Modular: HW companies struggle with AI software — CUDA’s ecosystem dominance

AI Impact Summary

Hardware companies struggle to build AI software due to a systemic misalignment of incentives and priorities. The focus on silicon innovation, coupled with a fragmented AI ecosystem and the dominance of NVIDIA's CUDA platform, creates a challenging environment for alternative hardware vendors. Developers are incentivized to optimize for NVIDIA's tools and frameworks, leaving hardware companies with a constant race to catch up and a lack of resources dedicated to building a robust software ecosystem.