"When Power Scatters Across a Million Nodes"

Can it be scattered so easily?

Can AI be decentralized when its LLMs are still centralized?

Can or will LLMs be decentralized on the networks?

LLMs and AI have inherent limitations at their core, having to do with the structure of mathematical reasoning: they cannot reflect on their own nature (Undefinability), and without outside intervention, they cannot know when they cannot decide, prove, or calculate an answer to certain kinds of recursive questioning and reasoning (Undecidability/Incompleteness). In both cases, humans, creators, owners, and "overseers" must intervene to hard-code "acceptable" AI answers. These interventions are hidden from us. Even well-informed creators and owners seem, in fact, to live in denial that such limitations even exist, asserting instead that these kinds of things can be worked around or mitigated simply by adding more of the exact same mathematical reasoning that is the source of the flaws. This seems an opportunity for an extreme form of centralized power over society.

Reply - Aham Bharatham

You’re right about the limits. And that is exactly the point.

The article is not claiming that power has already been decentralized, or that AI is somehow escaping central control. Today’s systems look distributed on the surface while remaining centralized in training, ownership, governance, and enforcement. That contradiction is the condition we are actually living in.

LLMs are structurally limited. They cannot ground themselves, reflect on their own nature, or escape incompleteness and undecidability. “Autonomous AI” is always mediated by human choices, hard-coded constraints, and silent interventions. There is no such thing as neutral AI power.

Which means the real issue is not whether models can be decentralized, but where authority hides when it isn’t visible anymore.

Power does not vanish in technical layers. It becomes harder to locate, harder to question, and easier to normalize.

So yes, AI can easily become a new concentration point of power rather than its diffusion. And that is precisely why the article treats decentralization not as a technical problem to solve, but as a civilizational one.

This is not a story about machines.

It is a story about who gets to decide, quietly, on behalf of everyone else.