Topic

Local AI Hardware Guides

What hardware you need to run AI locally: GPUs, Macs and Mac minis, old or CPU-only machines, RAM and storage sizing, and GPU setup tricks. Software setup and model-specific guides stay in Local & Open-Weight Models, and rent-versus-buy cost math goes in Local vs Cloud AI Costs.

8 articles·Updated Oct 22, 2026
Cutaway of a Mac mini showing its RAM chips and storage tiles, with a large local model block and a stack of agent process cards claiming memory.

How Much RAM and Storage Does a Mac mini Need for AI Agents?

Buying a Mac mini to run AI agents all day? Here is how to size RAM and storage, what local models change, and why a bigger machine won't fix agent bloat.

Mac mini for AI agentshow much RAM for AI agentsMac for running local models
A conceptual editorial illustration for "How to Run a Local AI Coding Agent on a Mac".

How to Run a Local AI Coding Agent on a Mac Mini (M4)

Build a local AI coding agent on an M4 Mac Mini with Ollama's MLX backend, Qwen3-Coder-Next, Serena MCP tools, and a Panel chat UI. No token billing.

local AI coding agent Macrun LLM on Mac Mini M4Ollama MLX
A small central computer board running a compressed, quantized AI model connects to a ring of similar low-power boards forming a peer-to-peer cluster.

How to Run a Local LLM on Old Hardware: The 2026 Playbook

Quantized GGUF models, BitNet 1-bit weights, and P2P clusters like exo and Petals let you run real AI on a Raspberry Pi or old laptop. Here's the playbook.

run local LLM on old hardwarelocal AI Raspberry PiBitNet b1.58
An old laptop displaying a layered diagram of a quantized local AI model split into small connected nodes, illustrating on-device inference without a GPU.

How to Run Local AI on Old Hardware (No GPU Required)

Old laptops can run local AI. See how Omarchy Linux and Ollama turn a decade-old, GPU-less machine into a working agentic coding setup.

running local AI on old hardwarelocal AI without GPUOmarchy Linux install
An open structural framework routing data between a mechanical rotary dial and a blank display panel through a central logic cartridge, representing local AI scripts integrating repurposed hardware.

How Developers Reuse Old Hardware with Local AI Scripts

Learn how developers turn rotary phones, old laptops, Kindles, and spare phones into a subscription-free smart home using open-source local AI scripts.

reuse old hardware local AIlocal-first smart homeFrigate NVR
A spatial diagram of computing hardware scaling up in size, from a single graphics processing card to a multi-board desktop workstation, and finally to a towering server rack, all linked by physical data traces.

What Hardware Do You Actually Need to Run LLMs Locally?

What GPU, memory, and budget you actually need to run a 27B-class model like Qwen3 locally, plus the break-even math against API pricing.

hardware requirements for local LLM inferencerun Qwen3 locallylocal LLM GPU requirements