with

🚀 In today’s hyper-competitive landscape—where every second of agent time and every customer interaction can make or break a deal—relying on a dialer built a decade ago isn’t just inefficient, it’s borderline negligent. At y12.ai, we’re laser-focused on closing that gap by designing a

Before you read another vendor brochure or click “Approve” on that next dependency update, understand this: **your greatest adversary doesn’t storm the walls—it walks right in through the gates you left open**. This declaration outlines the unvarnished truth about supply chain cybersecurity: trust is earned, never granted by

Are you tired of feeling behind, uneducated, or stuck in a career you don’t love? Good news: you don’t need an expensive diploma to get a world-class education. In fact, many motivated people are bypassing traditional college entirely by creating their own learning path. Using MIT OpenCourseWare, a

A fun project for Junior Engineer/College Students

BASIC STUDY GUIDE FOR CUDA ON NIX OS LIBRARIES

If you’ve ever spent hours wrestling with conflicting Python versions or broken GPU drivers after an update, it’s time to switch to a declarative OS. NixOS turns your entire machine into code, so every rebuild is identical—no more “works on my laptop” excuses. In this post, you’

Let’s not sugar-coat it: Arch Linux is the distro equivalent of a high-stakes hobby for People not smart enough to run Gentoo. You solder your own components, hand-craft your kernel modules, and live on the edge of “did that update just nuke my system?” If you thrive on tinkering

Sometimes you just want to get shit done. Maybe it’s 2am, the deadline’s tomorrow, and you’re staring bleary-eyed at a vague spec. Rust is shiny and safe, but when you’re exhausted (or just lazy), wrestling with the borrow checker isn’t on the menu. In those

IntroductionModern high-performance computing (HPC) relies heavily on GPUs to accelerate intensive tasks like matrix multiplication, convolution, and scientific simulations. However, not all software can squeeze maximum performance from GPU hardware. In this post, we compare GPU utilization and raw performance between MATLAB running on Windows and CUDA C/CUDA Fortran

Embedded Linux platforms like smartwatches demand an operating system that is efficient, reproducible, and maintainable under tight resource constraints. Traditionally, the Yocto Project has been a go-to solution for custom embedded Linux builds. More recently, NixOS (powered by the Nix package manager) has emerged as an alternative approach boasting declarative

Advanced Technology Solutions for Cybersecurity, Blockchain, AI, WebAssembly, and Microservices By Maxwell Seefeld President & CEO of Y12.AI Executive Summary In an era marked by rapid technological advancements and growing digital threats, Y12.AI is committed to providing state-of-the-art solutions that address the core challenges businesses face today. This

Overview: What is seL4?seL4 is a high-assurance, high-performance operating system microkernel. In simple terms, it’s a minimal kernel that provides only core OS functionalities (like threads, inter-process communication, memory management primitives) and leaves everything else to user-level programs. seL4’s claim to fame is that it’s the