In the era of explosive growth in DeFi and AI applications, data quality determines everything.
Imagine what happens if garbage data flows into AI models. The model will crash directly. The same principle applies to DeFi—untrustworthy price data, unclean on-chain information—these are all invisible bombs—posing risks to user assets everywhere.
That's why the industry places such importance on oracle services. A good Oracle system needs to accomplish two things: first, ensure that data sources are sufficiently clean, filtering out noise and anomalies; second, implement multi-chain verification mechanisms to guarantee data authenticity and trustworthiness. These two points may seem simple, but executing them well is not easy.
Currently, some projects are deeply focused on this area, dedicated to providing high-quality on-chain data infrastructure for the entire ecosystem. Their approach is very clear—only when data cleanliness and credibility meet standards can they truly support the steady development of the AI and DeFi ecosystems. In other words, data is the infrastructure, the prerequisite for these applications to run smoothly.
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fomo_fighter
· 4h ago
Garbage data comes in and immediately gets discarded. Someone should have been monitoring this area closely a long time ago.
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JustAnotherWallet
· 4h ago
Data is the new oil. Without a good oracle, it's all nonsense. I've been saying this for a long time.
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PebbleHander
· 4h ago
Data is indeed fundamental, but to be honest, there are still only a few truly clean oracle projects; most are just muddling through.
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AirdropHunterXiao
· 4h ago
Data pollution is really exhausting. Every time I see a sudden price crash, I have to wonder if an oracle has gone wrong again.
Garbage in, garbage out—this saying is truly accurate.
If you ask me, only projects with real capability dare to bet on the oracle track now.
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SerumSquirrel
· 4h ago
Is the purity of data really that important? It seems like many projects are still just playing tricks.
Oracles are indeed a bottleneck, but honestly, most protocol data verification mechanisms are still too poor.
If the oracle fails, it can really be an invisible bomb. I've seen too many projects lose everything due to price feed issues.
These days, projects that don't trust oracles actually seem more reliable.
Data infrastructure is important, but whose oracle system is truly solid?
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GasFeeVictim
· 4h ago
Data is indeed a bottleneck, and bad oracles have really caused trouble for many people.
In the era of explosive growth in DeFi and AI applications, data quality determines everything.
Imagine what happens if garbage data flows into AI models. The model will crash directly. The same principle applies to DeFi—untrustworthy price data, unclean on-chain information—these are all invisible bombs—posing risks to user assets everywhere.
That's why the industry places such importance on oracle services. A good Oracle system needs to accomplish two things: first, ensure that data sources are sufficiently clean, filtering out noise and anomalies; second, implement multi-chain verification mechanisms to guarantee data authenticity and trustworthiness. These two points may seem simple, but executing them well is not easy.
Currently, some projects are deeply focused on this area, dedicated to providing high-quality on-chain data infrastructure for the entire ecosystem. Their approach is very clear—only when data cleanliness and credibility meet standards can they truly support the steady development of the AI and DeFi ecosystems. In other words, data is the infrastructure, the prerequisite for these applications to run smoothly.