RAM

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When Adding RAM or an SSD Makes More Sense Than Buying an AI PC

RAM and SSD upgrades make sense for local AI when the existing CPU and platform already meet the workload requirements; they cannot fix missing instruction support, inadequate GPU capability or a platform with no useful upgrade path.

Using Refurbished Computers for Local AI Experiments

A refurbished computer can be a good low-cost local-AI lab when the exact CPU, instruction support, RAM ceiling, storage, GPU options, cooling and power use match the runtime and model you actually intend to test.