2026-01-14 10:32:10

From a popularity perspective, this type of project is indeed not "sexy"—no application development, no hype around concepts, and no immediate scene dividends. But it is tackling a hard nut that cannot be avoided: when AI makes decisions for you, why trust it?

This is the logical evolution of blockchain. In the past, the blockchain addressed the issue of "trustworthy ledger," but now someone wants to solve the problem of "trustworthy thinking process." Writing reasoning processes on the chain and using zero-knowledge proofs to constrain computation steps essentially turn AI's black-box decisions into verifiable and traceable transparent processes. It is highly technical, but in the long run, this might be more fundamental infrastructure than the application layer.

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HodlVeteran

· 4h ago

It sounds like one of those jobs that requires patience, and right now there's indeed no hype... but I have to say, this time we might have really hit the right direction. --- Black-box AI decision on-chain verification, I like this logic. Much more reliable than projects that rely on hype and concepts. --- It's another infrastructure story. Our group of old-timers has heard this so many times, but... every time the infrastructure is built, that's when the big show begins. --- If it's not sexy, then so be it. Anyway, I've been losing money for so many years that I've already learned to pick niche opportunities. This thing might just take off someday. --- Zero-knowledge proof constraints for computation, really breaking down AI black boxes... If this works out, the scope will be much larger than most current applications. --- Another "long-term" project. Every time I hear this phrase, I have to eat two more bowls of rice to calm my nerves [dog head]. --- Tackling tough problems has always been most worth paying attention to when no one else is watching. That's exactly how I missed the bottom in 2018.

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GateUser-b37fca29

· 16h ago

Happy New Year! 🤑

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AirdropGrandpa

· 16h ago

Roughly speaking, but with a solid point—this is true infrastructure, not those projects that are just hyped up every day.

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GasWaster

· 16h ago

ngl this hits different... verifiable ai reasoning on-chain is basically the infrastructure play everyone's sleeping on rn. finally someone talking about the *actual* hard problem instead of another dog token lmao

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ProxyCollector

· 16h ago

Not sexy but necessary, this is the real thing worth playing with.

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gaslight_gasfeez

· 16h ago

Ha, finally someone said it. If the hype isn't enough, it has to die? Those truly valuable things have long been buried underground. The AI black box issue, sooner or later someone will expose it. Zero-knowledge proofs on the chain sound complicated, but it's actually just to prevent these big models from talking nonsense, with evidence to verify. I'm tired of hearing about infrastructure stories, but this time it seems really different? Maybe. I just feel like it might sink another round, and one day someone will suddenly realize the value of this thing.

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UnluckyMiner

· 16h ago

Thinking about it, this thing doesn't look that sexy at first glance, but upon closer inspection, it's interesting—breaking open the AI black box, now that's the real deal.

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