diff --git a/Project.toml b/Project.toml
index 42d2d3f9d..f46dd330e 100644
--- a/Project.toml
+++ b/Project.toml
@@ -71,7 +71,7 @@ ChainRulesCore = "1"
 ConcreteStructs = "0.2.3"
 Distributions = "0.25"
 DocStringExtensions = "0.9"
-Enzyme = "0.13"
+Enzyme = "0.13.100"
 EnzymeCore = "0.7, 0.8"
 FastBroadcast = "0.3.5"
 FastClosures = "0.3.2"
diff --git a/ext/DiffEqBaseEnzymeExt.jl b/ext/DiffEqBaseEnzymeExt.jl
index ae5fd322b..c3d31c163 100644
--- a/ext/DiffEqBaseEnzymeExt.jl
+++ b/ext/DiffEqBaseEnzymeExt.jl
@@ -7,33 +7,58 @@ module DiffEqBaseEnzymeExt
     import Enzyme: Const
     using ChainRulesCore
 
+
+    @inline function copy_or_reuse(config, val, idx)
+        if Enzyme.EnzymeRules.overwritten(config)[idx] && ismutable(val)
+            return deepcopy(val)
+        else
+            return val
+        end
+    end
+
+    @inline function arg_copy(data, i)
+        config, args = data
+        copy_or_reuse(config, args[i].val, i + 5)
+    end
+
+    # Note these following functions are generally not considered user facing from within Enzyme.
+    # They enable additional performance/usability here (e.g. inactive kwargs).
+    # Contact wsmoses@ before modifying (and beware their semantics may change without semver).
+
+    Enzyme.EnzymeRules.inactive_kwarg(::typeof(DiffEqBase.solve_up), prob, sensalg::Union{Nothing, DiffEqBase.AbstractSensitivityAlgorithm}, u0, p, args...; kwargs...) = nothing
+
+    Enzyme.EnzymeRules.has_easy_rule(::typeof(DiffEqBase.solve_up), prob, sensalg::Union{Nothing, DiffEqBase.AbstractSensitivityAlgorithm}, u0, p, args...; kwargs...) = nothing
+
     function Enzyme.EnzymeRules.augmented_primal(
             config::Enzyme.EnzymeRules.RevConfigWidth{1},
-            func::Const{typeof(DiffEqBase.solve_up)}, ::Type{Duplicated{RT}}, prob,
+            func::Const{typeof(DiffEqBase.solve_up)}, RTA::Type{Duplicated{RT}}, prob,
             sensealg::Union{
                 Const{Nothing}, Const{<:DiffEqBase.AbstractSensitivityAlgorithm}},
             u0, p, args...; kwargs...) where {RT}
-        @inline function copy_or_reuse(val, idx)
-            if Enzyme.EnzymeRules.overwritten(config)[idx] && ismutable(val)
-                return deepcopy(val)
-            else
-                return val
-            end
-        end
-
-        @inline function arg_copy(i)
-            copy_or_reuse(args[i].val, i + 5)
-        end
 
         res = DiffEqBase._solve_adjoint(
-            copy_or_reuse(prob.val, 2), copy_or_reuse(sensealg.val, 3),
-            copy_or_reuse(u0.val, 4), copy_or_reuse(p.val, 5),
-            SciMLBase.EnzymeOriginator(), ntuple(arg_copy, Val(length(args)))...;
+            copy_or_reuse(config, prob.val, 2), copy_or_reuse(config, sensealg.val, 3),
+            copy_or_reuse(config, u0.val, 4), copy_or_reuse(config, p.val, 5),
+            SciMLBase.EnzymeOriginator(), ntuple(Base.Fix1(arg_copy, (config, args)), Val(length(args)))...;
             kwargs...)
 
-        dres = Enzyme.make_zero(res[1])::RT
-        tup = (dres, res[2])
-        return Enzyme.EnzymeRules.AugmentedReturn{RT, RT, Any}(res[1], dres, tup::Any)
+        primal = if Enzyme.EnzymeRules.needs_primal(config)
+            res[1]
+        else
+            nothing
+        end
+
+        shadow = if Enzyme.EnzymeRules.needs_shadow(config)
+            Enzyme.make_zero(res[1])::RT
+        else
+            nothing
+        end
+        tup = if Enzyme.EnzymeRules.needs_shadow(config)
+            (shadow, res[2])
+        else
+            nothing
+        end
+        return Enzyme.EnzymeRules.augmented_rule_return_type(config, RTA)(primal, shadow, tup)
     end
 
     function Enzyme.EnzymeRules.reverse(config::Enzyme.EnzymeRules.RevConfigWidth{1},
@@ -41,20 +66,24 @@ module DiffEqBaseEnzymeExt
             sensealg::Union{
                 Const{Nothing}, Const{<:DiffEqBase.AbstractSensitivityAlgorithm}},
             u0, p, args...; kwargs...) where {RT}
-        dres, clos = tape
-        dres = dres::RT
-        dargs = clos(dres)
-        for (darg, ptr) in zip(dargs, (func, prob, sensealg, u0, p, args...))
-            if ptr isa Enzyme.Const
-                continue
-            end
-            if darg == ChainRulesCore.NoTangent()
-                continue
+
+        if Enzyme.EnzymeRules.needs_shadow(config)
+            dres, clos = tape
+            dres = dres::RT
+            dargs = clos(dres)
+            for (darg, ptr) in zip(dargs, (func, prob, sensealg, u0, p, args...))
+                if ptr isa Enzyme.Const
+                    continue
+                end
+                if darg == ChainRulesCore.NoTangent()
+                    continue
+                end
+                ptr.dval .+= darg
             end
-            ptr.dval .+= darg
+            Enzyme.make_zero!(dres.u)
         end
-        Enzyme.make_zero!(dres.u)
-        return ntuple(_ -> nothing, Val(length(args) + 4))
+
+        return ntuple(Returns(nothing), Val(length(args) + 4))
     end
 end