Why DeAI
The thesis for decentralised AI – sovereignty, freedom, and why it matters.
What Is DePIN? The Infrastructure Layer Beneath Decentralised AI
DePIN turns idle hardware into coordinated infrastructure using token incentives. It is the physical layer that makes decentralised AI possible. Here is what it actually means, how it connects to AI, and where the gaps are.
Why Self-Host Your AI? The Honest Case for Local Inference
I tried local AI inference on an M4 Max, failed with dense models, then hit 94 tok/s with MoE architecture via MLX. Here's what changed, what still needs APIs, and how to build a hybrid sovereignty stack.
Training Without a Data Centre
Decentralised AI training was supposed to be impossible. A 30,000x bandwidth gap said so. Then a Bittensor subnet trained a 72 billion parameter model over commodity internet. Here's what changed.
The Agent Commerce Stack: Standards Are Ready, the Economy Isn't
Three Ethereum standards now cover payments, identity, and escrow for autonomous agents. Google and OpenAI are building competing stacks. The specs exist. Zero production commerce has happened on them.
When AI Agents Hold Wallets: The Economic Layer We're Missing
AI agents can think, write, and code. But they cannot pay for anything. The infrastructure to change that is shipping, and the gap between what is real and what is narrative is worth understanding.
Why Private AI Inference Is the Next Infrastructure Battle
When you send a prompt to an AI, who else sees it? The answer is more complicated than any project wants to admit. A hands-on guide to the five levels of AI privacy.
How DeAI Actually Competes
DeAI won't beat OpenAI at frontier models. The edge is coordination, specialisation, and economics. Not ideology: game theory and market structure.
The Sovereignty Stack
AI sovereignty isn't theoretical. You can build it today. Here's what actually works, and what doesn't.
Why Crypto + AI Converge
The question isn't whether crypto and AI converge. It's whether tokens add genuine value or serve as optional wrappers.
Privacy Is the Killer App for Decentralised AI
Every prompt you send to OpenAI is training data. Every query to Claude is logged. Privacy is not a nice-to-have. It is the reason decentralised AI matters beyond ideology.
What Is DeAI? What Counts as Decentralised AI
What is DeAI? Every crypto project claims to be an AI project now. Three tests for separating genuine decentralised AI from narrative-surfing.
Centralised AI vs Decentralised AI
An honest comparison. What centralised does better today, where decentralised wins, and where the gap is closing. No ideology, just hands-on observations.
Sovereign AI: What It Is and Why It Matters
What is sovereign AI? A first-principles look at why decentralised AI matters, how the sovereignty stack works, and why the window to build it is closing.