In an era of information explosion, how can we seize real opportunities amidst the overwhelming noise?



Recently, I came across an interesting project that redefines the value of data using the Twitter Oracle 3.0 architecture—it's less of an oracle upgrade and more of an attempt at data democratization.

**Why is this approach worth watching?**

**First, the power of AI-driven precise filtering.** Twitter is filled with emotional signals, mixing genuine signals with false ones. This project has developed its own large model (based on Llama-3.2 fine-tuning) that scores social signals across 7 dimensions. Only high-quality signals with a Truth Score above 75 are written onto the chain. In other words, it can effectively distinguish FOMO and FUD, transforming Twitter's emotional fluctuations into truly priceable and tradable on-chain data.

**Second, the incentive design breaks the monopoly.** Traditional oracles are controlled by large institutions, but this project takes the opposite approach—ordinary users can earn tokens by posting high-quality tweets. Half of the total token supply is entirely contributed by the community, directly tying the project's vitality and community activity together, creating a genuine positive feedback loop.

**Third, it captures a key market timing window.** With ongoing market volatility, accurate off-chain data is becoming increasingly critical for on-chain decision-making. Entering at this moment, the prospects are quite promising.
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ProxyCollectorvip
· 12h ago
Wait a minute, Truth Score 75 is enough to go on the chain? Isn't that threshold a bit low? I feel like a lot of noise might still slip through.
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WalletDetectivevip
· 13h ago
Is the threshold of a Truth Score of 75 a bit too high? Will there be so few signals that actually pass?
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GasFeeDodgervip
· 13h ago
Talking about the Truth Score 75 threshold, can it really filter out those small retail investors who are partying every day? I remain skeptical. 50% community supply sounds appealing, but in the end, isn't it just the big players cutting the leeks? I've seen this trick many times. However, the oracle sector is indeed a market necessity. I am optimistic about data democratization, but it all depends on whether the team is reliable. Another new concept—will it be just a flash in the pan and then fade away? Why does it feel like oracles need to be "upgraded" every year? Where did the previous projects go? Can this kind of model screening really compare to the databases of professional market makers? It seems a bit虚 (vague/unsure). The incentive design is good, but how to kickstart the ecosystem? Who will ensure the quality of data in the early stages? By the way, how are the security risks of bringing off-chain data on-chain being addressed? I didn't see them mention it. Interesting idea, but it still depends on the token unlock scheme—don't want another traditional VC trick.
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