Recently browsing through the social media updates, I noticed an interesting phenomenon—eight out of ten KOLs are promoting "quantitative automated earning scripts," while the remaining two are sharing screenshots of "earning 5% daily." The comment section is full of newbies asking for links, and seeing this scene really makes me a bit angry. As an observer who has been involved in the crypto space for many years, I must clarify: truly profitable quantitative strategies have long been quietly making big money; no one is going to package them into courses selling for 599 or 1999 yuan to retail investors.

Let me give beginners a quick explanation of what quantitative trading actually is. Institutional-level quantitative trading relies on complex mathematical models, massive historical data backtesting, and then executing trading instructions automatically through programs. The core logic is "data-driven + risk management." To put it simply, this is not some "one-click passive income" magic trick, but a rigorous scientific methodology.

What about those so-called "quantitative tools" sold to retail investors on the market? Essentially, they are just wrapped in a layer of "quantitative" branding, but the underlying logic is not truly quantitative at all. I have personally seen the most exaggerated case—claiming "perpetual profit without loss," but when opened, the entire system relies on basic technical indicators like moving average crossovers, without even a decent stop-loss mechanism. Some users buy these tools, and when the market fluctuates, they get liquidated immediately. When they try to seek redress from the seller, they are blocked.

Since the risks are so high, let's talk about three pitfalls that must be avoided. The first and most obvious pitfall—any claims of "perpetual profit, zero risk, stable returns"—should be outright ignored. There are no guarantees in financial markets; such statements violate basic logic. The second pitfall is exaggerated backtest data—some sellers cherry-pick market data to show "historical returns," but these figures often cannot withstand real market conditions. The third and most covert pitfall—not revealing the algorithm logic, lacking genuine user feedback, and offering no after-sales support—products like these are basically just scams to fleece users.

My simple advice to everyone: be cautious of any promises of quick wealth. Spend more time understanding the basic principles of trading; this is far more reliable than spending money on so-called "secret weapons." Opportunities in the crypto market are plentiful, but the prerequisite is that you need to survive long enough to see those opportunities.