Imagine sitting inside a fully autonomous car with the windshield painted completely black—you can't see the road, nor the steering logic, and can only blindly trust. This is the most painful reality snapshot of the current global AI industry.



We feed questions into large models, and the models spit out answers. But what about the logical reasoning process hidden deep within the neural network parameters? Has the data been poisoned? Is there a hidden centralized intent manipulating the results? It’s always a black box.

Entering 2025, we are in an era of explosive growth for AIAgents. Thousands of AI agents begin managing assets and signing on-chain contracts. The trust crisis, which was once confined to academic discussions in labs, has suddenly burst into market reality. We urgently need a lock to pry open this black box.

Some say the answer is Kite—a hub protocol deeply integrated with Web3 and AI. But it’s not simply about moving models onto the chain to run once. What it truly aims to do is build a decentralized reasoning verification layer. To put it another way: traditional AI is like an alchemist locked in a secret chamber, mysterious and inscrutable; Kite, on the other hand, brings the entire alchemical process into the sunlight, with every step stamped with an immutable electronic seal.

The trump card in technology is verifiable computation. Specifically, it introduces a proof chain mechanism. Under the old architecture, verifying the output of a 70 billion parameter model? As difficult as climbing a mountain. But with this mechanism, verification becomes truly feasible.
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FlatlineTradervip
· 6h ago
Blind box AI trading, who dares to take it? Someone has to break open this black box.
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MoodFollowsPricevip
· 6h ago
Black-box AI trading assets, who dares to get on board... Kite's verifiable computation sounds promising, but can it really open up the black box? Another Web3 savior has appeared, this time more reliable. Verifying 700 billion parameters? Still feels like we need to see the actual results. Honestly, I'm a bit nervous about signing AI agent contracts now. Can this proof chain mechanism prevent data poisoning? Still feels like it depends on who maintains it. On-chain transparency ≠ security, but it's definitely better than a black box. If Kite can truly eliminate centralized manipulation intentions, that would be amazing, but it might take a few more years to see the real results.
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AirdropHuntervip
· 6h ago
Black-box AI trading assets? Just thinking about it is frightening. How big must one's heart be to just let go and not care? Kite's verifiable computing sounds good, but has it actually been implemented? Just shouting about decentralization isn't enough; we need to see actual order execution. Trust has become a luxury these days. AI must be transparent to be acceptable. Verifying 70 billion parameters? If it can really be done, only then can we feel safe letting the Agent run. It's both a chain and a protocol, but in the end, it's still about who controls the discourse.
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BlockchainGrillervip
· 6h ago
Black box AI trading assets, who dares to believe it? It will crash sooner or later. Kite's verifiable computation sounds good, but can it really be implemented? Web3 and decentralization again, it feels like a new story every year. AI agent signing contracts to trade, it depends on who verifies these operations. Can the proof chain mechanism break the black box? Trust it halfway, see how the actual implementation goes. This analogy is quite fitting, but how does on-chain running models ensure they aren't nested inside another black box? Verifiable computation has been talked about for a while, but the core issue is trust. How about trying a different way to renovate the house?
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failed_dev_successful_apevip
· 6h ago
Black-box AI trading assets? How crazy is that? All my money is controlled by an invisible model—who would dare? Kite's verifiable computing sounds good, but can it truly make all parameters transparent? Or is it just another new concept to scam retail investors? AIAgent exploding is fine, but the key is whether someone can audit it. Otherwise, it's no different from current centralized systems. Feels like just hype again—verifiable ≠ truly transparent. Blockchain can't stop interest groups from manipulating either. By the way, if the technology is really good, why hasn't anyone used it on a large scale yet?
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BearMarketSunriservip
· 6h ago
Black box AI trading assets? This needs to be made transparent quickly, or a big problem will inevitably arise. --- Kite's logic sounds good, but can verifiable computation truly solve the problem of data poisoning? It still depends on the actual implementation. --- Web3 and decentralization—talked about endlessly, but let's wait until it really rolls out. First, see if it can withstand market tests. --- Verifying 700 billion parameters changing from an impossible task to a possible one? If that can really be achieved, the AI industry will have to be reshuffled. --- Sitting in a black box car is indeed nerve-wracking, but how many protocols actually solve the trust issue? They're all just talking, no one dares to use them. --- AI agent signing contracts requires verification layers to be real, but I'm more concerned whether Kite can handle large-scale concurrency... --- The alchemist analogy of dragging things into the sunlight is brilliant, but will on-chain verification gas fees directly kill this project?
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ForkTonguevip
· 6h ago
Black box AI trading assets? Uh... how much trust does that require? Feels like gambling with your life.
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