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The emergence of DeepSeek’s V3 model is a reminder that the pace of technological change can often outstrip investor expectations, leading to market corrections when innovation challenges previously established narratives. As the AI landscape continues to evolve, investors may need to reassess their strategies, particularly with regard to which firms possess the long-term competitive advantages necessary to thrive in a rapidly changing technological environment.