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What you’re describing is called ‘skiplagging,’ and it goes against the airline’s Terms & Conditions (the fine print stuff).
If you try it on a round-trip flight, they’ll probably cancel the rest of your itinerary.
People who do this often travel one-way with no checked bags, but frequent skiplaggers have been banned from airlines.
Since you booked a round trip, I strongly advise against trying this.