Memory is I/O from the hardware standpoint, but I don't think that makes sense from a Python coder's standpoint. Python doesn't release the GIL while waiting fo

Memory is I/O from the hardware standpoint, but I don't think that makes sense from a Python coder's standpoint. Python doesn't release the GIL while waiting for a memory fetch, so multiple threads can't concurrently wait on memory the CPU asks for. You're still waiting until the GIL is released before any thread which needs it can execute. If you're calling out to GPUs or DSPs, it's likely the interop code releases the GIL, improving the concurrency situation. But I think by "real concurrency", the author was referring to pure Python, CPU-bound (or memory-bound) code.