Local AI

Open-weight and open-source models and the tools that run them, tested on our own machine: how fast they run, how much memory they need, what they send home and what they cost to run against paying for a cloud service.

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Demucs and WhisperX: A Local Audio Cleanup PipelineBuilds & Tools
Guides

Demucs and WhisperX: A Local Audio Cleanup Pipeline

A build log for our interview chain: Demucs isolates a voice from a noisy field recording, WhisperX transcribes it with…

10 min
ComfyUI Workflow: A Fully Local Image PipelineBuilds & Tools
Guides

ComfyUI Workflow: A Fully Local Image Pipeline

A ComfyUI workflow that runs entirely on one Mac: a node graph instead of a prompt box, models kept on…

10 min
How to Evaluate Open-Source AI Tools: The Atlas MethodBehind-the-scenes
Case Studies

How to Evaluate Open-Source AI Tools: The Atlas Method

A look inside the Atlas, our running record of every local AI tool we test. The same template for every…

10 min
Wiring OpenCode to a Local Model: A Build WalkthroughBuilds & Tools
Guides

Wiring OpenCode to a Local Model: A Build Walkthrough

An OpenCode local model walkthrough, not a brochure. We wired a coding agent to a model on our own machine…

10 min
The Hidden Costs of ‘Free’ Cloud AI TiersAnalysis
Research

The Hidden Costs of ‘Free’ Cloud AI Tiers

A free cloud AI tier does not cost zero. It costs something other than dollars: your data, your reliability, your…

9 min
Agentic AI explained: what it changed for local AIInsights
Research

Agentic AI explained: what it changed for local AI

Agentic AI explained without the hype. Stripped down it is one real shift: a model that answers questions became a…

10 min
Local Deep Research vs Perplexity and the CloudInsights
Research

Local Deep Research vs Perplexity and the Cloud

Local deep research vs Perplexity: a research engine on your own machine keeps every query private and charges nothing per…

10 min
Open WebUI vs Jan: The Local ChatGPT, PickedInsights
Research

Open WebUI vs Jan: The Local ChatGPT, Picked

Open WebUI vs Jan: two ways to put a private ChatGPT in front of someone. A feature-rich browser workspace, or…

9 min
Do you need an agent framework? smolagents, and when to skip itAnalysis
Research

Do you need an agent framework? smolagents, and when to skip it

Do you need an agent framework at all? smolagents vs the alternatives, and why most of the noise is selling…

10 min
Which Local LLM Should You Actually Run in 2026?Research
Research

Which Local LLM Should You Actually Run in 2026?

The best local LLM in 2026 is not the biggest one. It is the model that fits your RAM with…

11 min