RISC architectures pursues speed and simplicity by focusing only on a small set of highly efficient instructions. This design philosophy goes with the principle of "Make the common case fast", which emphasizes optimizing frequently executed instructions to maximize overall performance. By simplifying the instruction set and ensuring that common operations can be executed quickly and efficiently, RISC processors reduce the complexity of the hardware, allowing for faster execution and better pipelining.