How AIs talk

I walk through how a transformer-based Large Language Model (LLM) generates text. From tokenization to embeddings, self-attention, logits, softmax, sampling, the autoregressive loop, and detokenization, I break down each step visually so you can see how it all fits together

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LLMs Explained

In this video CJ explains chat bots, neural networks, tokenization, embeddings, transformers and more. He shows real working code for everything and gives historical context along the way. View the code here

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Hyperland

Maybe you’ve heard of it, maybe you haven’t, but if you’re into sleek, customizable setups, Hyprland is about to become your best friend. It’s a modern window manager with a built-in compositor that delivers all the organizational power of a traditional window manager, with the eye candy of KDE Plasma (well, mostly). Whether you’re a minimalist or an aesthetic junkie like myself, Hyprland lets you fine-tune every aspect of your desktop while keeping it smooth and stunning. In this episode, we’ll introduce you to why Hyprland is a game-changer, and how it strikes that perfect balance between functionality and beauty. Get ready to give your desktop the upgrade it deserves!

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Linux QuickShell

How to Install and Configure Quickshell (2027 Edition) | Part 1
Quickshell is a desktop customization toolkit used to build custom status bars, widgets, lock screens, and complete desktop environments on Linux.
Core Features
• QtQuick and QML: Built on QtQuick and configured using QML, a simple interface description language.
• Hot Reloading: Instantly loads configuration changes as soon as files are saved.
• System Integrations: Provides native bindings for Wayland and X11, window managers like Hyprland, i3, and Sway, plus audio controls (Pipewire) and Bluetooth (BlueZ).
• Alternatives: Functions similarly to popular tools like EWW (Eww) or AGS (Aylur’s Gtk Shell), but leverages the Qt/QML ecosystem.

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M5 Ultra Server

When Apple was using Intel processors and AMD GPUs, the idea of an expandable and upgradeable tower made sense. But Apple Silicon chips bring the CPU, GPU, and memory interface all under one roof in a way that makes that sort of upgradeability not just superfluous but impossible. At least not without breaking some of the chips’ key benefits. And as it happens, Apple Silicon’s combination of a fast CPU, solid GPU, and unified memory architecture has made it a good fit for a modern “pro” workload that really pushes high-end hardware: running language models and agents locally. That’s really the core audience for the M5 Ultra Mac Studio, Apple’s tippity-top config that is jumping two processor generations in a single refresh (there was no M4 Ultra, if you recall). The highest-end Studios have always felt like a bit of overkill for most people, but now there’s a particular kind of AI-pilled coder or designer who can legitimately benefit from having this kind of system on their desk.
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Microsoft 365 Trial Accounts

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