Thought AI
What Is LLM Discoverability?
Visibility is whether an LLM can find you. Discoverability is whether it will recommend you when a user is ready to act. Most businesses are optimizing for the wrong one.
Read the articleThe machines are reasoning. Most people don't know how.
I write about how large language models actually work - not the hype, not the fear - and what that means for the businesses and humans building alongside them.
Founder of Minnesota.AI, where I build applied AI systems and LLM visibility strategy for organizations that want real outcomes.
Start Here
Three articles that anchor everything else on this site.
Thought AI
What Is LLM Visibility?
Before a model can recommend your business, it has to be able to read it, understand it, and trust it. Here's what that foundation actually requires.
Read the articlePhilosophy
What Is LLM Philosophy?
LLMs are a black box. We can observe what goes in and what comes out - but what happens in between is still largely unknown. LLM philosophy is the practice of thinking seriously about that gap.
Read the articleAll Writing
Explore The Full Archive
Explore the full archive across Thought AI, Philosophy, and Stories.
View all writingAbout
Building AI Systems And Thinking Out Loud
I'm David Valencia - systems thinker, operator, and founder of Minnesota.AI. I've spent the last decade building logic-heavy automation systems and data infrastructure for digital businesses. This site is where I think out loud about AI, what it actually does, and what it means.
Minnesota.AI is where that thinking gets applied - in production AI systems and LLM visibility strategy for organizations building ahead of the curve.
Visit Minnesota.AI