that's interesting, I've been taught the complete opposite. lol
a strong weld should be fully penetrated with weld reinforcement no more than an 1/8''.
You got taught wrong. A fillet weld pretty much has zero penetration at the root, so if you are welding say 1/2inch plate to 1/2inch, you need a 1/2 inch weld.
