So now ask somebody really smart in that technology, like say Jay Forrester[2] who had just finished inventing core memory, to analyze this magic beige plastic box. He could probably recognize that the PCB provided connectivity between parts, but what are the parts, these little flat plastic tiles? I don't think it would be possible to work out from first principles what the functional contents of a DRAM chip is, let alone the CPU. Even if they x-rayed it, supposing they had x-ray tech with enough resolution to resolve a chip, how could they figure out that those little blobs are transistors? Transistors hadn't been invented!
I think they'd have to concede this is "sufficiently advanced" tech, in Arthur Clarke's phrase, to be indistinguishable from magic.