Where AI actually runs: cloud, local, edge
When you use AI, a model file is sitting on a real machine. There are only three places it can be, and which one decides almost everything else.
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Posts on AI engineering, LLM systems, and software development.
When you use AI, a model file is sitting on a real machine. There are only three places it can be, and which one decides almost everything else.
Why VRAM is the one number that decides whether a local LLM runs, what quantization really does to a model file, and the hardware ladder from an 8GB laptop to a 192GB workstation.
Unified memory lets the GPU see all of RAM. Here's why that beats a discrete-GPU PC past 32B parameters, what fits in 16/32/64/128/192GB, and where Apple Silicon still loses.