Many novice traders in the US stock market probably find these unfamiliar tickers quite frustrating.

Besides the popular stocks with high trading volume, most people are unfamiliar with the detailed segments within hot sectors like optical modules, optical communications, storage, and others.
After trading US stocks for over 100 hours, you realize that thoroughly analyzing a company's fundamentals, financial reports, conference call summaries, etc., and establishing a logical position belief, at least takes 10 hours.
Without this valuation anchor and relying on intuition to trade, it's impossible to hold onto stocks.
And after many crypto exchanges launched US stock sections, although trading volume has started shifting toward US stocks, it’s still difficult to build a comprehensive understanding system.
Objectively speaking, most on-chain traders who are used to trading based on narratives and emotions are basically swimming naked when they try to trade US stocks.
Regarding this issue, a friend recommended using @dappOS_com's new product xBubble, which provides a better SOP for US Equity Research.
I handed xBubble the task of helping me analyze the basic information of $CRDO and $ALAB .
It basically helped establish a complete buy-side analysis framework.
I tried it briefly—covering industry chain position, SOTP segment valuation, and scenario analysis for Bull/Base/Bear cases—all included, with all arguments and data points linked to original SEC disclosure documents or official IR links, fully traceable.
It took care of the most time-consuming part of data collection and framework building, which really suited my needs.
Moreover, xBubble’s SOP can be continuously iterated; it lists reliable information sources and integrates institutional data like Bloomberg, and can be fed with research habits to develop a personalized research framework.