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The Times of India News

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How performance engineering can democratise AI access in India

Indias AI growth is constrained by high GPU costs, limiting access for startups, universities, and public-sector engineers. Performance engineeringoptimising hardware-software integrationoffers a solution by improving memory usage, bandwidth, and CPU-based AI inference. Techniques like memory pooling via CXL and model quantisation enable efficient, scalable AI on existing servers, reducing costs and energy consumption. By training engineers in hardware-software co-optimisation, India can transform AI from a centralised luxury into a distributed, accessible resource across sectors and regions.

11 Dec 2025 3:35 pm