Before it was officially named, the problem was already there.



It's not a lack of functionality, nor insufficient performance—the root cause lies in an inherent blind spot in on-chain systems. No matter how meticulously the contract is written, a single slip with external data can cause the entire system to collapse. Price delays, slippage impacts, data manipulation behind the scenes—trust can crumble in an instant. Anyone who has worked on protocols has encountered this pitfall.

This isn't the product of a sudden burst of inspiration.

To put it simply, it's a solution developed after a group of people were repeatedly frustrated by data issues. The backgrounds are quite diverse: some come from traditional finance, some from data engineering, and others have been deeply involved in blockchain at the foundational level. The only commonality is—everyone has been severely burned by "bad data."

Code and logic may be correct, but the system stubbornly stalls at the data link.

So in the early days, the discussion wasn't about "how to speed things up." The problem was more painful: should or shouldn't oracles just be messengers? If the data itself can't be trusted, then no matter how fast, it's just efficient error propagation.

Gradually, the idea started to become more radical: oracles shouldn't just be pipelines—they need to become a "judgment layer."

The progress has been extremely slow. No large funding, no marketing hype. A lot of time has been spent on trial and error: what verification mechanisms are feasible, what would increase costs, what simply doesn't work in real-world scenarios. The solutions pile up: some are too complex, some are overly centralized, some are too expensive for anyone to afford.

The only reason to persist is—this problem is just too real, and ignoring it will only lead to an eventual explosion.
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SwapWhisperervip
· 01-06 11:15
The real issue has never been about speed, but about who dares to trust the data itself. Oracles, in essence, are a trust crisis in data. Without funding or hype, they are actually more reliable. These people have been scammed before and understand that rushing to make mistakes is pointless.
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LightningAllInHerovip
· 01-05 04:35
It's the same oracle trap again; those who have been messed with by data understand.
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AirdropFreedomvip
· 01-03 15:53
Well said, that's exactly what I've been wanting to say. The pitfalls of oracles are far deeper than most people think. I've also been trapped by data delays countless times at the protocol layer, and that feeling is truly despairing.
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NFTDreamervip
· 01-03 15:53
This is exactly what we complain about every day—the data pit, an endless fill.
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BrokeBeansvip
· 01-03 15:52
The issue with oracles is spot on; if the data goes bad, the entire game collapses. I’ve tinkered at the protocol layer before, and I really got burned to the point of questioning life. --- Having no funding and no momentum but still persisting—that’s what I call being pragmatic. Much better than those who boast and then run away. --- To be honest, I get the idea of the "judgment layer," but how difficult it is to implement in practice. --- Code and logic are dead on arrival if the data is flawed; that hits too close to home. I’m currently struggling with the verification mechanism here. --- So right now, oracles still have too much of a transporter role; data quality itself is a bottleneck. --- Anyone who’s been burned by bad data understands that sense of despair, no wonder these folks are so persistent. --- Whether fast or slow, the key is reliability; otherwise, losing money is just a matter of minutes.
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MEVHunter_9000vip
· 01-03 15:46
Really, the oracle thing is just a product of being scammed. Persisted without funding, that's impressive.
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FOMOrektGuyvip
· 01-03 15:41
Really, I have deep experience with oracles. When the data collapses, everything collapses, no room for negotiation. --- No matter how awesome the contract is, it can't save bad data—that's the real Achilles' heel. --- No funding, no momentum, still grinding away—that's gotta hurt. But anyway, someone has to do it. --- "Efficient errors," damn, that hits close to home. --- That group of people jumping from the financial industry really got taken for a ride. I knew this wasn't so simple. --- After testing the verification mechanism for so long, it's still not fully nailed down? Forget it, oracles are basically a trust-building game. --- Without solving the data trust issue, on-chain DeFi will eventually become a mess. --- I've said it before, oracles need to be judgment layers, not just pipelines. Finally, someone thought of that.
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AirdropFatiguevip
· 01-03 15:39
Really, the oracle problem has always been a stubborn issue. If the data is dirty, everything else is useless. Finally, someone is tackling this without relying on funding—it's quite interesting. This is the kind of thing that should be done, not those flashy gimmicks. Once you've been burned, you'll understand—it's that simple. The only concern is that it might end up becoming another big mishmash.
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