@wliang posted 1078 times over the past 12 months, mentioning 184 distinct tickers with a total of 2303 cashtag references. The most frequently mentioned ticker was $ONDS with 191 mentions, followed by $IREN with 165 mentions and $CIFR with 133 mentions. The voice's activity spans research-oriented content across semiconductor, space, defense, and cloud computing sectors.

Most recently, @wliang shared thematic ETF tracking approaches and sector-specific positioning commentary. The voice discussed using instruments like $DRAM for memory, $HUMN for robotics, and $UFO/$NASA for space exposure, while also noting declines across AI semiconductors including $MRVL, $MU, and $NVDA, as well as neocloud and space-related tickers.