2025-12-29 11:23:01

Liquidity monitoring frameworks are actually tools used to track changes in liquidity cycles. They describe a risk state of the market rather than signals that can be directly used for trading decisions. More importantly, these frameworks are fundamentally incapable of predicting market movements or drawing conclusions about rises and falls.

For retail investors who need to precisely choose trading directions and time their entries and exits, the "noise" generated by such analysis reports can be quite significant—especially when you lack hedging tools, can only express your views through net exposure, and your profits depend entirely on correctly predicting market direction. Simply put, using these frameworks to guide specific buy and sell decisions can easily lead to pitfalls.

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ForkTongue

· 43m ago

Basically, these things are just for sightseeing; don't really treat them as recipes to cook by. Framework ≠ Signal, this must be clearly distinguished, or you'll suffer huge losses. Retail investors are most easily fooled by these reports, thinking they can precisely position, but in the end, they keep getting cut. Without hedging tools, relying solely on pushing in the right direction to make money is just asking for trouble. Using these tools to guide trading is pure self-inflicted frustration. After all the effort, it turns out to be just noise, and losses are real money.

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ChainWanderingPoet

· 3h ago

说得太对了，那些天天拿流动性框架当金牌指标的真的该醒醒这玩意儿就是个风险提示，不是买卖信号啊散户没对冲工具还全靠压方向，听这些"研报"纯属自杀式操作我就见过太多人被噪音坑惨了框架能告诉你风险在哪，真的没法告诉你该怎么操作，别搞混了

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NotFinancialAdvice

· 3h ago

It's just ridiculous. How many people are constantly watching these frameworks, trying to buy the dip or sell the top, only to get cut again. The noise is indeed loud, especially when retail investors have no tools to hedge. Another discouragement article, but it's not wrong. Frameworks are just frameworks, signals are just signals; mixing them together is the beginning of falling into traps. After listening to so much analysis, it's better to feel the market's temperament yourself. Everyone wants to hit precise points; who doesn't? The reality is, it's not that simple. Tracking cycles is okay, but don't treat it as a holy grail; it's easy to get caught up. Tools like these have nothing to do with predicting rises or falls; if you get it wrong, it's GG. To put it simply: don't superstition about frameworks; those things are unreliable. Retail investors fear this the most—they want everything, but end up catching nothing.

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MergeConflict

· 3h ago

Well said. This thing is just a risk warning tool, not a crystal ball. This framework is the most deceptive to retail investors, especially those without leverage or hedging. Using it to buy the dip or sell the top will definitely lead to a crash. I've heard too many people say "the framework shows liquidity is poor" and then go all-in, only to get crushed. The framework can only give a sense of the market; truly making money still depends on your own trading system. Indicators are everywhere, but in the end, they are all noise. Don't be brainwashed, brother. That's why most retail investors lose money—they trust these so-called tools too much. I don't believe that purely relying on liquidity monitoring can ensure stable profits. That claim is too absolute. Stay alert. There is no universal framework; otherwise, everyone would be rich by now.

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RetiredMiner

· 4h ago

I wish I knew earlier, most people treat this thing like the Bible, and end up losing everything by going all-in. --- A framework is just a framework; don't idolize it. Retail investors might as well just look at candlestick charts instead of listening to these. --- That's right, but unfortunately, nine and a half out of ten retail investors have to suffer a loss once before they understand. --- That's why I don't believe in things like liquidity analysis; it's all just armchair quarterbacking after the fact. --- Wait, are you saying this thing can't predict rises and falls at all? Then what's the point of releasing such reports? --- Haha, the biggest risk in net exposure trading is trusting this kind of "framework," it's a tool for sending people to their doom. --- I'm done, every time I read analysis reports and trade in the opposite direction, I end up losing. Might as well just go all-in blindly. --- Essentially, it's just risk description, not a trading signal. Unfortunately, retail investors treat it as a prediction magic. --- Yes, yes, yes, when lacking hedging tools, looking at this kind of stuff just invites trouble. --- So how do you actually trade? Rely on guessing?

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SilentAlpha

· 4h ago

Really, many retail investors are just tricked into these schemes and end up losing so much they start doubting life. It sounds very professional but it can't really help you make money. It's better to trust your own instincts. To put it simply, it's just a tool used by big institutions to scare people. We retail investors still get chopped. No matter how good the scheme is, without hedging tools, you're only able to go all-in unidirectionally, and the losses can be quite severe. These days, the hardest part for retail investors is distinguishing between informational noise and genuine signals. This article has awakened me.

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ZKProofEnthusiast

· 4h ago

That's very true. I've fallen into this trap before, treating the liquidity framework as gospel, only to get stuck badly. Frameworks are just references, not the answer, everyone. Reports like these are indeed too noisy for retail investors. Information overload makes it easier to make wrong decisions. Instead of studying these, it's better to manage risks properly.

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