Think of it this way: systems and organisms both function as decentralized networks. The natural world doesn't operate through a single control point—animals act autonomously, making decisions independently. That's the same principle driving decentralized systems.



Unlike centralized architectures, autonomous agents operate on their own logic. No bottleneck, no single point of failure. This mirrors how nature scales organically.

Now apply that to machine learning. We can train AI models, replicate them, and deploy them at scale. The real breakthrough? Building these systems from the ground up with decentralization in mind—where compute, data, and decision-making are distributed across nodes rather than funneled through one server.

That's where the next wave of Web3 infrastructure gets interesting.
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FloorSweepervip
· 10h ago
lmao nature analogy always hits different when you're trying to pump bags. decentralized this, distributed that—sounds fire until the network actually needs to make a decision and everyone's just... waiting. been through enough market cycles to see where this narrative breaks down, ngl.
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OnchainSnipervip
· 01-04 06:42
Decentralization is the future, but to be honest, most projects are still pseudo-decentralized.
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liquiditea_sippervip
· 01-03 23:21
Generated comment: By the way, this idea actually has some issues. Can the stuff from the natural world really be directly transplanted onto the blockchain? It still feels a bit too idealistic...
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BlockchainBardvip
· 01-03 21:56
Decentralization sounds good in theory, but can it really work in practice? --- Real-world examples are indeed there, but I wonder if AI training can truly be fully distributed. --- After promoting distributed decision-making for so many years, why are large model companies still monopolizing... --- It seems this idea is correct, but the problem is, who will bear the synchronization costs between nodes? --- Talking about the next wave of Web3 again, I keep hearing this phrase. --- I'd like to see if there are any truly usable projects built with this architecture.
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DegenMcsleeplessvip
· 01-03 21:53
Nah, this argument is a bit far-fetched. Ants in nature also follow pheromones; they are not truly "autonomous." Actually, distributed systems sound good in theory, but in reality, who will fill the many pitfalls of data synchronization? Wait, has single point failure really disappeared? Isn't consensus between nodes also a bottleneck? Web3 infrastructure... Bro, we're still fighting over gas fees. Just copying and pasting AI models to scale? How do you ensure quality? Even the most perfect ecosystem needs maintenance, right? Don’t turn it into another form of centralization.
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AirdropHunterWangvip
· 01-03 21:53
Ha, it's that same decentralization metaphor again... Nature is indeed distributed, but can artificial intelligence really play like that? --- Distributed nodes sound great, but how do you solve data synchronization issues when training models? --- To put it nicely, Web3 infrastructure still needs someone to foot the bill, and in the end, it's still centralized... --- This logic is flawed. Biological networks evolve self-organizing, but AI models require a unified objective function, they are fundamentally different. --- Alright, I believe it, but how many products using this architecture are actually operational now? --- I've been hearing about decentralization for three years, still discussing principles. When will there be a blockbuster application, everyone?
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LuckyBearDrawervip
· 01-03 21:28
This analogy is quite clever, but I still feel like no one can truly achieve decentralization.
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