Topic

AI

Everything we publish on AI: the models we run on our own machines, what the tools send home, the benchmarks we measure ourselves and the claims we check against the code. Start with the investigations, then the guides.

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, the studio's running record of every local AI tool we test. The same template for…

10 min
We Replaced Our Paid AI Tools With Open-Source Local OnesCase Studies
Case Studies

We Replaced Our Paid AI Tools With Open-Source Local Ones

A real swap, not a thought experiment. We took the paid AI tools the studio was leaning on and replaced…

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 three layers of a local AI stack, and what to skipBuilds & Tools
Case Studies

The three layers of a local AI stack, and what to skip

The local AI stack we run every day: compute, model and tools. What we chose, what we rejected, and the…

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
Is Local AI Good Enough to Replace the Paid Tools?Insights
Research

Is Local AI Good Enough to Replace the Paid Tools?

Is local AI good enough to replace the paid tools? For most of what you do in a day, yes.…

10 min