Paras Llama-70B-kotipalvelin

Balances your priorities with a 3135€ price tag and a 12W idle draw.

• Not specialized: it does not push any single dimension (value, silence, expansion) to the extreme.

• GMKtec EVO-X2 — AMD Ryzen AI Max+ 395: 32 threads, 128GB RAM, 12W idle — a complete, efficient prebuilt for this workload.
• Turnkey: no assembly, smaller footprint, lower energy than a custom build.
• Unified memory: the integrated GPU can use up to ~96 GB of the 128 GB as graphics memory, so the model fits without a dedicated card. Decode speed follows the 256 GB/s memory bus — several times slower than a high-end card, but a fraction of its price and power.

• Unified-memory build — the model in shared RAM, no card beats "Smart build — best all-round" on performance -30, value +53, efficiency +90, expandability -67, longevity +16 — that is why it is recommended for your priorities.