diff --git a/include/ck/utility/sequence.hpp b/include/ck/utility/sequence.hpp
index 6e68690048f..3a45d52bd3a 100644
--- a/include/ck/utility/sequence.hpp
+++ b/include/ck/utility/sequence.hpp
@@ -199,55 +199,113 @@ 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
+//
+// Note: Unlike sequence_gen and uniform_sequence_gen which use __make_integer_seq for O(1)
+// instantiation depth, sequence_merge cannot achieve O(1) depth. Here's why:
+//
+// - sequence_gen and uniform_sequence_gen generate a SINGLE output sequence where each
+//   element can be computed independently: output[i] = f(i)
+//
+// - sequence_merge takes MULTIPLE input sequences with different, unknown lengths.
+//   To compute output[i], we need to know:
+//   1. Which input sequence contains this index
+//   2. The offset within that sequence
+//   This requires computing cumulative sequence lengths, which requires recursion/iteration.
+//
+// Instead, we use a binary tree reduction approach that achieves O(log N) instantiation depth:
+// - Base cases handle 1-4 sequences directly (O(1) for common cases)
+// - Recursive case merges pairs then combines: merge(s1,s2) + merge(s3,s4,...)
+// - This gives O(log N) depth, which is optimal for merging heterogeneous sequences
+//
+// Alternative considered: Fold expressions (... + sequences) would give O(N) depth due to
+// linear dependency chain, so binary tree is superior.
+//
+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...>;
 };
 
-// generate sequence
-template <index_t NSize, typename F>
-struct sequence_gen
+// 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...>>
 {
-    template <index_t IBegin, index_t NRemain, typename G>
-    struct sequence_gen_impl
-    {
-        static constexpr index_t NRemainLeft  = NRemain / 2;
-        static constexpr index_t NRemainRight = NRemain - NRemainLeft;
-        static constexpr index_t IMiddle      = IBegin + NRemainLeft;
+    using type = Sequence<As..., Bs..., Cs..., Ds...>;
+};
 
-        using type = typename sequence_merge<
-            typename sequence_gen_impl<IBegin, NRemainLeft, G>::type,
-            typename sequence_gen_impl<IMiddle, NRemainRight, G>::type>::type;
-    };
+// 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;
+};
 
-    template <index_t I, typename G>
-    struct sequence_gen_impl<I, 1, G>
-    {
-        static constexpr index_t Is = G{}(Number<I>{});
-        using type                  = Sequence<Is>;
-    };
+} // namespace detail
 
-    template <index_t I, typename G>
-    struct sequence_gen_impl<I, 0, G>
-    {
-        using type = Sequence<>;
-    };
+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>
+template <typename T, T... Is>
+struct sequence_gen_helper
+{
+    // Apply a functor F to all indices at once via pack expansion (O(1) depth)
+    template <typename F>
+    using apply = Sequence<F{}(Number<Is>{})...>;
+};
+
+} // namespace detail
 
-    using type = typename sequence_gen_impl<0, NSize, F>::type;
+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>;
+};
+
+template <typename F>
+struct sequence_gen<0, F>
+{
+    using type = Sequence<>;
 };
 
 // arithmetic sequence
@@ -283,16 +341,30 @@ struct arithmetic_sequence_gen<0, IEnd, 1>
     using type = typename __make_integer_seq<WrapSequence, index_t, IEnd>::type;
 };
 
-// uniform sequence
+// uniform sequence - optimized using __make_integer_seq
+namespace detail {
+
+template <typename T, T... Is>
+struct uniform_sequence_helper
+{
+    // Apply a constant value to all indices via pack expansion
+    template <index_t Value>
+    using apply = Sequence<((void)Is, Value)...>;
+};
+
+} // namespace detail
+
 template <index_t NSize, index_t I>
 struct uniform_sequence_gen
 {
-    struct F
-    {
-        __host__ __device__ constexpr index_t operator()(index_t) const { return I; }
-    };
+    using type = typename __make_integer_seq<detail::uniform_sequence_helper, index_t, NSize>::
+        template apply<I>;
+};
 
-    using type = typename sequence_gen<NSize, F>::type;
+template <index_t I>
+struct uniform_sequence_gen<0, I>
+{
+    using type = Sequence<>;
 };
 
 // reverse inclusive scan (with init) sequence
diff --git a/include/ck/utility/statically_indexed_array.hpp b/include/ck/utility/statically_indexed_array.hpp
index d0735a32f6d..f3d73e84a78 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
 {
diff --git a/test/util/unit_sequence.cpp b/test/util/unit_sequence.cpp
index f09fd86e063..9e62b9a6c07 100644
--- a/test/util/unit_sequence.cpp
+++ b/test/util/unit_sequence.cpp
@@ -229,6 +229,32 @@ TEST(SequenceGen, UniformSequenceZeroSize)
     EXPECT_TRUE((is_same<Result, Expected>::value));
 }
 
+TEST(SequenceGen, UniformSequenceSingleElement)
+{
+    using Result   = typename uniform_sequence_gen<1, 99>::type;
+    using Expected = Sequence<99>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceGen, UniformSequenceDifferentValues)
+{
+    using Result1   = typename uniform_sequence_gen<3, 0>::type;
+    using Expected1 = Sequence<0, 0, 0>;
+    EXPECT_TRUE((is_same<Result1, Expected1>::value));
+
+    using Result2   = typename uniform_sequence_gen<4, -5>::type;
+    using Expected2 = Sequence<-5, -5, -5, -5>;
+    EXPECT_TRUE((is_same<Result2, Expected2>::value));
+}
+
+TEST(SequenceGen, UniformSequenceLargeSize)
+{
+    // Test with larger size to verify __make_integer_seq implementation
+    using Result   = typename uniform_sequence_gen<16, 7>::type;
+    using Expected = Sequence<7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
 // Test make_index_sequence
 TEST(SequenceGen, MakeIndexSequence)
 {
@@ -244,6 +270,54 @@ TEST(SequenceGen, MakeIndexSequenceZero)
     EXPECT_TRUE((is_same<Result, Expected>::value));
 }
 
+// Test sequence_gen with custom functors
+TEST(SequenceGen, SequenceGenWithDoubleFunctor)
+{
+    struct DoubleFunctor
+    {
+        __host__ __device__ constexpr index_t operator()(index_t i) const { return i * 2; }
+    };
+    using Result   = typename sequence_gen<5, DoubleFunctor>::type;
+    using Expected = Sequence<0, 2, 4, 6, 8>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceGen, SequenceGenWithSquareFunctor)
+{
+    struct SquareFunctor
+    {
+        __host__ __device__ constexpr index_t operator()(index_t i) const { return i * i; }
+    };
+    using Result   = typename sequence_gen<5, SquareFunctor>::type;
+    using Expected = Sequence<0, 1, 4, 9, 16>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceGen, SequenceGenZeroSize)
+{
+    struct IdentityFunctor
+    {
+        __host__ __device__ constexpr index_t operator()(index_t i) const { return i; }
+    };
+    using Result   = typename sequence_gen<0, IdentityFunctor>::type;
+    using Expected = Sequence<>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+    // Also verify non-zero size works with identity
+    using Result5 = typename sequence_gen<5, IdentityFunctor>::type;
+    EXPECT_TRUE((is_same<Result5, Sequence<0, 1, 2, 3, 4>>::value));
+}
+
+TEST(SequenceGen, SequenceGenSingleElement)
+{
+    struct ConstantFunctor
+    {
+        __host__ __device__ constexpr index_t operator()(index_t) const { return 42; }
+    };
+    using Result   = typename sequence_gen<1, ConstantFunctor>::type;
+    using Expected = Sequence<42>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
 // Test sequence_merge
 TEST(SequenceMerge, MergeTwoSequences)
 {
@@ -272,6 +346,66 @@ TEST(SequenceMerge, MergeSingleSequence)
     EXPECT_TRUE((is_same<Result, Expected>::value));
 }
 
+TEST(SequenceMerge, MergeFourSequences)
+{
+    // Test the 4-sequence specialization
+    using Seq1     = Sequence<1>;
+    using Seq2     = Sequence<2, 3>;
+    using Seq3     = Sequence<4, 5, 6>;
+    using Seq4     = Sequence<7, 8>;
+    using Result   = typename sequence_merge<Seq1, Seq2, Seq3, Seq4>::type;
+    using Expected = Sequence<1, 2, 3, 4, 5, 6, 7, 8>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceMerge, MergeFiveSequences)
+{
+    // Test the binary tree reduction path (5+ sequences)
+    using Seq1     = Sequence<1>;
+    using Seq2     = Sequence<2>;
+    using Seq3     = Sequence<3>;
+    using Seq4     = Sequence<4>;
+    using Seq5     = Sequence<5>;
+    using Result   = typename sequence_merge<Seq1, Seq2, Seq3, Seq4, Seq5>::type;
+    using Expected = Sequence<1, 2, 3, 4, 5>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceMerge, MergeManySequences)
+{
+    // Test with many sequences to stress the binary tree reduction
+    using Seq1     = Sequence<1>;
+    using Seq2     = Sequence<2>;
+    using Seq3     = Sequence<3, 4>;
+    using Seq4     = Sequence<5>;
+    using Seq5     = Sequence<6, 7>;
+    using Seq6     = Sequence<8>;
+    using Seq7     = Sequence<9, 10>;
+    using Seq8     = Sequence<11, 12>;
+    using Result   = typename sequence_merge<Seq1, Seq2, Seq3, Seq4, Seq5, Seq6, Seq7, Seq8>::type;
+    using Expected = Sequence<1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceMerge, MergeEmptySequences)
+{
+    // Test merging empty sequences
+    using Seq1     = Sequence<>;
+    using Seq2     = Sequence<1, 2>;
+    using Seq3     = Sequence<>;
+    using Result   = typename sequence_merge<Seq1, Seq2, Seq3>::type;
+    using Expected = Sequence<1, 2>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
+TEST(SequenceMerge, MergeZeroSequences)
+{
+    // Test the empty specialization
+    using Result   = typename sequence_merge<>::type;
+    using Expected = Sequence<>;
+    EXPECT_TRUE((is_same<Result, Expected>::value));
+}
+
 // Test sequence_split
 TEST(SequenceSplit, SplitInMiddle)
 {