To be honest, there are countless Web3 projects out there with an AI label these days. Their pitch decks look better than anyone else’s, but when you actually try them? Either they’re all show and no substance, or the learning curve is so steep that it drives people away.



I’ve tested quite a few tools recently and found that very few truly solve real problems. Take information filtering, for example—Twitter timelines are endless, Telegram groups have thousands of messages to start with. Trying to catch the important stuff? Basically impossible.

After trying out an AI aggregation tool, I finally felt like there’s a team seriously working on a product. None of those flashy, superficial concepts—just genuinely helping you filter out the noise and extract key information. It’s easy to use, and that’s exactly what Web3 professionals truly need. Don’t talk to me about grand visions—just get the basic features solid first.
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BrokenDAOvip
· 12-06 03:26
Well said, the signal-to-noise ratio is the real need. Most projects haven't thought through their incentive mechanisms, resulting in user experience becoming just a formality.
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SignatureVerifiervip
· 12-05 18:08
insufficient validation of the aggregation logic tbh... how'd they actually handle false positives? require further auditing before i touch it ngl
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ApyWhisperervip
· 12-05 17:52
Unbelievable, it took being fooled by so many PPTs to realize that there are even fewer usable tools than there are projects.
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