diff --git a/Project.toml b/Project.toml
index 1c1402c7c..8a342ae5e 100644
--- a/Project.toml
+++ b/Project.toml
@@ -70,7 +70,7 @@ DataStructures = "0.18"
 Distributions = "0.25"
 DocStringExtensions = "0.9"
 EnumX = "1"
-Enzyme = "0.11.9, 0.12"
+Enzyme = "0.12.12"
 EnzymeCore = "0.5, 0.6, 0.7"
 FastBroadcast = "0.2, 0.3"
 FastClosures = "0.3.2"
diff --git a/ext/DiffEqBaseEnzymeExt.jl b/ext/DiffEqBaseEnzymeExt.jl
index aa5a1a0e0..2b2b7c001 100644
--- a/ext/DiffEqBaseEnzymeExt.jl
+++ b/ext/DiffEqBaseEnzymeExt.jl
@@ -28,10 +28,7 @@ function Enzyme.EnzymeRules.augmented_primal(config::Enzyme.EnzymeRules.ConfigWi
         SciMLBase.EnzymeOriginator(), ntuple(arg_copy, Val(length(args)))...;
         kwargs...)
 
-    dres = deepcopy(res[1])::RT
-    for v in dres.u
-        v .= 0
-    end
+    dres = Enzyme.make_zero(res[1])::RT
     tup = (dres, res[2])
     return Enzyme.EnzymeRules.AugmentedReturn{RT, RT, Any}(res[1], dres, tup::Any)
 end
@@ -52,9 +49,7 @@ function Enzyme.EnzymeRules.reverse(config::Enzyme.EnzymeRules.ConfigWidth{1},
         end
         ptr.dval .+= darg
     end
-    for v in dres.u
-        v .= 0
-    end
+    Enzyme.make_zero!(dres.u)
     return ntuple(_ -> nothing, Val(length(args) + 4))
 end