diff --git a/src/objective_types/oncedifferentiable.jl b/src/objective_types/oncedifferentiable.jl
index 9790ba3..9abab5a 100644
--- a/src/objective_types/oncedifferentiable.jl
+++ b/src/objective_types/oncedifferentiable.jl
@@ -32,7 +32,8 @@ function OnceDifferentiable(f, x_seed::AbstractArray{T},
                             F::Real,
                             DF::AbstractArray,
                             autodiff) where T
-
+    # When here, at the constructor with positional autodiff, it should already
+    # be the case, that f is inplace.
     if  typeof(f) <: Union{InplaceObjective, NotInplaceObjective}
 
         fF = make_f(f, x_seed, F)
@@ -46,7 +47,10 @@ function OnceDifferentiable(f, x_seed::AbstractArray{T},
             # Figure out which Val-type to use for DiffEqDiffTools based on our
             # symbol interface.
             fdtype = diffeqdiff_fdtype(autodiff)
-            gcache = DiffEqDiffTools.GradientCache(x_seed, x_seed, fdtype)
+            df_array_spec = DF
+            x_array_spec = x_seed
+            return_spec = typeof(F)
+            gcache = DiffEqDiffTools.GradientCache(df_array_spec, x_array_spec, fdtype, return_spec)
 
             function g!(storage, x)
                 DiffEqDiffTools.finite_difference_gradient!(storage, f, x, gcache)
@@ -86,36 +90,66 @@ function OnceDifferentiable(f, x::AbstractArray, F::AbstractArray,
     end
     OnceDifferentiable(f, x, F, alloc_DF(x, F), :forward, chunk)
 end
-function OnceDifferentiable(f, x::AbstractArray, F::AbstractArray, DF::AbstractArray,
-    autodiff::Symbol , chunk::ForwardDiff.Chunk = ForwardDiff.Chunk(x))
+function OnceDifferentiable(f, x_seed::AbstractArray, F::AbstractArray, DF::AbstractArray,
+    autodiff::Symbol , chunk::ForwardDiff.Chunk = ForwardDiff.Chunk(x_seed))
     if  typeof(f) <: Union{InplaceObjective, NotInplaceObjective}
-        fF = make_f(f, x, F)
-        dfF = make_df(f, x, F)
-        fdfF = make_fdf(f, x, F)
-        return OnceDifferentiable(fF, dfF, fdfF, x, F, DF)
+        fF = make_f(f, x_seed, F)
+        dfF = make_df(f, x_seed, F)
+        fdfF = make_fdf(f, x_seed, F)
+        return OnceDifferentiable(fF, dfF, fdfF, x_seed, F, DF)
     else
         if is_finitediff(autodiff)
-
             # Figure out which Val-type to use for DiffEqDiffTools based on our
             # symbol interface.
             fdtype = diffeqdiff_fdtype(autodiff)
+            # Apparently only the third input is aliased.
+            j_diffeqdiff_cache = DiffEqDiffTools.JacobianCache(similar(x_seed), similar(F), similar(F), fdtype)
+            if autodiff == :finiteforward
+                # These copies can be done away with if we add a keyword for
+                # reusing arrays instead for overwriting them.
+                Fx = copy(F)
+                DF = copy(DF)
+
+                x_f, x_df = x_of_nans(x_seed), x_of_nans(x_seed)
+                f_calls, j_calls = [0,], [0,]
+                function j_finiteforward!(J, x)
+                    # Exploit the possibility that it might be that x_f == x
+                    # then we don't have to call f again.
+
+                    # if at least one element of x_f is different from x, update
+                    if any(x_f .!= x)
+                        Fx = similar(Fx)
+                        f(Fx, x)
+                        f_calls .+= 1
+                    end
+
+                    DiffEqDiffTools.finite_difference_jacobian!(J, f, x, j_diffeqdiff_cache, Fx)
+                end
+                function fj_finiteforward!(F, J, x)
+                    f(F, x)
+                    DiffEqDiffTools.finite_difference_jacobian!(J, f, x, j_diffeqdiff_cache, F)
+                end
+
+
+                return OnceDifferentiable(f, j_finiteforward!, fj_finiteforward!, copy(F), copy(DF), x_f, x_df, f_calls, j_calls)
+            end
 
-            central_cache = DiffEqDiffTools.JacobianCache(similar(x), similar(F), similar(F), fdtype)
             function fj_finitediff!(F, J, x)
                 f(F, x)
-                DiffEqDiffTools.finite_difference_jacobian!(J, f, x, central_cache)
+                DiffEqDiffTools.finite_difference_jacobian!(J, f, x, j_diffeqdiff_cache)
                 F
             end
             function j_finitediff!(J, x)
                 F_cache = similar(F)
                 fj_finitediff!(F_cache, J, x)
             end
-            return OnceDifferentiable(f, j_finitediff!, fj_finitediff!, x, F, DF)
+
+            return OnceDifferentiable(f, j_finitediff!, fj_finitediff!, x_seed, F, DF)
 
         elseif is_forwarddiff(autodiff)
 
-            jac_cfg = ForwardDiff.JacobianConfig(f, F, x, chunk)
-            ForwardDiff.checktag(jac_cfg, f, x)
+            jac_cfg = ForwardDiff.JacobianConfig(f, F, x_seed, chunk)
+            ForwardDiff.checktag(jac_cfg, f, x_seed)
 
             F2 = copy(F)
             function j_forwarddiff!(J, x)
@@ -127,7 +161,7 @@ function OnceDifferentiable(f, x::AbstractArray, F::AbstractArray, DF::AbstractA
                 DiffResults.value(jac_res)
             end
 
-            return OnceDifferentiable(f, j_forwarddiff!, fj_forwarddiff!, x, F, DF)
+            return OnceDifferentiable(f, j_forwarddiff!, fj_forwarddiff!, x_seed, F, DF)
         else
             error("The autodiff value $(autodiff) is not supported. Use :finite or :forward.")
         end