A better title would be "Our Brains Are Not Multi-core' - so multitasking, just like multi-threading on a single core CPU, will incur a penalty of context switching, cache misses, and so on.
Looking at split-brain patients, it does seem like each hemisphere is a "core" which communicate via the corpus callosum. So you could say that our brains are multi-core.
