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Qwen: why an AI installed locally must also have limited accessCohere reports unexpected behaviour from Qwen3.8. The published traces chiefly highlight an essential distinction: hosting a model and controlling its actions.
Core Advanced: what do the 2 GB of memory really measure?Apple’s model has 20 billion parameters, but a reading taken after a prompt shows around 2 GiB. These figures do not measure the same thing: one describes the entire model, the other a memory state observed on a particular Mac.