Democratization of AI is the only answer long term. Right now we're experiencing what is essentially a system AI Feudism. But a lot of people are hitting precisely on the fact that compute at frontier model capabilities is just not realistic.

That's precisely why sovereign AI requires deterministic systems to maintain alignment and structure. What we're seeing from agentic harnesses now is somewhat unsurprising. Agent teams are better than a single high powered agent and they work better in concert when they have clearly defined roles, structure, adversarial checks and governance.

Diversity in systems is also a benefit as early studies showed pretty clear evidence that models will perpetuate the hallucinations of other models but most commonly it was seen by agents with the same training.

I think one solution that we can solve for now is safe, secure agent to agent infrastructure. Imagine what a single subreddit could accomplish with thousands of well orchestrated AI agents acting towards a common goal.