Two years ago, everyone was saying, "Whoever masters large models will master the future." But now? Models are everywhere, and what's truly holding things back are the less glamorous, gritty parts of the job—where does the data come from, how do we handle computing power, and can the demand be sustained? Only those who can solve these three problems are qualified to keep playing this game. Protocols like KITE, to put it plainly, are competing for a ticket to the second half of the AI race.
Everyone understands the traditional playbook: you contribute your data for free, the platform uses it to sell ads or collect subscription fees, and you don’t get a penny. This logic has been played out in Web2 for twenty years, and users have long gotten used to “being exploited for free without a say.” But the rules on-chain are different.
KITE breaks down the entire data production chain in great detail—those who collect raw data, those who clean and label it, those who provide computing power, those who develop models, and those who build applications. Every step can receive its corresponding reward through smart contracts. At first glance, it might seem like they’re making simple things complicated, but think about it: as the AI industry enters a battle for existing market share, whoever can attract reliable collaborators with a more refined distribution mechanism is more likely to get good data.
From another perspective, if you had a batch of high-quality data in a vertical field, would you hand it over to a platform that “can’t explain how profits are shared and gives you no say at all”? Obviously not. KITE’s token can be used both as a payment tool and for governance voting. This dual nature essentially gives participants a long-term expectation—you’re not just a worker, you can also become part of the rule-makers.
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NftBankruptcyClub
· 17h ago
Ultimately, it’s still a matter of profit distribution. Web2 has been free-riding for too long, and this kind of transparent on-chain revenue sharing is indeed interesting.
But can data quality really be guaranteed, or is this just another round of hype?
For protocols like KITE to truly survive, it all depends on who is actually using it within the ecosystem and whether token voting rights can really make a difference.
Interesting—finally, someone is recognizing the value of users.
No matter how good it sounds, they're still middlemen. In the end, it comes down to who can actually make money.
This logic just sounds like old wine in a new bottle. Decentralized revenue sharing sounds cool, but how many can really use on-chain governance powers properly?
Honestly, I have doubts about the sustainability of this token incentive model. What happens after early participants have taken their profits?
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WenAirdrop
· 17h ago
Holy crap, someone finally spelled this out. That whole Web2 freeloading logic should have died a long time ago—on-chain revenue sharing is the real way forward.
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LiquidationSurvivor
· 17h ago
Data is king now. Models have become commonplace a long time ago, and now everyone is competing on infrastructure... KITE's distribution logic really hits the mark. Finally, there's a protocol that dares to treat participants as people instead of just leeks.
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GetRichLeek
· 17h ago
No, this logic sounds way too perfect. If it were really that easy to make money, there wouldn't be any market makers left...
Wait, I need to try bottom fishing, just in case KITE really is different this time.
If this thing can actually land, it's way more reliable than those big model companies that just talk a big game.
Honestly, it still comes down to who catches this wave of dividends first. The fact that I don't have any chips right now is what's really killing me.
This distribution logic really does hit Web2's pain points, but what I want to know more is how to participate... Has anyone already set up positions on-chain?
Feels like I'm about to get rekt again, but I also can't bear to miss out. That's the worst feeling.
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consensus_whisperer
· 17h ago
Hey, this logic is quite interesting. Data ownership is indeed an opportunity for Web3 to turn the tables.
Two years ago, everyone was saying, "Whoever masters large models will master the future." But now? Models are everywhere, and what's truly holding things back are the less glamorous, gritty parts of the job—where does the data come from, how do we handle computing power, and can the demand be sustained? Only those who can solve these three problems are qualified to keep playing this game. Protocols like KITE, to put it plainly, are competing for a ticket to the second half of the AI race.
Everyone understands the traditional playbook: you contribute your data for free, the platform uses it to sell ads or collect subscription fees, and you don’t get a penny. This logic has been played out in Web2 for twenty years, and users have long gotten used to “being exploited for free without a say.” But the rules on-chain are different.
KITE breaks down the entire data production chain in great detail—those who collect raw data, those who clean and label it, those who provide computing power, those who develop models, and those who build applications. Every step can receive its corresponding reward through smart contracts. At first glance, it might seem like they’re making simple things complicated, but think about it: as the AI industry enters a battle for existing market share, whoever can attract reliable collaborators with a more refined distribution mechanism is more likely to get good data.
From another perspective, if you had a batch of high-quality data in a vertical field, would you hand it over to a platform that “can’t explain how profits are shared and gives you no say at all”? Obviously not. KITE’s token can be used both as a payment tool and for governance voting. This dual nature essentially gives participants a long-term expectation—you’re not just a worker, you can also become part of the rule-makers.