That feeling went up a new level when Lopez shared a Snapchat video of the two together on Tuesday from inside the recording studio, looking cute in a deer filter.
“Studio shenanigans… Oh Deer!! #makinghistory #again #funtimes #familia Lol!!” Lopez wrote.
Lopez’s new album is due out in 2017, her rep confirmed to PEOPLE on Thursday. Anthony will executive produce the album, and the first single is scheduled to hit airwaves in November, according to Billboard, who first reported the news.
Lopez’s upcoming album is her first all-Spanish offering since 2007’s Como Ama Una Mujer, which was also co-produced by Anthony.
In a statement to Billboard, the 47-year-old singer expressed her thrill for the new musical collaboration.
“I am so excited and really looking forward to this new musical journey and to celebrate my Latin roots with Marc Anthony and the Sony/Magnus family,” the statement read.