Simplifying the AI stack: The key to scalable, portable intelligence from cloud to edge

VentureBeat•Wednesday, October 22, 2025 at 4:00:00 AM

A simpler software stack is emerging as a crucial factor for achieving portable and scalable AI solutions across both cloud and edge environments. Currently, developers face challenges due to fragmented software stacks, which require them to rebuild models for different hardware, wasting valuable time. However, the introduction of unified toolchains and optimized libraries is paving the way for more efficient model deployment. This shift is significant as it not only enhances productivity for developers but also accelerates the adoption of AI in real-world applications, making technology more accessible and effective.

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