When one socket of 48 cores runs dry on AI throughput, two 8568YA+s double it to 96 — where does that beat waiting for a single bigger-core part?

  The win is staged spending. One 8568YA+ already carries 48 cores and 96 threads with memory and 300MB of L3, enough to spread an AI data plane plus inference in parallel; when throughput runs short, the second socket doubles it while the single-core 4GHz experience never changes. Compared with buying one huge-core flagship up front, this route lets budget track real load.

  Teams whose scale is undecided but headed for a rack get headroom from the two-socket path; a machine room with room and power for one socket just pays for an idle half. Size memory per socket against 96 threads before ordering — the second CPU should never wait on the first one's data.