Utilizing Evolutionary Game Theory, our study transforms Chinese stock market investment. 'Tushare' API empowers analysis of key stocks, optimizing profit-risk balance. Resilient 20-day delay, 12-stock portfolio thrives amidst market upheavals like Covid-19. EGT's potential reshapes stock investment landscape.