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Qualcomm buys AI chip software startup Modular for $3.9 billion

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Qualcomm is acquiring Modular, a startup that has become one of the most closely watched players in AI chip software, for $3.9 billion. The deal marks a significant consolidation in the emerging infrastructure layer that sits between AI models and the hardware they run on. Modular, which developed tools for optimizing how AI systems use computing chips more efficiently, had raised venture capital at a roughly $800 million valuation before this exit, meaning investors and employees are seeing roughly a 5x return in less than a decade. For Qualcomm, the acquisition is a direct bet that the future of AI computing depends less on raw chip horsepower and more on the software layer that orchestrates it. The deal underscores how the AI boom is creating appetite for specialized infrastructure plays, not just chip makers themselves.