In unfamiliar market conditions, where sudden shifts and unpredictable trends in asset prices occur, historical data-driven AI trading bots may struggle to make accurate predictions and execute effective trades, ultimately leading to suboptimal performance and potential financial losses. These automated systems, which rely heavily on patterns and trends established in past market data, may find themselves ill-equipped to adapt to new and unforeseen circumstances, highlighting the limitations of their reliance on historical information alone.
source: https://www.coindesk.com/business/2026/02/11/in-unfamiliar-market-conditions-today-s-historical-data-driven-ai-trading-bots-will-falter