Understanding model quantization is crucial for running LLMs locally. We break down the math, trade-offs, and help you choose the right format for your hardware. Continue reading Quantization Explained: Q4_K_M vs AWQ vs FP16 for Local LLMs on SitePoint.
Quantization Explained: Q4_K_M vs AWQ vs FP16 for Local LLMs Read More »
Running a reasoning model locally doesn’t require a $10,000 workstation. Here’s how to build a capable DeepSeek-R1 setup on a budget. Continue reading The $1,500 Local AI Setup: DeepSeek-R1 on Consumer Hardware on SitePoint.
The $1,500 Local AI Setup: DeepSeek-R1 on Consumer Hardware Read More »
Get maximum performance from local LLMs on your Apple Silicon Mac. Complete optimization guide for M1, M2, and M3 chips. Continue reading Running Local LLMs on Apple Silicon Mac: M1/M2/M3 Optimization Guide on SitePoint.
Running Local LLMs on Apple Silicon Mac: M1/M2/M3 Optimization Guide Read More »
Build a question-answering system over your own documents using local models. Keep your data private while leveraging AI for knowledge retrieval. Continue reading Local RAG Without the Cloud: Private Document AI Setup on SitePoint.
Local RAG Without the Cloud: Private Document AI Setup Read More »
Apple’s unified memory meets NVIDIA’s dedicated VRAM. We benchmark both for local LLM running to help you choose the right hardware. Continue reading Mac M3 Max vs RTX 4090: Local LLM Performance Showdown 2026 on SitePoint.
Mac M3 Max vs RTX 4090: Local LLM Performance Showdown 2026 Read More »
Protect your AI infrastructure with enterprise-grade security practices for local LLM deployments. Covers authentication, access control, and data isolation. Continue reading Local LLM Security Best Practices for Enterprise in 2026 on SitePoint.
Local LLM Security Best Practices for Enterprise in 2026 Read More »
Garry Tan just released gstack, a tool that lets you install his exact Claude Code skill setup with a single command. Here’s how to use it and what you get. Continue reading gstack: Installing Garry Tan’s Claude Code Setup in One Click on SitePoint.
gstack: Installing Garry Tan’s Claude Code Setup in One Click Read More »
Stop buying GPUs for everyone. Here’s how to set up a shared local AI infrastructure that serves your entire engineering team from a single workstation. Continue reading Team Local AI: Sharing One GPU Across Multiple Developers on SitePoint.
Team Local AI: Sharing One GPU Across Multiple Developers Read More »
Calculate the true cost of self-hosted LLMs in 2026. Hardware, electricity, maintenance, and comparison with API alternatives. Continue reading Self-Hosted LLM Costs: Complete 2026 Pricing Guide on SitePoint.
Self-Hosted LLM Costs: Complete 2026 Pricing Guide Read More »
We benchmark three leading open-source coding models on local hardware to determine the best choice for developer productivity. Continue reading MiniMax 2.5 vs Llama 3.1 vs DeepSeek: Local Coding Model Benchmark 2026 on SitePoint.
MiniMax 2.5 vs Llama 3.1 vs DeepSeek: Local Coding Model Benchmark 2026 Read More »
