You can pick up Bombs just like how you can pick up rocks! (I did realize I didn't point this out in game like an hour after I submitted haha 😅 also why I sued that screenshot in hopes it could be a subtle hint haha)
So after you place them you can use the K button to pick up and then throw them!
Glad you have enjoyed it so far!!