Everyone's list will be different, obviously, but I keep seeing 'Weyward' by Emilia Hart pop up in all my circles. It's this triple-timeline historical fiction with witchy elements that just hits a certain mood. I devoured it in two sittings. For something completely different but equally consuming, 'The Heaven & Earth Grocery Store' by James McBride is the kind of sprawling, human story that reminds you why you love reading. The characters stick with you for days.
If you lean towards speculative stuff, 'The Book of Doors' by Gareth Brown is a recent release that's pure fun—a magical thriller about a book that can open any door, literally. It's a lighter, faster read than the other two, perfect for when you need an escape hatch. And I'd be remiss not to mention 'Yellowface' by R.F. Kuang; it's a brutal, satirical look at publishing and online culture that feels uncomfortably real. Those four would give you a pretty wild and varied year.