The story
Derived from the slope in a swimming pool, which is shallow at one side, for beginners, and has a deeper section designed for more experienced swimmers.
Etymology from Wiktionary, CC BY-SA 4.0.
in at the deep end
Today it means: Placed in a complex situation (especially work-related) without adequate preparation or experience. Full definition →