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diff --git a/_sources/tutorials/writing_kernels_with_thread_primitives.rst.txt b/_sources/tutorials/writing_kernels_with_thread_primitives.rst.txt
@@ -0,0 +1,2 @@
+Writing High-Performance Kernels with Thread Primitives
+=======================================================
diff --git a/_sources/tutorials/writint_kernels_with_thread_primitives.rst.txt b/_sources/tutorials/writint_kernels_with_thread_primitives.rst.txt
diff --git a/deeplearning_operators/convolution.html b/deeplearning_operators/convolution.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/elementwise.html b/deeplearning_operators/elementwise.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/flash_attention.html b/deeplearning_operators/flash_attention.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/flash_linear_attention.html b/deeplearning_operators/flash_linear_attention.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/gemv.html b/deeplearning_operators/gemv.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/matmul.html b/deeplearning_operators/matmul.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/matmul_dequant.html b/deeplearning_operators/matmul_dequant.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/deeplearning_operators/tmac_gpu.html b/deeplearning_operators/tmac_gpu.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/genindex.html b/genindex.html
@@ -165,7 +165,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/get_started/Installation.html b/get_started/Installation.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/get_started/overview.html b/get_started/overview.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/index.html b/index.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
@@ -257,7 +256,6 @@ <h1>👋 Welcome to Tile Language<a class="headerlink" href="#welcome-to-tile-la
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference internal" href="tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/language_ref/ast.html b/language_ref/ast.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/language_ref/primitives.html b/language_ref/primitives.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
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 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/language_ref/tilelibrary.html b/language_ref/tilelibrary.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/objects.inv b/objects.inv
diff --git a/privacy.html b/privacy.html
@@ -167,7 +167,6 @@
 <p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/writing_kernels_with_tilelibrary.html">Writing High-Performance Kernels with the Tile Library</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
diff --git a/search.html b/search.html
@@ -164,7 +164,6 @@
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-<li class="toctree-l1"><a class="reference internal" href="tutorials/writint_kernels_with_thread_primitives.html">Annotating Memory Layout for Optimization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/annotate_memory_layout.html">Annotate Memory Layout</a></li>
 <li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
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diff --git a/searchindex.js b/searchindex.js
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@@ -246,14 +245,14 @@ <h1>Annotate Memory Layout<a class="headerlink" href="#annotate-memory-layout" t
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diff --git a/tutorials/auto_tuning.html b/tutorials/auto_tuning.html
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diff --git a/tutorials/writing_kernels_with_tilelibrary.html b/tutorials/writing_kernels_with_tilelibrary.html

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	`2`	`+=======================================================`