From information acquisition to investment decision-making, the design of this process often determines whether investors can survive in the market. Many people only focus on on-chain data itself but overlook a key point: community discussions, market sentiment, and public opinion can directly shape how these data are presented.

In the current information environment, noise signals account for a very high proportion. What does this mean? It means that having data alone is not enough; more importantly, you need to establish your own information filtering framework and decision-making model.

On-chain data is very real, but real data can also be amplified or suppressed by emotions. Knowing how to separate signal from noise and build an independent analysis system is the core competitiveness for lasting in this market. The most scarce resource in the information age is not data, but judgment.