Tested on Ubuntu 24.04 LTS · Hands-On Technical Publications

Hands-on Linux & Applied AI Guides

Real terminal commands, reproducible benchmarks, and verified setups for Linux sysadmins, developers, and AI engineers.

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Ubuntu 24.04 LTS Kernel 6.8 Verified · Ollama 0.5.7 DeepSeek-R1 & Llama 3.2 · ComfyUI NVIDIA PyTorch CUDA 12.4 · SD WebUI Forge 50% VRAM Savings over A1111 · Docker Rootless vs Podman Benchmarked · Rust AI CLI Sub-10ms Streaming Tokens · Python 3.12 vs Mojo 206x Matrix Speedup · UFW & SSH Hardening Protocols · PHP 8.4 & Composer Production Guide · Ubuntu 24.04 LTS Kernel 6.8 Verified · Ollama 0.5.7 DeepSeek-R1 & Llama 3.2 · ComfyUI NVIDIA PyTorch CUDA 12.4 · SD WebUI Forge 50% VRAM Savings over A1111 · Docker Rootless vs Podman Benchmarked · Rust AI CLI Sub-10ms Streaming Tokens · Python 3.12 vs Mojo 206x Matrix Speedup · UFW & SSH Hardening Protocols · PHP 8.4 & Composer Production Guide

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Applied AI

vLLM vs Ollama: Production Serving Throughput and VRAM Benchmarks on Linux

A rigorous performance test evaluating request concurrency, token throughput, and memory offload between vLLM and Ollama on Linux workstations.

Hands-on Linux & Applied AI Guides

Latest Practical Guides

vLLM vs Ollama: Production Serving Throughput and VRAM Benchmarks on Linux

Mythical Man-Month in the Age of AI: A Linux Workflow

SIMD Computer Vision on a $2 ESP32-S3 Microcontroller

Fixing vLLM Tool-Call Accuracy on Linux

Anthropic S-1 Filing: Build a Local SEC EDGAR Parser

Building a Production RAG Agent with LangChain, pgvector, and PostgreSQL on Ubuntu

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Applied AI

vLLM vs Ollama: Production Serving Throughput and VRAM Benchmarks on Linux

Fixing vLLM Tool-Call Accuracy on Linux

Anthropic S-1 Filing: Build a Local SEC EDGAR Parser

Building a Production RAG Agent with LangChain, pgvector, and PostgreSQL on Ubuntu

Linux & DevOps

Hardening SSH and Configuring UFW Firewall on Ubuntu 24.04 LTS

Hardening systemd Services with Sandboxing and Capabilities in Linux

Automating Scheduled Server Backups with Restic and Systemd Timers

Managing Multiple Node.js Versions on Linux Using NVM

Tested Comparisons

Local LLM vs Cloud API for Code Explanations: Cost and Speed Compared

UFW vs IPTables: Rule Simplicity and Firewall Performance Compared

Fish Shell vs Zsh on Linux: Daily Workflow and Performance Compared

Claude 3.5 Sonnet vs DeepSeek-V3 for Bash Script Refactoring

AI Languages

Building Fast AI CLI Tools with Rust and Ollama on Ubuntu

Python vs Mojo for AI Workloads: Syntax, Performance, and Linux Setup

Building Blazing Fast REST APIs with Axum and Tokio in Rust on Ubuntu

Replacing Pip and Poetry with uv: 10x Faster Python Dependency Management on Linux

Local Image Generation

SIMD Computer Vision on a $2 ESP32-S3 Microcontroller

How to Run ComfyUI Locally on Ubuntu with NVIDIA GPU Acceleration

Stable Diffusion WebUI Forge vs Automatic1111: Linux VRAM Usage and Speed Compared

Running FLUX.1 [dev] and [schnell] in ComfyUI on Ubuntu with 12GB VRAM