Discover the Ampere Performance Toolkit (APT) — an open-source suite of four specialized tools designed to help developers port, benchmark, and optimize software on AArch64 […]
Performance Unlocked: Introducing the Ampere Performance Toolkit (APT) Read More »
Ollama is perfect for local development, but when your team grows past 3 concurrent users, performance drops dramatically. This guide shows you exactly when to
From Ollama to vLLM: A Migration Guide for Growing Teams Read More »
Build your own private Copilot alternative that runs entirely locally. Zero subscription fees, complete privacy, and surprisingly good code completion. Continue reading Local AI Coding
Local AI Coding Assistant: Complete VS Code + Ollama + Continue Setup Read More »
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.
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
The $1,500 Local AI Setup: DeepSeek-R1 on Consumer Hardware 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
Mac M3 Max vs RTX 4090: Local LLM Performance Showdown 2026 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
Local RAG Without the Cloud: Private Document AI Setup 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
MiniMax 2.5 vs Llama 3.1 vs DeepSeek: Local Coding Model Benchmark 2026 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.
Team Local AI: Sharing One GPU Across Multiple Developers Read More »
Set up an automated code review system using local LLMs. Catch bugs, security issues, and style violations before they reach production. Continue reading Self-Hosting AI
Self-Hosting AI Code Review: Local Models for Better Code Quality Read More »
