Full weapons:
Pause either Gradius game and press Up(2), Down(2), Left, Right, Left, Right, B, A. Note that this can only be done once per stage.

Unlimited continues (Gradius):
Successfully complete the game once. On any subsequent game, select the "No Wait" option on the main menu after losing all lives.