Ask Slashdot: How do you Start an Open Source Project?

Jean-Marc asks this question: "Someone already asked how to comtribute to open-source projects. Now I ask the complementary question: We have an open-source project idea, now how do we get started? In that case, I'm talking about a project that has to involve more than just developers. (For those interrested, it's speech recognition for Linux)"