ai ecosystem 2

https://charlie-wiki.win/index.php/Why_End_to_End_AI_Matters_for_Real_Business_Impact

The AI ecosystem is a messy, interconnected web of hardware, software, data, and people, all feeding into each other. You've got the chipmakers and cloud providers building the infrastructure, the researchers and developers crafting models, and the businesses trying to apply it all without breaking the bank or their ethics. It's less like a neat garden and more like a bustling, chaotic city.