diff --git a/muh/include/muh/tuning/tuning_transform_tile.cuh b/muh/include/muh/tuning/tuning_transform_tile.cuh
new file mode 100644
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+++ b/muh/include/muh/tuning/tuning_transform_tile.cuh
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+// muh/include/muh/tuning/tuning_transform_tile.cuh — BI-V100
+//
+// Mirrors: cccl_upstream/cub/cub/device/dispatch/tuning/tuning_transform_tile.cuh
+// CCCL: tile-based transform, shares bytes-in-flight target with transform
+//
+// vllm relevance: fused activation+normalization tiles
+// SMEM risk: tile size is compile-time shape, not threads*items
+
+#pragma once
+
+#include "muh/hardware.cuh"
+#include "muh/tuning/common.cuh"
+
+namespace muh::tuning::transform_tile {
+
+struct TransformTilePolicy {
+  int tile_size;
+  int min_bytes_in_flight;
+};
+
+struct policy_selector {
+  int elem_size;
+
+  constexpr TransformTilePolicy operator()(const hardware_capability& hw) const {
+    // BI-V100 per-SM BW ≈ A100 → bytes_in_flight = 16KB
+    int bytes_in_flight = 16 * 1024;
+    int tile = bytes_in_flight / elem_size;
+    if (tile < 128) tile = 128;
+    return {tile, bytes_in_flight};
+  }
+};
+
+} // namespace muh::tuning::transform_tile