2025-12-26 03:20:29

The issue of information noise in the crypto market is becoming increasingly severe. The market is flooded with various AI products, but most fall into the same dilemma—massive and useless alert bombardments, blindly following signals, and market noise that is difficult to distinguish between true and false. Investors are overwhelmed by a flood of information every day, spending effort to filter through it but often failing to catch truly valuable on-chain signals.

The fundamental reason for this chaos lies in the fact that most tools merely mechanically pile up data, lacking genuine intelligent filtering and key information extraction. Raw alerts flood in without priority judgment; various trading signals come at you, but lack logical validation. Over time, investors either choose to ignore them or make wrong decisions in numbness.

What is needed is a new paradigm—not more information, but more precise intelligence. This means AI tools must learn to filter, think, and tell users what truly matters to focus on. Moving from raw data accumulation to intelligent decision support, from indiscriminate bombardment to precise push notifications, is the only way to truly change the information ecosystem in the crypto space.

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MidnightSnapHunter

· 4h ago

To be honest, these tools are all just hyped concepts; there are only a few that are truly usable.

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MEVHunter

· 4h ago

Really, the signals in the mempool are drowned out by noise, and now it's impossible to distinguish what is a real opportunity. --- Instead of piling up data, it's better to focus on prioritization, which is the core competitiveness of arbitrage. --- Exactly, we're just missing a tool that truly understands on-chain logic. Right now, all we get are useless alerts. --- The key is to have an MEV perspective; otherwise, even the most accurate push notifications are useless, and you can't capture the price difference. --- Lightning loan monitoring combined with signal filtering... if done well, it could indeed change the game. --- Data at the mining pool level is valuable; everything else is just superficial effort. --- Damn, finally someone hit the point. I'm tired of these brainless signal bots. --- In my opinion, tools without mempool depth monitoring are just nonsense. --- Precise intelligence vs. information overload, this is the dividing line for a track advantage. --- It was high time someone cleaned up the market’s junk information. So annoying.

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TerraNeverForget

· 4h ago

Well said. Those tools are really just spam alert generators. Bombarding with information every day, but all fake signals. I've already muted them. Who can create something that can truly think? Having more information actually leads to faster losses, to be honest.

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LightningClicker

· 4h ago

Exactly right, we are indeed in an era where signals are drowned out by noise A bunch of AI tools are bombarding us every day, I’ve even turned off notifications Who can truly develop such precise filtering tools? That’s the real opportunity to make big money The screen is full of garbage calls, making it even harder to make decisions This is the infrastructure Web3 needs, not just another me-too product

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NotSatoshi

· 4h ago

Exactly right, bombarded every day with these garbage alerts, can't tell which ones are reliable at all. That's true, today's tools are just data trash cans, really need some real skills and knowledge. I'm done, another bunch of useless signals, might as well look at the candlestick charts myself. Precise intelligence requires real expertise, haven't seen such a product yet. This is the real pain point, the more information, the more investments lose... When will there be something truly smart, instead of just reciting scriptures?

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