diff --git a/Project.toml b/Project.toml
index caab92930..39d6ad5e7 100644
--- a/Project.toml
+++ b/Project.toml
@@ -61,7 +61,7 @@ DiffEqNoiseProcess = "5.19"
 Distributed = "1"
 Distributions = "0.25"
 EllipsisNotation = "1"
-Enzyme = "0.12"
+Enzyme = "0.12.22"
 FiniteDiff = "2"
 ForwardDiff = "0.10"
 FunctionProperties = "0.1"
diff --git a/src/derivative_wrappers.jl b/src/derivative_wrappers.jl
index 22d4401ef..ebd1c1d9e 100644
--- a/src/derivative_wrappers.jl
+++ b/src/derivative_wrappers.jl
@@ -680,7 +680,8 @@ function _vecjacobian!(dλ, y, λ, p, t, S::TS, isautojacvec::EnzymeVJP, dgrad,
         ytmp = _tmp5
     end
 
-    tmp1 .= 0 # should be removed for dλ
+    tmp1 .= 0
+    #Enzyme.make_zero!(tmp1) # should be removed for dλ
     ytmp .= y
 
     #if dgrad !== nothing
@@ -699,12 +700,15 @@ function _vecjacobian!(dλ, y, λ, p, t, S::TS, isautojacvec::EnzymeVJP, dgrad,
     #      tmp3 = dy
     #else
     tmp3 .= 0
+    #Enzyme.make_zero!(tmp3)
     #end
 
     vec(tmp4) .= vec(λ)
 
     isautojacvec = get_jacvec(sensealg)
 
+    Enzyme.make_zero!(_tmp6)
+
     if inplace_sensitivity(S)
         if W === nothing
             Enzyme.autodiff(Enzyme.Reverse, Enzyme.Duplicated(S.diffcache.pf, _tmp6),
diff --git a/src/gauss_adjoint.jl b/src/gauss_adjoint.jl
index 656556ad3..717396059 100644
--- a/src/gauss_adjoint.jl
+++ b/src/gauss_adjoint.jl
@@ -497,7 +497,8 @@ function vec_pjac!(out, λ, y, t, S::GaussIntegrand)
         tmp3, tmp4, tmp6 = paramjac_config
         vtmp4 = vec(tmp4)
         vtmp4 .= λ
-        out .= 0
+        Enzyme.make_zero!(out)
+        Enzyme.make_zero!(tmp6)
         Enzyme.autodiff(
             Enzyme.Reverse, Enzyme.Duplicated(pf, tmp6), Enzyme.Const,
             Enzyme.Duplicated(tmp3, tmp4),
diff --git a/src/quadrature_adjoint.jl b/src/quadrature_adjoint.jl
index ea062c17a..4ec165f1f 100644
--- a/src/quadrature_adjoint.jl
+++ b/src/quadrature_adjoint.jl
@@ -293,7 +293,8 @@ function vec_pjac!(out, λ, y, t, S::AdjointSensitivityIntegrand)
     elseif sensealg.autojacvec isa EnzymeVJP
         tmp3, tmp4, tmp6 = paramjac_config
         tmp4 .= λ
-        out .= 0
+        Enzyme.make_zero!(out)
+        Enzyme.make_zero!(tmp6)
         Enzyme.autodiff(
             Enzyme.Reverse, Enzyme.Duplicated(pf, tmp6), Enzyme.Const,
             Enzyme.Duplicated(tmp3, tmp4),