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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.

Z

Zaisha

Verified 3 min

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

<p>Brooks's Law still holds when AI writes code: coordination cost outpaces parallel output. This guide instruments a Linux repo to measure where AI assistance actually reduces delivery time.</p>

Z

Zaisha

Verified 11 min

Local Image Generation

SIMD Computer Vision on a $2 ESP32-S3 Microcontroller

<p>Use the ESP32-S3's Xtensa LX7 SIMD instructions to accelerate pixel-level operations for computer vision. This guide covers toolchain setup, vectorized kernels, and performance measurement.</p>

Z

Zaisha

Verified 11 min

Applied AI

Fixing vLLM Tool-Call Accuracy on Linux

<p>Tool-call accuracy in vLLM often degrades due to mismatched sampling parameters and parser configurations. This guide walks through a Linux-based fix using guided decoding and prompt tuning.</p>

Z

Zaisha

Verified 10 min

Applied AI

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

<p>The Anthropic S-1 filing is the top Hacker News story with 973 points, making it a practical dataset for building a local SEC EDGAR parser. This guide shows how to fetch, validate, and extract structured text from the filing on Linux.</p>

Z

Zaisha

Verified 3 min

Applied AI

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

Deploy a high-performance vector search database and connect it to LangChain for accurate, context-aware document question answering.

Z

Zaisha

Verified 3 min

Tested Comparisons

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

A practical comparison analyzing token latency, monthly electricity vs API expenses, and data privacy trade-offs for code analysis.

Z

Zaisha

Verified 3 min

Applied AI

Fine-Tuning Llama 3 with LoRA and Unsloth on Linux GPUs: Step-by-Step Guide

A practical tutorial on fine-tuning open-source LLMs on custom instruction datasets with 2x speed and minimum VRAM overhead on Linux.

Z

Zaisha

Verified 3 min

Tested Comparisons

UFW vs IPTables: Rule Simplicity and Firewall Performance Compared

A practical comparison between UFW frontend and raw iptables/nftables on Linux servers, highlighting configuration trade-offs and Docker pitfalls.

Z

Zaisha

Verified 3 min

AI Languages

Updated Oct 26, 2026

Building Fast AI CLI Tools with Rust and Ollama on Ubuntu

Learn how to build lightweight, zero-dependency command line AI tools in Rust that communicate with local Ollama instances over Unix sockets.

Z

Zaisha

Verified

Applied AI

Complete Setup of Open WebUI with Docker Compose and NVIDIA Container Toolkit

A complete, production-ready guide to running the ChatGPT-like Open WebUI interface on your self-hosted Linux server with hardware acceleration.

Z

Zaisha

Verified 3 min

Tested Comparisons

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

An evaluation of Fish Shell versus Zsh for Linux developers: weighing zero-config autosuggestions against POSIX script compatibility.

Z

Zaisha

Verified 3 min