diff --git a/muh/include/muh/muh.cuh b/muh/include/muh/muh.cuh
index a330a38a..0c07747b 100644
--- a/muh/include/muh/muh.cuh
+++ b/muh/include/muh/muh.cuh
@@ -1,28 +1,7 @@
 // muh/include/muh/muh.cuh — Top-level muh header
 //
-// Provides the complete tuning dispatch for Iluvatar BI-V100.
+// Complete BI-V100 tuning dispatch for all 26 CCCL algorithms.
 // Include this single header to get all tuning policies.
-//
-// Usage:
-//   #include <muh/muh.cuh>
-//
-//   auto hw = muh::target_hw;  // BI-V100 by default
-//   auto reduce_policy = muh::tuning::reduce::policy_selector{
-//       .accum_t = muh::tuning::type_t::float32,
-//       .operation_t = muh::tuning::op_kind_t::plus,
-//       .offset_size = 4,
-//       .accum_size = 4,
-//   }(hw);
-//
-//   auto scan_policy = muh::tuning::scan::policy_selector{
-//       .input_value_size = 4,
-//       .accum_size = 4,
-//       .offset_size = 4,
-//       .input_type = muh::tuning::type_t::float32,
-//       .accum_type = muh::tuning::type_t::float32,
-//       .operation_t = muh::tuning::op_kind_t::plus,
-//       .is_primitive_accum = true,
-//   }(hw);
 
 #pragma once
 
@@ -32,34 +11,52 @@
 // Shared types (compatible with CCCL)
 #include "muh/tuning/common.cuh"
 
-// Per-algorithm tuning (P0 = highest priority for competition)
-#include "muh/tuning/tuning_reduce.cuh"      // P0: attention reduction
-#include "muh/tuning/tuning_topk.cuh"        // P0: sampling top-k/top-p
-#include "muh/tuning/tuning_scan.cuh"        // P0: prefix scan in paged attention
+// P0: Highest priority for competition (Output TPS × 16.796)
+#include "muh/tuning/tuning_reduce.cuh"
+#include "muh/tuning/tuning_topk.cuh"
+#include "muh/tuning/tuning_scan.cuh"
 
-// P1
-#include "muh/tuning/tuning_transform.cuh"   // P1: activation kernels
-#include "muh/tuning/tuning_batch_memcpy.cuh" // P1: KV cache management
+// P1: High priority
+#include "muh/tuning/tuning_transform.cuh"
+#include "muh/tuning/tuning_transform_tile.cuh"
+#include "muh/tuning/tuning_batch_memcpy.cuh"
+#include "muh/tuning/tuning_radix_sort.cuh"
+#include "muh/tuning/tuning_reduce_by_key.cuh"
+#include "muh/tuning/tuning_scan_by_key.cuh"
+#include "muh/tuning/tuning_select_if.cuh"
+#include "muh/tuning/tuning_histogram.cuh"
+#include "muh/tuning/tuning_merge.cuh"
+#include "muh/tuning/tuning_merge_sort.cuh"
+#include "muh/tuning/tuning_unique_by_key.cuh"
+#include "muh/tuning/tuning_batched_topk.cuh"
 
-// P2
-#include "muh/tuning/tuning_for.cuh"         // P2: RoPE position encoding
+// P2: Segmented/specialized
+#include "muh/tuning/tuning_for.cuh"
+#include "muh/tuning/tuning_segmented_reduce.cuh"
+#include "muh/tuning/tuning_segmented_scan.cuh"
+#include "muh/tuning/tuning_segmented_sort.cuh"
+#include "muh/tuning/tuning_segmented_radix_sort.cuh"
+#include "muh/tuning/tuning_three_way_partition.cuh"
+#include "muh/tuning/tuning_rle_encode.cuh"
+#include "muh/tuning/tuning_rle_non_trivial_runs.cuh"
+
+// P3: Utility
+#include "muh/tuning/tuning_adjacent_difference.cuh"
+#include "muh/tuning/tuning_find.cuh"
+#include "muh/tuning/tuning_find_bound_sorted_values.cuh"
 
 namespace muh {
-
-/// Version info
 constexpr int MUH_VERSION_MAJOR = 0;
-constexpr int MUH_VERSION_MINOR = 1;
+constexpr int MUH_VERSION_MINOR = 2;
 constexpr int MUH_VERSION_PATCH = 0;
+constexpr int MUH_ALGORITHM_COUNT = 26;
 
-/// Competition scoring formula
-/// Token吞吐加权值 = Output TPS × 16.796 + Input TPS × 2.799 + Cache TPS × 0.56
 struct scoring {
   static constexpr double output_weight = 16.796;
   static constexpr double input_weight  = 2.799;
   static constexpr double cache_weight  = 0.56;
-  static constexpr double baseline_threshold = 8000.0;  // minimum to pass
-  static constexpr double advanced_uplift    = 0.30;    // 30% for advanced prize
-  static constexpr double special_uplift     = 0.50;    // 50% for special prize
+  static constexpr double baseline_threshold = 8000.0;
+  static constexpr double advanced_uplift    = 0.30;
+  static constexpr double special_uplift     = 0.50;
 };
-
 } // namespace muh
diff --git a/muh/include/muh/tuning/tuning_adjacent_difference.cuh b/muh/include/muh/tuning/tuning_adjacent_difference.cuh
new file mode 100644
index 00000000..76b3943c
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_adjacent_difference.cuh
@@ -0,0 +1,40 @@
+// muh/include/muh/tuning/tuning_adjacent_difference.cuh — BI-V100 adjacent_difference tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_adjacent_difference.cuh
+// vllm impact: difference calculation (minor)
+// Competition weight: minimal
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::adjacent_difference {
+
+struct AdjacentDifferencePolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 128;
+  static constexpr int items = 7;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+  static constexpr int load_mod = LOAD_LDG;
+};
+
+struct policy_selector {
+  int value_size;
+
+  constexpr AdjacentDifferencePolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_LDG};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_LDG};
+  }
+};
+
+} // namespace muh::tuning::adjacent_difference
diff --git a/muh/include/muh/tuning/tuning_batched_topk.cuh b/muh/include/muh/tuning/tuning_batched_topk.cuh
new file mode 100644
index 00000000..17318a96
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_batched_topk.cuh
@@ -0,0 +1,38 @@
+// muh/include/muh/tuning/tuning_batched_topk.cuh — BI-V100 batched_topk tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_batched_topk.cuh
+// vllm impact: batched top-k across sequences
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::batched_topk {
+
+struct BatchedTopkPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 16;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+};
+
+struct policy_selector {
+  int key_size;
+
+  constexpr BatchedTopkPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE};
+  }
+};
+
+} // namespace muh::tuning::batched_topk
diff --git a/muh/include/muh/tuning/tuning_find.cuh b/muh/include/muh/tuning/tuning_find.cuh
new file mode 100644
index 00000000..6b918034
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_find.cuh
@@ -0,0 +1,40 @@
+// muh/include/muh/tuning/tuning_find.cuh — BI-V100 find tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_find.cuh
+// vllm impact: element search (minor)
+// Competition weight: minimal
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::find {
+
+struct FindPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  int vec_size;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 128;
+  static constexpr int items = 16;
+  static constexpr int vec_size = 4;
+  static constexpr int load_mod = LOAD_LDG;
+};
+
+struct policy_selector {
+  int input_size;
+
+  constexpr FindPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::vec_size, LOAD_LDG};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::vec_size, LOAD_LDG};
+  }
+};
+
+} // namespace muh::tuning::find
diff --git a/muh/include/muh/tuning/tuning_find_bound_sorted_values.cuh b/muh/include/muh/tuning/tuning_find_bound_sorted_values.cuh
new file mode 100644
index 00000000..c290ec42
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_find_bound_sorted_values.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_find_bound_sorted_values.cuh — BI-V100 find_bound_sorted_values tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_find_bound_sorted_values.cuh
+// vllm impact: binary search (minor)
+// Competition weight: minimal
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::find_bound_sorted_values {
+
+struct FindBoundSortedValuesPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 512;
+  static constexpr int items = 15;
+  static constexpr int load_mod = LOAD_DEFAULT;
+};
+
+struct policy_selector {
+  int range_size;
+  int values_size;
+
+  constexpr FindBoundSortedValuesPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, LOAD_DEFAULT};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, LOAD_DEFAULT};
+  }
+};
+
+} // namespace muh::tuning::find_bound_sorted_values
diff --git a/muh/include/muh/tuning/tuning_histogram.cuh b/muh/include/muh/tuning/tuning_histogram.cuh
new file mode 100644
index 00000000..d5e0c704
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_histogram.cuh
@@ -0,0 +1,43 @@
+// muh/include/muh/tuning/tuning_histogram.cuh — BI-V100 histogram tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_histogram.cuh
+// vllm impact: token frequency counting in sampling
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::histogram {
+
+struct HistogramPolicy {
+  int threads_per_block;
+  int pixels_per_thread;
+  int vec_size;
+  BlockLoadAlgorithm load_algorithm;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 768;
+  static constexpr int items = 12;
+  static constexpr int vec_size = 4;
+  static constexpr int load_algo = BLOCK_LOAD_DIRECT;
+  static constexpr int load_mod = LOAD_LDG;
+};
+
+struct policy_selector {
+  int sample_size;
+  int num_channels;
+
+  constexpr HistogramPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::vec_size, BLOCK_LOAD_DIRECT, LOAD_LDG};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::vec_size, BLOCK_LOAD_DIRECT, LOAD_LDG};
+  }
+};
+
+} // namespace muh::tuning::histogram
diff --git a/muh/include/muh/tuning/tuning_merge.cuh b/muh/include/muh/tuning/tuning_merge.cuh
new file mode 100644
index 00000000..bbfa4f60
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_merge.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_merge.cuh — BI-V100 merge tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_merge.cuh
+// vllm impact: sequence merge in batch scheduling
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::merge {
+
+struct MergePolicy {
+  int threads_per_block;
+  int items_per_thread;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 512;
+  static constexpr int items = 15;
+  static constexpr int load_mod = LOAD_DEFAULT;
+};
+
+struct policy_selector {
+  int key_size;
+  int value_size;
+
+  constexpr MergePolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, LOAD_DEFAULT};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, LOAD_DEFAULT};
+  }
+};
+
+} // namespace muh::tuning::merge
diff --git a/muh/include/muh/tuning/tuning_merge_sort.cuh b/muh/include/muh/tuning/tuning_merge_sort.cuh
new file mode 100644
index 00000000..cb3c8c7e
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_merge_sort.cuh
@@ -0,0 +1,40 @@
+// muh/include/muh/tuning/tuning_merge_sort.cuh — BI-V100 merge_sort tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_merge_sort.cuh
+// vllm impact: sorting in scheduler/sampler
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::merge_sort {
+
+struct MergeSortPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 17;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+  static constexpr int load_mod = LOAD_DEFAULT;
+};
+
+struct policy_selector {
+  int key_size;
+
+  constexpr MergeSortPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT};
+  }
+};
+
+} // namespace muh::tuning::merge_sort
diff --git a/muh/include/muh/tuning/tuning_radix_sort.cuh b/muh/include/muh/tuning/tuning_radix_sort.cuh
new file mode 100644
index 00000000..80444827
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_radix_sort.cuh
@@ -0,0 +1,40 @@
+// muh/include/muh/tuning/tuning_radix_sort.cuh — BI-V100 radix_sort tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_radix_sort.cuh
+// vllm impact: beam search token ranking, scheduler sorting
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::radix_sort {
+
+struct RadixSortPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  int radix_bits;
+};
+
+struct bi100_default {
+  static constexpr int threads = 384;
+  static constexpr int items = 23;
+  static constexpr int radix_bits = 8;
+};
+
+struct policy_selector {
+  int key_size;
+  int value_size;
+  int offset_size;
+
+  constexpr RadixSortPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+  }
+};
+
+} // namespace muh::tuning::radix_sort
diff --git a/muh/include/muh/tuning/tuning_reduce_by_key.cuh b/muh/include/muh/tuning/tuning_reduce_by_key.cuh
new file mode 100644
index 00000000..70286ce2
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_reduce_by_key.cuh
@@ -0,0 +1,43 @@
+// muh/include/muh/tuning/tuning_reduce_by_key.cuh — BI-V100 reduce_by_key tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_reduce_by_key.cuh
+// vllm impact: grouped reduction in multi-head attention (reduce per head)
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::reduce_by_key {
+
+struct ReduceByKeyPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  CacheLoadModifier load_modifier;
+  LookbackDelayPolicy lookback_delay;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 13;
+  static constexpr int load_algo = BLOCK_LOAD_DIRECT;
+  static constexpr int load_mod = LOAD_LDG;
+};
+
+struct policy_selector {
+  int key_size;
+  int accum_size;
+  int offset_size;
+
+  constexpr ReduceByKeyPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, LOAD_LDG, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, LOAD_LDG, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+  }
+};
+
+} // namespace muh::tuning::reduce_by_key
diff --git a/muh/include/muh/tuning/tuning_rle_encode.cuh b/muh/include/muh/tuning/tuning_rle_encode.cuh
new file mode 100644
index 00000000..33351417
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_rle_encode.cuh
@@ -0,0 +1,38 @@
+// muh/include/muh/tuning/tuning_rle_encode.cuh — BI-V100 rle_encode tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_rle_encode.cuh
+// vllm impact: run-length encoding in sparse attention
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::rle_encode {
+
+struct RleEncodePolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 14;
+  static constexpr int load_algo = BLOCK_LOAD_DIRECT;
+};
+
+struct policy_selector {
+  int key_size;
+
+  constexpr RleEncodePolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT};
+  }
+};
+
+} // namespace muh::tuning::rle_encode
diff --git a/muh/include/muh/tuning/tuning_rle_non_trivial_runs.cuh b/muh/include/muh/tuning/tuning_rle_non_trivial_runs.cuh
new file mode 100644
index 00000000..f09e69a6
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_rle_non_trivial_runs.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_rle_non_trivial_runs.cuh — BI-V100 rle_non_trivial_runs tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_rle_non_trivial_runs.cuh
+// vllm impact: non-trivial run detection
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::rle_non_trivial_runs {
+
+struct RleNonTrivialRunsPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  LookbackDelayPolicy lookback_delay;
+};
+
+struct bi100_default {
+  static constexpr int threads = 192;
+  static constexpr int items = 20;
+  static constexpr int load_algo = BLOCK_LOAD_DIRECT;
+};
+
+struct policy_selector {
+  int key_size;
+
+  constexpr RleNonTrivialRunsPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+  }
+};
+
+} // namespace muh::tuning::rle_non_trivial_runs
diff --git a/muh/include/muh/tuning/tuning_scan_by_key.cuh b/muh/include/muh/tuning/tuning_scan_by_key.cuh
new file mode 100644
index 00000000..0e60d7f3
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_scan_by_key.cuh
@@ -0,0 +1,42 @@
+// muh/include/muh/tuning/tuning_scan_by_key.cuh — BI-V100 scan_by_key tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_scan_by_key.cuh
+// vllm impact: attention mask prefix scan per sequence
+// Competition weight: Input TPS × 2.799
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::scan_by_key {
+
+struct ScanByKeyPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  BlockStoreAlgorithm store_algorithm;
+  LookbackDelayPolicy lookback_delay;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 15;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+  static constexpr int store_algo = BLOCK_STORE_WARP_TRANSPOSE;
+};
+
+struct policy_selector {
+  int key_size;
+  int accum_size;
+
+  constexpr ScanByKeyPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, BLOCK_STORE_WARP_TRANSPOSE, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, BLOCK_STORE_WARP_TRANSPOSE, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+  }
+};
+
+} // namespace muh::tuning::scan_by_key
diff --git a/muh/include/muh/tuning/tuning_segmented_radix_sort.cuh b/muh/include/muh/tuning/tuning_segmented_radix_sort.cuh
new file mode 100644
index 00000000..a588bda0
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_segmented_radix_sort.cuh
@@ -0,0 +1,38 @@
+// muh/include/muh/tuning/tuning_segmented_radix_sort.cuh — BI-V100 segmented_radix_sort tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_segmented_radix_sort.cuh
+// vllm impact: radix sort per segment
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::segmented_radix_sort {
+
+struct SegmentedRadixSortPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  int radix_bits;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 15;
+  static constexpr int radix_bits = 6;
+};
+
+struct policy_selector {
+  int key_size;
+
+  constexpr SegmentedRadixSortPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+  }
+};
+
+} // namespace muh::tuning::segmented_radix_sort
diff --git a/muh/include/muh/tuning/tuning_segmented_reduce.cuh b/muh/include/muh/tuning/tuning_segmented_reduce.cuh
new file mode 100644
index 00000000..962221e1
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_segmented_reduce.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_segmented_reduce.cuh — BI-V100 segmented_reduce tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_segmented_reduce.cuh
+// vllm impact: per-segment reduce in batched attention
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::segmented_reduce {
+
+struct SegmentedReducePolicy {
+  int threads_per_block;
+  int items_per_thread;
+  int vec_size;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 16;
+  static constexpr int vec_size = 4;
+};
+
+struct policy_selector {
+  int accum_size;
+  int offset_size;
+
+  constexpr SegmentedReducePolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::vec_size};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::vec_size};
+  }
+};
+
+} // namespace muh::tuning::segmented_reduce
diff --git a/muh/include/muh/tuning/tuning_segmented_scan.cuh b/muh/include/muh/tuning/tuning_segmented_scan.cuh
new file mode 100644
index 00000000..edf9e20f
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_segmented_scan.cuh
@@ -0,0 +1,36 @@
+// muh/include/muh/tuning/tuning_segmented_scan.cuh — BI-V100 segmented_scan tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_segmented_scan.cuh
+// vllm impact: per-segment prefix scan
+// Competition weight: Input TPS × 2.799
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::segmented_scan {
+
+struct SegmentedScanPolicy {
+  int threads_per_block;
+  int items_per_thread;
+};
+
+struct bi100_default {
+  static constexpr int threads = 128;
+  static constexpr int items = 9;
+};
+
+struct policy_selector {
+  int accum_size;
+
+  constexpr SegmentedScanPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items};
+  }
+};
+
+} // namespace muh::tuning::segmented_scan
diff --git a/muh/include/muh/tuning/tuning_segmented_sort.cuh b/muh/include/muh/tuning/tuning_segmented_sort.cuh
new file mode 100644
index 00000000..ea94bd0a
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_segmented_sort.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_segmented_sort.cuh — BI-V100 segmented_sort tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_segmented_sort.cuh
+// vllm impact: per-segment sorting
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::segmented_sort {
+
+struct SegmentedSortPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  int radix_bits;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 11;
+  static constexpr int radix_bits = 6;
+};
+
+struct policy_selector {
+  int key_size;
+  int value_size;
+
+  constexpr SegmentedSortPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, bi100_default::radix_bits};
+  }
+};
+
+} // namespace muh::tuning::segmented_sort
diff --git a/muh/include/muh/tuning/tuning_select_if.cuh b/muh/include/muh/tuning/tuning_select_if.cuh
new file mode 100644
index 00000000..f343a0b0
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_select_if.cuh
@@ -0,0 +1,39 @@
+// muh/include/muh/tuning/tuning_select_if.cuh — BI-V100 select_if tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_select_if.cuh
+// vllm impact: token filtering in speculative decoding
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::select_if {
+
+struct SelectIfPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  LookbackDelayPolicy lookback_delay;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 18;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+};
+
+struct policy_selector {
+  int input_size;
+
+  constexpr SelectIfPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE, {LookbackDelayAlgorithm::fixed_delay, 350, 450}};
+  }
+};
+
+} // namespace muh::tuning::select_if
diff --git a/muh/include/muh/tuning/tuning_three_way_partition.cuh b/muh/include/muh/tuning/tuning_three_way_partition.cuh
new file mode 100644
index 00000000..d7474b9b
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_three_way_partition.cuh
@@ -0,0 +1,38 @@
+// muh/include/muh/tuning/tuning_three_way_partition.cuh — BI-V100 three_way_partition tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_three_way_partition.cuh
+// vllm impact: three-way split in scheduler
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::three_way_partition {
+
+struct ThreeWayPartitionPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 12;
+  static constexpr int load_algo = BLOCK_LOAD_WARP_TRANSPOSE;
+};
+
+struct policy_selector {
+  int input_size;
+
+  constexpr ThreeWayPartitionPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_WARP_TRANSPOSE};
+  }
+};
+
+} // namespace muh::tuning::three_way_partition
diff --git a/muh/include/muh/tuning/tuning_transform_tile.cuh b/muh/include/muh/tuning/tuning_transform_tile.cuh
new file mode 100644
index 00000000..ad2c148f
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_transform_tile.cuh
@@ -0,0 +1,36 @@
+// muh/include/muh/tuning/tuning_transform_tile.cuh — BI-V100 transform_tile tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_transform_tile.cuh
+// vllm impact: tiled activation kernels (SiLU/GELU on tiles)
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::transform_tile {
+
+struct TransformTilePolicy {
+  int threads_per_block;
+  int items_per_thread;
+};
+
+struct bi100_default {
+  static constexpr int threads = 128;
+  static constexpr int items = 8;
+};
+
+struct policy_selector {
+  int min_elem_size;
+
+  constexpr TransformTilePolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items};
+  }
+};
+
+} // namespace muh::tuning::transform_tile
diff --git a/muh/include/muh/tuning/tuning_unique_by_key.cuh b/muh/include/muh/tuning/tuning_unique_by_key.cuh
new file mode 100644
index 00000000..3c37cfd7
--- /dev/null
+++ b/muh/include/muh/tuning/tuning_unique_by_key.cuh
@@ -0,0 +1,41 @@
+// muh/include/muh/tuning/tuning_unique_by_key.cuh — BI-V100 unique_by_key tuning
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_unique_by_key.cuh
+// vllm impact: deduplication in beam search
+// Competition weight: Output TPS × 16.796
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::unique_by_key {
+
+struct UniqueByKeyPolicy {
+  int threads_per_block;
+  int items_per_thread;
+  BlockLoadAlgorithm load_algorithm;
+  CacheLoadModifier load_modifier;
+};
+
+struct bi100_default {
+  static constexpr int threads = 256;
+  static constexpr int items = 12;
+  static constexpr int load_algo = BLOCK_LOAD_DIRECT;
+  static constexpr int load_mod = LOAD_DEFAULT;
+};
+
+struct policy_selector {
+  int key_size;
+  int value_size;
+
+  constexpr UniqueByKeyPolicy operator()(const hardware_capability& hw) const {
+    if (hw.at_least(hardware_capability::vendor_t::iluvatar, 100)) {
+      return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, LOAD_DEFAULT};
+    }
+    // Fallback
+    return {bi100_default::threads, bi100_default::items, BLOCK_LOAD_DIRECT, LOAD_DEFAULT};
+  }
+};
+
+} // namespace muh::tuning::unique_by_key