Crypto’s Chaos Day: Macro Mayhem, Not a Binance Blunder

Binance blamed the October 10 flash crash on a macro shock colliding with heavy leverage and evaporating liquidity, rather than any breakdown in its trading systems following speculative chatter on social media.



![Traditional natural language processing attacks demonstrate limited transferability and reduced effectiveness against in-context learning classifiers-as evidenced by consistently lower attack success rates (measured as Attack Success Rate [latex]ASR[/latex] and robust [latex]rASR[/latex]) across varying perturbation budgets-highlighting the need for attack strategies specifically designed for this emerging paradigm.](https://arxiv.org/html/2601.21586v1/x44.png)


