@rfranks A workaround if you want to go with particles is to generate them and stop at a point were they are all in the air and turn them into mesh (SHIFT+CTRL+A, make duplicate real), and then use a simple rigid body simulation.
In your case it’s overdriven but maybe if you have a scene with thousands of pills you might not want to place them one by one.
