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+The code is adapted from https://github.com/deepseek-ai/DeepGEMM/blob/main/deep_gemm/include/deep_gemm/impls/sm100_bf16_gemm.cuh and https://github.com/deepseek-ai/DeepGEMM/tree/main/deep_gemm/include/deep_gemm/common/.
+
+Based on the reference implementation, certain simplifications and modifications were made, resulting in a final codebase of approximately 400 lines (including both host and device code, with header dependencies limited to CUDA, CUTLASS, and CUTE—only leveraging their instruction-level abstractions). Key modifications include:
+
+- Removal of the additional unrolled tiling with `tile-size = num-stages` in the k-loop. The original design made the stage index a compile-time constant and flipped phases only at the end of the inner loop, reducing state update overhead. However, it required producer-consumer synchronization for residual k-blocks when the k-loop length was not divisible by `num-stages`, leading to pipeline bubbles and increased code complexity. The revised version maintains stage and phase as global states across both mn-loop and k-loop, updating them at the end of each k-iteration.
+- Removal of `tcgen05.fence::after_thread_sync` and `tcgen05.fence::before_thread_sync` instructions after barrier-wait or before barrier-arrive for workers dependent on TMEM (UMMA warp, Epilogue warpgroup). Testing showed these had no observable impact on correctness, and they are not used in CUTLASS implementations.
+- Unified interface for managing global pipeline states across three pipelines: SMEM-AB, TMEM-C, and SMEM-C.
+- Restructured code with added comments. The overall structure now includes:
+  - TMA descriptor prefetching
+  - Shared memory buffer and barrier allocation
+  - Tensor memory buffer allocation
+  - Barrier initialization
+  - TMA-Load worker (CTA0/1-Warp0-Lane0)
+    - mn-loop (persistent)
+      - k-loop
+        - SMEM-AB-pipeline: wait for consumer-empty
+        - SMEM-AB-pipeline: producer-execute
+          - `cute::SM100_TMA_2SM_LOAD_2D`
+        - SMEM-AB-pipeline: commit producer-ready
+        - SMEM-AB-pipeline: advance to next producer stage
+  - UMMA worker (CTA0-Warp1-Lane0)
+    - mn-loop (persistent)
+      - TMEM-C-pipeline: wait for consumer-empty
+      - TMEM-C-pipeline: producer-execute
+        - k-loop
+          - SMEM-AB-pipeline: wait for producer-ready
+          - SMEM-AB-pipeline: consumer-execute
+            - `cute::SM100_MMA_F16BF16_2x1SM_SS`
+          - SMEM-AB-pipeline: commit consumer-empty
+          - SMEM-AB-pipeline: advance to next consumer stage
+      - TMEM-C-pipeline: commit producer-ready
+      - TMEM-C-pipeline: advance to next producer stage
+  - Epilogue worker (CTA0/1-Warp4/5/6/7)
+    - mn-loop (persistent)
+      - TMEM-C-pipeline: wait for producer-ready
+      - TMEM-C-pipeline: consumer-execute
+        - mn-inner-loop
+          - SMEM-C-pipeline: wait for consumer-empty
+          - SMEM-C-pipeline: producer-execute
+            - `cute::SM100_TMEM_LOAD_32dp32b8x`
+            - `st.shared.v4.u32`
+          - SMEM-C-pipeline: commit producer-ready
+          - SMEM-C-pipeline: wait for producer-ready
+          - SMEM-C-pipeline: consumer-execute
+            - `cute::SM90_TMA_STORE_2D`
+          - SMEM-C-pipeline: commit consumer-empty
+          - SMEM-C-pipeline: advance to next stage
+      - TMEM-C-pipeline: commit consumer-empty
+      - TMEM-C-pipeline: advance to next consumer stage
+- Only the `MultiCast=2` case is retained, meaning UMMA is performed within a CTA-Pair.
+- Only the `GemmType::Normal` case is supported; logic for GroupGEMM (primarily affecting scheduler code) has been removed.
+- The tiling size is preset such that each CTA handles a computation of MxNxK = 256x256x64, and each CTA-Pair handles 512x256x64.