LIBERATE‑D randomized hemodynamically stable patients with AKI to conservative vs conventional thrice‑weekly continuation of KRT; conservative discontinuation increased dialysis‑free recovery, shortened time to recovery, and reduced sessions without detectable harm, challenging automatic thrice‑weekly schedules.