Best Docker Containers for AI Homelab
The best Docker containers for AI homelab aren’t useful in isolation; they’re useful because of how they connect. You already know what each of these tools does. This post is
AI
Can You Run AI Without a GPU?
CPU inference, running AI models on a processor rather than a graphics card, is not only possible, it is practical for a wide range of real tasks. The assumption that
How Much VRAM Do You Need to Run AI Locally?
VRAM, the dedicated memory on your graphics card, is the single constraint that determines what you can and cannot run locally. If a model’s weights do not fit inside it,
Local AI and Cloud AI: What the Difference Actually Means for You
Local AI and Cloud AI are two fundamentally different ways of running an artificial intelligence model, and the difference comes down to where the computation happens. With Cloud AI, your
What is Model Quantization in AI? Explained Simply
Model quantization is the process of reducing the precision of the numbers inside an AI model, so it takes up less memory and runs faster without meaningfully changing what it
What is a Vector Database and Why AI Needs One
A vector database is a database built to store, index, and search vector embeddings, numerical representations of meaning extracted from text, images, audio, or any other unstructured data. It is
What is RAG and How Does It Let AI Read Your Documents
RAG Retrieval-Augmented Generation is the technique that lets AI models answer questions from your documents rather than from their training memory. It fixes the single biggest limitation of local AI:
What is LocalAI and How It Compares to Ollama
Ollama and LocalAI both run AI models locally on your own hardware. But they are built for different problems, different users, and different stages of a homelab’s growth. Understanding the
What is Whisper and How to Transcribe Audio Locally
Whisper is an open-source speech recognition system developed by OpenAI that transcribes audio entirely on your own hardware, free, private, and accurate enough to rival paid cloud services: no API
What is Stable Diffusion WebUI and How It Generates AI Images Locally
Stable Diffusion WebUI is a browser-based interface that runs the Stable Diffusion image generation model on your own hardware, free, private, and completely unlimited. No subscriptions, no usage limits, no
What is n8n and How It Connects Your Homelab
n8n is an open-source workflow automation platform that runs as a Docker container and connects every tool in your homelab into a coordinated system that can respond to events intelligently
What is AnythingLLM and How to Chat With Your Documents
AnythingLLM is an open-source application that lets you chat with your private documents using local AI entirely on your own hardware, with no cloud required. It takes the concept of
What is Open WebUI and How It Transforms Your Local AI Setup
Open WebUI is a self-hosted web interface for interacting with large language models. It takes your local Ollama setup and wraps it in a polished browser-based interface that anyone can
What is Ollama and How It Runs AI Models Locally
Ollama is an open-source tool that lets you run powerful large language models directly on your own hardware, free, private, and fully offline. No cloud, no subscription, no data leaving