diff --git a/ext/EnzymeExt.jl b/ext/EnzymeExt.jl
index da316f12d..40721d144 100644
--- a/ext/EnzymeExt.jl
+++ b/ext/EnzymeExt.jl
@@ -100,7 +100,7 @@ _augmented_return(::Kernel{<:GPU}, subtape, arg_refs, tape_type) =
 
 function _create_tape_kernel(
         kernel::Kernel{CPU},
-        ModifiedBetween,
+        Mode,
         FT,
         ctxTy,
         ndrange,
@@ -108,7 +108,7 @@ function _create_tape_kernel(
         args2...,
     )
     TapeType = EnzymeCore.tape_type(
-        ReverseSplitModified(ReverseSplitWithPrimal, ModifiedBetween),
+        Mode,
         FT,
         Const{Nothing},
         Const{ctxTy},
@@ -121,7 +121,7 @@ end
 
 function _create_tape_kernel(
         kernel::Kernel{<:GPU},
-        ModifiedBetween,
+        Mode,
         FT,
         ctxTy,
         ndrange,
@@ -139,7 +139,7 @@ function _create_tape_kernel(
         EnzymeCore.compiler_job_from_backend(backend(kernel), typeof(() -> return), Tuple{})
     TapeType = EnzymeCore.tape_type(
         job,
-        ReverseSplitModified(ReverseSplitWithPrimal, ModifiedBetween),
+        Mode,
         FT,
         Const{Nothing},
         Const{ctxTy},
@@ -159,14 +159,14 @@ _create_rev_kernel(kernel::Kernel{<:GPU}) = similar(kernel, gpu_rev)
 function cpu_aug_fwd(
         ctx,
         f::FT,
-        ::Val{ModifiedBetween},
+        mode::Mode,
         subtape,
         ::Val{TapeType},
         args...,
-    ) where {ModifiedBetween, FT, TapeType}
+    ) where {Mode, FT, TapeType}
     # A2 = Const{Nothing} -- since f->Nothing
     forward, _ = EnzymeCore.autodiff_thunk(
-        ReverseSplitModified(ReverseSplitWithPrimal, Val(ModifiedBetween)),
+        mode,
         Const{Core.Typeof(f)},
         Const{Nothing},
         Const{Core.Typeof(ctx)},
@@ -183,13 +183,13 @@ end
 function cpu_rev(
         ctx,
         f::FT,
-        ::Val{ModifiedBetween},
+        mode::Mode,
         subtape,
         ::Val{TapeType},
         args...,
-    ) where {ModifiedBetween, FT, TapeType}
+    ) where {Mode, FT, TapeType}
     _, reverse = EnzymeCore.autodiff_thunk(
-        ReverseSplitModified(ReverseSplitWithPrimal, Val(ModifiedBetween)),
+        mode,
         Const{Core.Typeof(f)},
         Const{Nothing},
         Const{Core.Typeof(ctx)},
@@ -205,14 +205,14 @@ end
 function gpu_aug_fwd(
         ctx,
         f::FT,
-        ::Val{ModifiedBetween},
+        mode::Mode,
         subtape,
         ::Val{TapeType},
         args...,
-    ) where {ModifiedBetween, FT, TapeType}
+    ) where {Mode, FT, TapeType}
     # A2 = Const{Nothing} -- since f->Nothing
     forward, _ = EnzymeCore.autodiff_deferred_thunk(
-        ReverseSplitModified(ReverseSplitWithPrimal, Val(ModifiedBetween)),
+        mode,
         TapeType,
         Const{Core.Typeof(f)},
         Const{Nothing},
@@ -232,14 +232,14 @@ end
 function gpu_rev(
         ctx,
         f::FT,
-        ::Val{ModifiedBetween},
+        mode::Mode,
         subtape,
         ::Val{TapeType},
         args...,
-    ) where {ModifiedBetween, FT, TapeType}
+    ) where {Mode, FT, TapeType}
     # XXX: TapeType and A2 as args to autodiff_deferred_thunk
     _, reverse = EnzymeCore.autodiff_deferred_thunk(
-        ReverseSplitModified(ReverseSplitWithPrimal, Val(ModifiedBetween)),
+        mode,
         TapeType,
         Const{Core.Typeof(f)},
         Const{Nothing},
@@ -294,17 +294,17 @@ function EnzymeRules.augmented_primal(
             args[i]
         end
     end
-
+    Mode = EnzymeCore.set_runtime_activity(ReverseSplitModified(ReverseSplitWithPrimal, ModifiedBetween), config)
     TapeType, subtape, aug_kernel = _create_tape_kernel(
         kernel,
-        ModifiedBetween,
+        Mode,
         FT,
         ctxTy,
         ndrange,
         iterspace,
         args2...,
     )
-    aug_kernel(f, ModifiedBetween, subtape, Val(TapeType), args2...; ndrange, workgroupsize)
+    aug_kernel(f, Mode, subtape, Val(TapeType), args2...; ndrange, workgroupsize)
 
     # TODO the fact that ctxTy is type unstable means this is all type unstable.
     # Since custom rules require a fixed return type, explicitly cast to Any, rather
@@ -336,11 +336,11 @@ function EnzymeRules.reverse(
     f = kernel.f
 
     ModifiedBetween = Val((overwritten(config)[1], false, overwritten(config)[2:end]...))
-
+    Mode = EnzymeCore.set_runtime_activity(ReverseSplitModified(ReverseSplitWithPrimal, ModifiedBetween), config)
     rev_kernel = _create_rev_kernel(kernel)
     rev_kernel(
         f,
-        ModifiedBetween,
+        Mode,
         subtape,
         Val(tape_type),
         args2...;