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technology23h ago
CUDA Proves Nvidia Is a Software Company
- Nvidia’s CUDA is described as a platform of software libraries that significantly speed up AI operations.
- The article argues CUDA creates a lock-in: modern ML frameworks run on CUDA, making AMD and others underperform in practice.
- OpenCL and ROCm are noted as weaker challengers, limiting Nvidia’s rivals in the AI software race.
- The piece credits Nvidia with hiring more software engineers than hardware experts, reinforcing its software edge.
- DeepSeek and PTX are cited as examples of how deep CUDA levels go in optimizing GPU tasks.
- The article frames Nvidia as closer to a software company than a traditional hardware maker.
- CUDA’s impact persists across AI workloads, helping Nvidia retain AI leadership despite competitors.
- The piece notes CUDA and Nvidia’s ecosystem have endured competition from industry rivals while maintaining leadership.
- The article marks CUDA’s platform approach as central to Nvidia’s AI-enabled computing dominance.
- The article concludes Nvidia’s moat is largely about software, not just hardware prowess.
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