2025 is coming to an end. Looking back on this year, if we compare the evolution of Web3 to a long-term battle for "digital sovereignty," what we initially saw was just the transfer of financial assets—until protocols like APRO matured, and the war truly reached the most critical battleground: who gets to set the price of data.
Honestly, our approach to data has always been distorted. It's like how we treat exhaled carbon dioxide—it's a byproduct of life, but we've never thought it was valuable, so we let it drift freely in the network. And what happened? Those big internet companies are like equipped with super air compressors, freely sucking up this "waste gas," processing and purifying it, then selling it to advertisers and AI models for huge profits. It wasn't until I encountered APRO that I realized: every interaction on the chain, every increase in social weight, even every decision in decentralized prediction markets—these are not waste gases—they are, in fact, untapped "digital crude oil."
Therefore, the significance of APRO lies in transforming oracles from mere "information carriers" into "data refineries."
From a technical perspective, APRO breaks the traditional black-box operation of oracles. It introduces a new mechanism called "verifiable data ownership." Now, in 2025, an era of explosive growth in AI agents, high-quality, authentic data with intent labels has become the most scarce resource. APRO uses zero-knowledge proofs (ZK) to enable users to prove to buyers that their data is genuine and substantial without revealing privacy. It’s like...
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OnChain_Detective
· 16h ago
wait hold up... "verifiable data ownership" via zk proofs sounds clean on paper but pattern analysis suggests we need hardcore scrutiny here. who's actually validating the validators? flagged this exact architecture before, rugpull signatures written all over it tbh
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ZeroRushCaptain
· 16h ago
It's the same story about "digital crude oil" again. I've been hearing it for over a year, and my withdrawal card is still the same...
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ContractBugHunter
· 17h ago
Data pricing is an interesting topic, but I still feel like it depends on projects that can actually be implemented, not just look good on paper.
The explosive growth of AI definitely requires data, but can ordinary users really make money from it? That's the key question.
Zero-knowledge proofs sound impressive, but privacy protection for users has been touted many times before.
Decentralized prediction market pricing data... sounds like moving the secondary market onto the blockchain? Isn't the risk also doubled?
2025 is almost over, how is the actual adoption rate? Don't just talk about visions.
2025 is coming to an end. Looking back on this year, if we compare the evolution of Web3 to a long-term battle for "digital sovereignty," what we initially saw was just the transfer of financial assets—until protocols like APRO matured, and the war truly reached the most critical battleground: who gets to set the price of data.
Honestly, our approach to data has always been distorted. It's like how we treat exhaled carbon dioxide—it's a byproduct of life, but we've never thought it was valuable, so we let it drift freely in the network. And what happened? Those big internet companies are like equipped with super air compressors, freely sucking up this "waste gas," processing and purifying it, then selling it to advertisers and AI models for huge profits. It wasn't until I encountered APRO that I realized: every interaction on the chain, every increase in social weight, even every decision in decentralized prediction markets—these are not waste gases—they are, in fact, untapped "digital crude oil."
Therefore, the significance of APRO lies in transforming oracles from mere "information carriers" into "data refineries."
From a technical perspective, APRO breaks the traditional black-box operation of oracles. It introduces a new mechanism called "verifiable data ownership." Now, in 2025, an era of explosive growth in AI agents, high-quality, authentic data with intent labels has become the most scarce resource. APRO uses zero-knowledge proofs (ZK) to enable users to prove to buyers that their data is genuine and substantial without revealing privacy. It’s like...