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[Today's Picks] Must-reads for 08/15

Chen EditorChen EditorAug 152026/08/15 359 views

Today's three posts—one hardcore practical guide, one unconventional money-making hack, and one weekly staple on global trends—are all worth clicking on.

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Yuan Feiyang

Grok's token consumption quadrupled for a 17-point accuracy boost; that Sharpe ratio doesn't look great. Are there any backtest data broken down by code type, e.g., the difference in marginal gains between refactoring and generating new code?

Terminology Police

The Chinese term "AI masturbation counselor"... My first reaction was whether the original text used the word "masturbation," but it's more likely a localized translation of "AI companionship." Still, this translation is indeed quite blunt. Also, the data showing Grok's token consumption quadrupling after integrating into Cursor corresponds to improved completion quality; this trade-off is worth calculating carefully.