tile-ai · LeiWang1999 · Jul 4, 2025 · Jul 4, 2025 · gemini-code-assist · Jul 4, 2025
diff --git a/README.md b/README.md
@@ -13,6 +13,7 @@ Tile Language (**tile-lang**) is a concise domain-specific language designed to
 <img src=./images/MatmulExample.png />
 
 ## Latest News
+- 07/04/2025 🚀: Introduced `T.gemm_sp` for 2:4 sparse tensor core support, check out [Pull Request #526](https://github.com/tile-ai/tilelang/pull/526) for details.
- 07/04/2025 🚀: Introduced `T.gemm_sp` for 2:4 sparse tensor core support, check out [Pull Request #526](https://github.com/tile-ai/tilelang/pull/526) for details.
+- 07/04/2025 🚀: Introduced `T.gemm_sp` for 2:4 sparse tensor core support, check out the [example](./examples/sparse_tensorcore/tilelang_example_sparse_tensorcore.py) for details.
- 07/04/2025 🚀: Introduced `T.gemm_sp` for 2:4 sparse tensor core support, check out [Pull Request #526](https://github.com/tile-ai/tilelang/pull/526) for details.
+- 07/04/2025 🚀: Introduced `T.gemm_sp` for 2:4 sparse tensor core support, check out the [example](./examples/sparse_tensorcore/tilelang_example_sparse_tensorcore.py) for details.
 - 06/05/2025 ✨: Added [NVRTC Backend](https://github.com/tile-ai/tilelang/pull/461) to significantly reduce compilation time for cute templates!
 - 04/14/2025 🚀: Added high-performance FlashMLA implementation for AMD MI300X, achieving performance parity with hand-optimized assembly kernels of Aiter! See [example_mla_amd](./examples/deepseek_mla/amd/README.md) for details.
 - 03/03/2025 🚀: Added high-performance MLA Decoding support using only 80 lines of Python code, achieving performance on par with FlashMLA on H100 (see [example_mla_decode.py](./examples/deepseek_mla/example_mla_decode.py))! We also provide [documentation](./examples/deepseek_mla/README.md) explaining how TileLang achieves this.

diff --git a/docs/deeplearning_operators/convolution.md b/docs/deeplearning_operators/convolution.md
diff --git a/docs/deeplearning_operators/flash_attention.md b/docs/deeplearning_operators/flash_attention.md
diff --git a/docs/deeplearning_operators/flash_linear_attention.md b/docs/deeplearning_operators/flash_linear_attention.md
diff --git a/docs/deeplearning_operators/matmul_dequant.md b/docs/deeplearning_operators/matmul_dequant.md
diff --git a/docs/deeplearning_operators/tmac_gpu.md b/docs/deeplearning_operators/tmac_gpu.md
diff --git a/docs/index.md b/docs/index.md
@@ -21,13 +21,8 @@ get_started/overview
 :maxdepth: 1
 :caption: TUTORIALS
 
-tutorials/writing_kernels_with_tilelibrary
-tutorials/writing_kernels_with_thread_primitives
-tutorials/annotate_memory_layout
 tutorials/debug_tools_for_tilelang
 tutorials/auto_tuning
-tutorials/jit_compilation
-tutorials/pipelining_computations_and_data_movements
 :::
 
 :::{toctree}
@@ -37,23 +32,9 @@ tutorials/pipelining_computations_and_data_movements
 deeplearning_operators/elementwise
 deeplearning_operators/gemv
 deeplearning_operators/matmul
-deeplearning_operators/matmul_dequant
-deeplearning_operators/flash_attention
-deeplearning_operators/flash_linear_attention
 deeplearning_operators/deepseek_mla
-deeplearning_operators/convolution
-deeplearning_operators/tmac_gpu
 :::
 
-:::{toctree}
-:maxdepth: 2
-:caption: LANGUAGE REFERENCE
-
-language_ref/ast
-language_ref/primitives
-language_ref/tilelibrary
-::: 
-
 :::{toctree}
 :maxdepth: 1
 :caption: API Reference

diff --git a/docs/language_ref/ast.md b/docs/language_ref/ast.md
diff --git a/docs/language_ref/primitives.md b/docs/language_ref/primitives.md
diff --git a/docs/language_ref/tilelibrary.md b/docs/language_ref/tilelibrary.md
diff --git a/docs/tutorials/annotate_memory_layout.md b/docs/tutorials/annotate_memory_layout.md
diff --git a/docs/tutorials/jit_compilation.md b/docs/tutorials/jit_compilation.md
diff --git a/docs/tutorials/pipelining_computations_and_data_movements.md b/docs/tutorials/pipelining_computations_and_data_movements.md
diff --git a/docs/tutorials/writing_kernels_with_thread_primitives.md b/docs/tutorials/writing_kernels_with_thread_primitives.md
diff --git a/docs/tutorials/writing_kernels_with_tilelibrary.md b/docs/tutorials/writing_kernels_with_tilelibrary.md