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Can an 8 GB Edge Device Run a 2 GB Model? Budget Memory at Peak Concurrency

Eight gigabytes of RAM minus a 2 GB model file is not 6 GB of usable inference memory. Calculate the KV cache, then test the longest request and peak concurrency. That subtraction cannot approve a device. The file is a storage artifact; inference also keeps weight pages resident, allocates KV cache…

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  1. 2026-11-10 12:20 · DEV Community — AI
    Can an 8 GB Edge Device Run a 2 GB Model? Budget Memory at Peak Concurrency

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