diff --git a/include/ck/utility/sequence.hpp b/include/ck/utility/sequence.hpp
index 2bd4b19da9..18bb36d112 100644
--- a/include/ck/utility/sequence.hpp
+++ b/include/ck/utility/sequence.hpp
@@ -199,30 +199,71 @@ template <index_t N>
 using make_index_sequence =
     typename __make_integer_seq<impl::__integer_sequence, index_t, N>::seq_type;
 
-// merge sequence
-template <typename Seq, typename... Seqs>
-struct sequence_merge
+// merge sequence - optimized to avoid recursive instantiation
+namespace detail {
+
+// Helper to concatenate multiple sequences in one step using fold expression
+template <typename... Seqs>
+struct sequence_merge_impl;
+
+// Base case: single sequence
+template <index_t... Is>
+struct sequence_merge_impl<Sequence<Is...>>
 {
-    using type = typename sequence_merge<Seq, typename sequence_merge<Seqs...>::type>::type;
+    using type = Sequence<Is...>;
 };
 
+// Two sequences: direct concatenation
 template <index_t... Xs, index_t... Ys>
-struct sequence_merge<Sequence<Xs...>, Sequence<Ys...>>
+struct sequence_merge_impl<Sequence<Xs...>, Sequence<Ys...>>
 {
     using type = Sequence<Xs..., Ys...>;
 };
 
-template <typename Seq>
-struct sequence_merge<Seq>
+// Three sequences: direct concatenation (avoids one level of recursion)
+template <index_t... Xs, index_t... Ys, index_t... Zs>
+struct sequence_merge_impl<Sequence<Xs...>, Sequence<Ys...>, Sequence<Zs...>>
 {
-    using type = Seq;
+    using type = Sequence<Xs..., Ys..., Zs...>;
+};
+
+// Four sequences: direct concatenation
+template <index_t... As, index_t... Bs, index_t... Cs, index_t... Ds>
+struct sequence_merge_impl<Sequence<As...>, Sequence<Bs...>, Sequence<Cs...>, Sequence<Ds...>>
+{
+    using type = Sequence<As..., Bs..., Cs..., Ds...>;
+};
+
+// General case: binary tree reduction (O(log N) depth instead of O(N))
+template <typename S1, typename S2, typename S3, typename S4, typename... Rest>
+struct sequence_merge_impl<S1, S2, S3, S4, Rest...>
+{
+    // Merge pairs first, then recurse
+    using left  = typename sequence_merge_impl<S1, S2>::type;
+    using right = typename sequence_merge_impl<S3, S4, Rest...>::type;
+    using type  = typename sequence_merge_impl<left, right>::type;
+};
+
+} // namespace detail
+
+template <typename... Seqs>
+struct sequence_merge
+{
+    using type = typename detail::sequence_merge_impl<Seqs...>::type;
+};
+
+template <>
+struct sequence_merge<>
+{
+    using type = Sequence<>;
 };
 
 // generate sequence - optimized using __make_integer_seq to avoid recursive instantiation
 namespace detail {
 
 // Helper that applies functor F to indices and produces a Sequence
-// __make_integer_seq<sequence_gen_helper, index_t, N> produces sequence_gen_helper<index_t, 0, 1, ..., N-1>
+// __make_integer_seq<sequence_gen_helper, index_t, N> produces sequence_gen_helper<index_t, 0, 1,
+// ..., N-1>
 template <typename T, T... Is>
 struct sequence_gen_helper
 {
@@ -236,8 +277,8 @@ struct sequence_gen_helper
 template <index_t NSize, typename F>
 struct sequence_gen
 {
-    using type = typename __make_integer_seq<detail::sequence_gen_helper, index_t, NSize>::
-        template apply<F>;
+    using type =
+        typename __make_integer_seq<detail::sequence_gen_helper, index_t, NSize>::template apply<F>;
 };
 
 template <typename F>
diff --git a/include/ck/utility/statically_indexed_array.hpp b/include/ck/utility/statically_indexed_array.hpp
index d0735a32f6..f3d73e84a7 100644
--- a/include/ck/utility/statically_indexed_array.hpp
+++ b/include/ck/utility/statically_indexed_array.hpp
@@ -20,6 +20,7 @@ struct tuple_concat<Tuple<Xs...>, Tuple<Ys...>>
     using type = Tuple<Xs..., Ys...>;
 };
 
+// StaticallyIndexedArrayImpl uses binary split for O(log N) depth
 template <typename T, index_t N>
 struct StaticallyIndexedArrayImpl
 {