The album features guest appearances from Kodak Black, Charlie Wilson, Cash Cobain, Travis Scott, Future, Metro Boomin, and Teezo Touchdown.

Production on the album was handled by Cash Cobain and Metro Boomin themselves, alongside Bugz Ronin, Preme, Mikey Freedom Hart, Bnyx, Zaytoven, Honorable C.N.O.T.E., Wheezy, Psymun, Buddy Ross, Oz, FKi 1st, and Charlie Handsome, among others.

Hardstone Psycho was supported by three singles: "Bandit", "Deep in the Water", and "Attitude", the latter of which features Charlie Wilson and Cash Cobain.

[1] On February 1, 2024, Toliver released the lead single of the album, "Bandit", alongside the official music video, where its title was secretly revealed before it was announced.

[8] Robin Murray's review for Clash concludes: "It's fun, and for the most part is executed perfectly, underlining his position in the upper echelons of the new rap generation.