Why the AI Industry Still Pays a "Python Tax"

This story was originally published on HackerNoon at: https://hackernoon.com/why-the-ai-industry-still-pays-a-python-tax. Python is ~70× slower than C, yet it runs all of AI. A data-driven essay on the “Python tax” — and why Swift may be the language of on-device AI. Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #on-device-ai, #ai-infrastructure, #python-for-ai, #swift-for-ai, #ai-performance, #mlx, #compiled-languages, #hackernoon-top-story, and more. This story was written by: @asaptf. Learn more about this writer by checking @asaptf's about page, and for more stories, please visit hackernoon.com. This article argues that Python's dominance in AI stems from its ecosystem rather than its runtime performance. It examines benchmark data, modern AI frameworks, and industry trends to argue that compiled languages increasingly handle performance-critical workloads, while making the case that Swift is well positioned for on-device AI and local inference.