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github-actions[bot] pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new b02b8c6c156 Build at Thu Nov  5 01:12:45 UTC 2026
b02b8c6c156 is described below

commit b02b8c6c156d0f40c0a7b527b14bfb479499e32d
Author: tvm-bot <[email protected]>
AuthorDate: Thu Nov 5 01:12:46 2026 +0000

    Build at Thu Nov  5 01:12:45 UTC 2026
---
 2017/08/17/tvm-release-announcement.html           |   2 +-
 ...s-with-TVM-A-Depthwise-Convolution-Example.html |   2 +-
 2017/10/06/nnvm-compiler-announcement.html         |   2 +-
 ...s-to-TVM-Stack-and-NNVM-Compiler-with-ROCm.html |   2 +-
 2017/11/08/android-rpc-introduction.html           |   2 +-
 2018/01/16/opt-mali-gpu.html                       |   2 +-
 2018/03/12/webgl.html                              |   2 +-
 2018/03/23/nmt-transformer-optimize.html           |   2 +-
 2018/07/12/vta-release-announcement.html           |   2 +-
 2018/08/10/DLPack-Bridge.html                      |   2 +-
 2018/10/03/auto-opt-all.html                       |   2 +-
 2018/10/09/ml-in-tees.html                         |   2 +-
 2018/12/18/lowprecision-conv.html                  |   2 +-
 2019/01/19/Golang.html                             |   2 +-
 2019/03/18/tvm-apache-announcement.html            |   2 +-
 2019/04/29/opt-cuda-quantized.html                 |   2 +-
 2019/05/30/pytorch-frontend.html                   |   2 +-
 ...machine-learning-to-webassembly-and-webgpu.html |   2 +-
 2020/06/04/tinyml-how-tvm-is-taming-tiny.html      |   2 +-
 2020/07/14/bert-pytorch-tvm.html                   |   2 +-
 .../15/how-to-bring-your-own-codegen-to-tvm.html   |   2 +-
 2020/09/26/bring-your-own-datatypes.html           |   2 +-
 2021/03/03/intro-auto-scheduler.html               |   2 +-
 2021/12/15/tvm-unity.html                          |   2 +-
 2025/10/21/tvm-ffi.html                            |   2 +-
 2026/06/22/tirx.html                               |   2 +-
 ...rethinking-abstractions-in-the-agentic-era.html |   2 +-
 404.html                                           |   2 +-
 _static/downloads/acm%3Adesktopcta                 |   6 +-
 asf.html                                           |   2 +-
 atom.xml                                           |   2 +-
 categories.html                                    |   2 +-
 community.html                                     |   2 +-
 download.html                                      |   2 +-
 feed.xml                                           |   2 +-
 history.html                                       |   2 +-
 images/docs/tirx/authoring_layers.html             | 291 +++++++++++++++++++++
 images/docs/tirx/authoring_layers.svg              |  96 -------
 images/docs/tirx/authoring_layers_embed.js         |  46 ++++
 index.html                                         |   2 +-
 posts.html                                         |   2 +-
 rss.xml                                            |   4 +-
 tags.html                                          |   2 +-
 43 files changed, 380 insertions(+), 139 deletions(-)

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b/2017/08/17/tvm-release-announcement.html
index 7392899ac91..42d5f5d6a90 100644
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index e59c3663c73..56ddc275a2d 100644
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index 14acd8597e1..550312241ef 100644
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--- a/2021/12/15/tvm-unity.html
+++ b/2021/12/15/tvm-unity.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="../../../_static/downloads/bootstrap.min.css" 
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 crossorigin="anonymous">
     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
       <meta property="og:image" content="/images/tvm-unity/image2.png">
     
diff --git a/2025/10/21/tvm-ffi.html b/2025/10/21/tvm-ffi.html
index 77011b952f0..1e9cc725c53 100644
--- a/2025/10/21/tvm-ffi.html
+++ b/2025/10/21/tvm-ffi.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="../../../_static/downloads/bootstrap.min.css" 
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/2026/06/22/tirx.html b/2026/06/22/tirx.html
index eeaf147c74c..c9dec14628f 100644
--- a/2026/06/22/tirx.html
+++ b/2026/06/22/tirx.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="../../../_static/downloads/bootstrap.min.css" 
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
       <script>window.MathJax = { tex: { inlineMath: [['$', '$'], ['\\(', 
'\\)']], displayMath: [['$$', '$$'], ['\\[', '\\]']] } };</script>
diff --git a/2026/11/03/rethinking-abstractions-in-the-agentic-era.html 
b/2026/11/03/rethinking-abstractions-in-the-agentic-era.html
index 9777c8650cb..0c0f3ced829 100644
--- a/2026/11/03/rethinking-abstractions-in-the-agentic-era.html
+++ b/2026/11/03/rethinking-abstractions-in-the-agentic-era.html
@@ -7,7 +7,7 @@
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/404.html b/404.html
index 60b795f8cac..51c19d1a9a9 100644
--- a/404.html
+++ b/404.html
@@ -7,7 +7,7 @@
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/_static/downloads/acm%3Adesktopcta 
b/_static/downloads/acm%3Adesktopcta
index 419d44d429b..910ce0ecd52 100644
--- a/_static/downloads/acm%3Adesktopcta
+++ b/_static/downloads/acm%3Adesktopcta
@@ -64,12 +64,12 @@
 
       <div class="cf-error-footer cf-wrapper w-240 lg:w-full py-10 sm:py-4 
sm:px-8 mx-auto text-center sm:text-left border-solid border-0 border-t 
border-gray-300">
     <p class="text-13">
-      <span class="cf-footer-item sm:block sm:mb-1">Cloudflare Ray ID: <strong 
class="font-semibold">a557c499996bcb6f</strong></span>
+      <span class="cf-footer-item sm:block sm:mb-1">Cloudflare Ray ID: <strong 
class="font-semibold">a557fc7a0b71391c</strong></span>
       <span class="cf-footer-separator sm:hidden">&bull;</span>
       <span id="cf-footer-item-ip" class="cf-footer-item hidden sm:block 
sm:mb-1">
         Your IP:
         <button type="button" id="cf-footer-ip-reveal" 
class="cf-footer-ip-reveal-btn">Click to reveal</button>
-        <span class="hidden" id="cf-footer-ip">40.75.171.226</span>
+        <span class="hidden" id="cf-footer-ip">172.203.204.229</span>
         <span class="cf-footer-separator sm:hidden">&bull;</span>
       </span>
       <span class="cf-footer-item sm:block sm:mb-1"><span>Performance &amp; 
security by</span> <a rel="noopener noreferrer" 
href="https://www.cloudflare.com/5xx-error-landing"; id="brand_link" 
target="_blank">Cloudflare</a></span>
@@ -86,5 +86,5 @@
     
     
   </script>
-<script>(function(){function c(){var 
b=a.contentDocument||(a.contentWindow&&a.contentWindow.document);if(b){var 
d=b.createElement('script');d.innerHTML="window.__CF$cv$params={r:'a557c499996bcb6f',t:'MTc5MzgzODgxNg=='};var
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URL(new URL(l.href).origin).origin}catch(e){o=''}}var 
u='/cdn-cgi/challenge-platform/scripts/jsd/main.js?ray=a557c499996bcb6f',a=document.createElement('script');a.src=o?new
 URL(u,o).href:u;do [...]
+<script>(function(){function c(){var 
b=a.contentDocument||(a.contentWindow&&a.contentWindow.document);if(b){var 
d=b.createElement('script');d.innerHTML="window.__CF$cv$params={r:'a557fc7a0b71391c',t:'MTc5Mzg0MTEwNA=='};var
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u='/cdn-cgi/challenge-platform/scripts/jsd/main.js?ray=a557fc7a0b71391c',a=document.createElement('script');a.src=o?new
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diff --git a/asf.html b/asf.html
index 1add7dbfa37..c6383ec9528 100644
--- a/asf.html
+++ b/asf.html
@@ -7,7 +7,7 @@
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integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO"
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/atom.xml b/atom.xml
index 77f6edf6596..e28915331b9 100644
--- a/atom.xml
+++ b/atom.xml
@@ -4,7 +4,7 @@
  <title>TVM</title>
  <link href="https://tvm.apache.org"; rel="self"/>
  <link href="https://tvm.apache.org"/>
- <updated>2026-11-05T00:33:32+00:00</updated>
+ <updated>2026-11-05T01:11:41+00:00</updated>
  <id>https://tvm.apache.org</id>
  <author>
    <name></name>
diff --git a/categories.html b/categories.html
index 4002dcded68..1424a5106f9 100644
--- a/categories.html
+++ b/categories.html
@@ -7,7 +7,7 @@
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/community.html b/community.html
index 4457f3a4673..46c757768be 100644
--- a/community.html
+++ b/community.html
@@ -7,7 +7,7 @@
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/download.html b/download.html
index 5008597999b..7d3f1ad32e2 100644
--- a/download.html
+++ b/download.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="_static/downloads/bootstrap.min.css" 
integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO"
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/feed.xml b/feed.xml
index 1ad585b6d3a..e033df3ac87 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.4.1">Jekyll</generator><link href="/feed.xml" rel="self" 
type="application/atom+xml" /><link href="/" rel="alternate" type="text/html" 
/><updated>2026-11-05T00:33:32+00:00</updated><id>/feed.xml</id><title 
type="html">TVM</title><author><name>{&quot;name&quot; =&gt; 
nil}</name></author><entry><title type="html">Rethinking Abstractions in the 
Agentic Era: Towa [...]
+<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.4.1">Jekyll</generator><link href="/feed.xml" rel="self" 
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/><updated>2026-11-05T01:11:41+00:00</updated><id>/feed.xml</id><title 
type="html">TVM</title><author><name>{&quot;name&quot; =&gt; 
nil}</name></author><entry><title type="html">Rethinking Abstractions in the 
Agentic Era: Towa [...]
 
   <h2 id="tldr">TL;DR</h2>
 
diff --git a/history.html b/history.html
index 584ff9ecd1d..ff47790b807 100644
--- a/history.html
+++ b/history.html
@@ -7,7 +7,7 @@
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     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/images/docs/tirx/authoring_layers.html 
b/images/docs/tirx/authoring_layers.html
new file mode 100644
index 00000000000..203081c587b
--- /dev/null
+++ b/images/docs/tirx/authoring_layers.html
@@ -0,0 +1,291 @@
+<!DOCTYPE html>
+<!--
+  Licensed to the Apache Software Foundation (ASF) under one
+  or more contributor license agreements.  See the NOTICE file
+  distributed with this work for additional information
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+  <title>TIRx authoring layers</title>
+  <style>
+    /* Typography, cards, and blue accent follow the Modern GPU Programming 
for MLSys
+       diagrams: https://github.com/mlc-ai/modern-gpu-programming-for-mlsys */
+    :root {
+      color-scheme: light;
+      --surface: #fff;
+      --text: #222;
+      --muted: #536276;
+      --frame: #b6bdc6;
+      --frame-bg: #f8fafc;
+      --tag: #475569;
+      --line: #64748b;
+      --neutral-border: #b6bdc6;
+      --layer-border: #5b9bd5;
+      --layer-bg: #eef5fc;
+    }
+    :root[data-theme="dark"] {
+      color-scheme: dark;
+      --surface: #14181e;
+      --text: #e5e9ef;
+      --muted: #b1bdcd;
+      --frame: #627084;
+      --frame-bg: #1c232c;
+      --tag: #475569;
+      --line: #a1afc1;
+      --neutral-border: #627084;
+      --layer-bg: #1d3043;
+    }
+    * { box-sizing: border-box; }
+    html, body { margin: 0; }
+    body {
+      padding: 14px 4px 4px;
+      background: var(--surface);
+      color: var(--text);
+      font: 13px/1.5 'Inter', 'SF Pro', 'Segoe UI', system-ui, sans-serif;
+    }
+    h1, h2, p { margin: 0; }
+    h2 { font-size: 14px; font-weight: 700; }
+    code { font: 12px/1.5 'SF Mono', 'Fira Code', Consolas, monospace; }
+    .diagram { max-width: 920px; margin: 0 auto; }
+    .program {
+      position: relative;
+      padding: 26px 18px 14px;
+      border: 2px solid var(--frame);
+      border-radius: 12px;
+      background: var(--frame-bg);
+    }
+    .program-label {
+      position: absolute;
+      top: -11px;
+      left: 16px;
+      padding: 1px 10px;
+      border-radius: 4px;
+      background: var(--tag);
+      color: #fff;
+      font-size: 11px;
+      font-weight: 700;
+      letter-spacing: .02em;
+    }
+    .layers {
+      display: grid;
+      grid-template-columns: minmax(0, .85fr) minmax(0, 1.8fr);
+      grid-template-rows: auto 64px auto;
+      column-gap: 32px;
+    }
+    .card { border: 2px solid; border-radius: 8px; text-align: center; }
+    .core {
+      grid-column: 1;
+      grid-row: 1 / 4;
+      display: flex;
+      flex-direction: column;
+      justify-content: center;
+      gap: 18px;
+      padding: 18px 10px;
+      border-color: var(--layer-border);
+      background: var(--layer-bg);
+    }
+    .core code { display: block; margin-top: 4px; font-size: 15px; }
+    .constructs { display: grid; gap: 6px; }
+    .note { font-size: 11px; color: var(--muted); }
+    .tile {
+      grid-column: 2;
+      grid-row: 1;
+      padding: 14px 12px 12px;
+      border-color: var(--layer-border);
+      background: var(--layer-bg);
+    }
+    .operations { display: grid; grid-template-columns: 1fr 1fr; gap: 12px; 
margin: 14px 0; }
+    .operation code { display: block; margin-bottom: 4px; font-weight: 600; }
+    .tile-note { border-top: 1px solid var(--layer-border); padding-top: 9px; }
+    .dispatch { grid-column: 2; grid-row: 2; position: relative; }
+    .dispatch::before {
+      content: '';
+      position: absolute;
+      left: 50%;
+      top: 0;
+      bottom: 3px;
+      border-left: 1.5px solid var(--line);
+    }
+    .branch {
+      position: absolute;
+      top: 50%;
+      left: -30px;
+      width: calc(50% + 30px);
+      border-top: 1.5px solid var(--line);
+    }
+    .branch::before {
+      content: '';
+      position: absolute;
+      left: -2px;
+      top: -4.5px;
+      border-top: 4px solid transparent;
+      border-bottom: 4px solid transparent;
+      border-right: 6px solid var(--line);
+    }
+    .dispatch::after, .lowering::after {
+      content: '';
+      position: absolute;
+      left: calc(50% - 3.25px);
+      bottom: 0;
+      border-left: 4px solid transparent;
+      border-right: 4px solid transparent;
+      border-top: 6px solid var(--line);
+    }
+    .dispatch code {
+      position: absolute;
+      left: calc(50% + 10px);
+      top: 50%;
+      transform: translateY(-50%);
+      font-size: 11px;
+      color: var(--muted);
+    }
+    .backend {
+      grid-column: 2;
+      grid-row: 3;
+      display: flex;
+      align-items: center;
+      justify-content: center;
+      flex-wrap: wrap;
+      gap: 3px 16px;
+      padding: 10px;
+      border-color: var(--layer-border);
+      background: var(--layer-bg);
+    }
+    .backend h2 { font-size: 13px; }
+    .shared-ir { margin-top: 14px; color: var(--muted); text-align: center; 
font-size: 12px; }
+    .shared-ir strong { color: var(--text); font-weight: 600; }
+    .lowering { position: relative; height: 60px; }
+    .lowering::before {
+      content: '';
+      position: absolute;
+      left: 50%;
+      top: 0;
+      bottom: 3px;
+      border-left: 1.5px solid var(--line);
+    }
+    .lowering span {
+      position: absolute;
+      left: calc(50% + 12px);
+      right: 0;
+      top: 50%;
+      transform: translateY(-50%);
+      font-size: 11px;
+      color: var(--muted);
+    }
+    .codegen {
+      width: 220px;
+      max-width: 80%;
+      margin: 0 auto;
+      padding: 9px 14px;
+      border-color: var(--neutral-border);
+      background: var(--surface);
+    }
+    .sr-only {
+      position: absolute;
+      width: 1px;
+      height: 1px;
+      padding: 0;
+      overflow: hidden;
+      clip-path: inset(50%);
+      white-space: nowrap;
+    }
+    @media (max-width: 620px) {
+      .program { padding: 24px 10px 12px; }
+      .layers { column-gap: 20px; grid-template-columns: minmax(0, .8fr) 
minmax(0, 1.4fr); }
+      .branch { left: -18px; width: calc(50% + 18px); }
+      .operations { grid-template-columns: 1fr; gap: 12px; }
+      .tile { padding: 12px 6px 10px; }
+      .core { padding: 14px 6px; }
+      .constructs { font-size: 12px; }
+      .backend { padding: 8px 5px; }
+      .backend code { font-size: 11px; }
+      .dispatch code { left: calc(50% + 7px); font-size: 10px; }
+    }
+  </style>
+</head>
+<body>
+  <main class="diagram" aria-labelledby="program-title" 
aria-describedby="diagram-description">
+    <p class="sr-only" id="diagram-description">
+      Core language constructs are used throughout a TIRx program. The optional
+      tile layer expands through TileDispatch into core statements and 
expressions
+      and native backend calls. Direct backend calls form a thin interface. All
+      constructs share one IR, followed by layout and further lowering and 
code generation.
+    </p>
+    <section class="program">
+      <h1 class="program-label" id="program-title">One TIRx program</h1>
+      <div class="layers">
+        <section class="card core" aria-labelledby="core-title">
+          <div><h2 id="core-title">Core language</h2><code>T.*</code></div>
+          <div class="constructs">
+            <p>Loops and branches</p>
+            <p>Scalar expressions</p>
+            <p>Tensor accesses</p>
+          </div>
+          <p class="note">Used throughout the program</p>
+        </section>
+        <section class="card tile" aria-labelledby="tile-title">
+          <h2 id="tile-title">Tile operations</h2>
+          <div class="operations">
+            <div class="operation">
+              <code>T.cuda.tile.apply</code>
+              <p class="note">Repeat a chosen PTX instruction</p>
+            </div>
+            <div class="operation">
+              <code>T.cuda.tile.ewise</code>
+              <p class="note">Inline a scalar function</p>
+            </div>
+          </div>
+          <p class="note tile-note">Tensor layouts and execution scope</p>
+        </section>
+        <div class="dispatch" aria-hidden="true"><span 
class="branch"></span><code>TileDispatch</code></div>
+        <section class="card backend" aria-labelledby="backend-title">
+          <h2 id="backend-title">Direct backend calls</h2>
+          <code>T.cuda.* / T.ptx.*</code>
+        </section>
+      </div>
+      <p class="shared-ir"><strong>Shared TIRx IR</strong> ยท statements, 
expressions and calls</p>
+    </section>
+    <div class="lowering"><span>Layout and further lowering</span></div>
+    <section class="card codegen"><h2>Code generation</h2></section>
+  </main>
+  <script>
+    (() => {
+      const root = document.documentElement;
+      const dark = matchMedia('(prefers-color-scheme: dark)');
+      root.dataset.theme = dark.matches ? 'dark' : 'light';
+      if (parent === window) {
+        dark.addEventListener('change', () => { root.dataset.theme = 
dark.matches ? 'dark' : 'light'; });
+        return;
+      }
+      const parentOrigin = document.referrer ? new 
URL(document.referrer).origin : '*';
+      const report = () => parent.postMessage({
+        type: 'tirx-authoring-layers:height', height: 
Math.ceil(document.body.getBoundingClientRect().height)
+      }, parentOrigin);
+      new ResizeObserver(report).observe(document.body);
+      addEventListener('message', (event) => {
+        if (event.source !== parent || (parentOrigin !== '*' && event.origin 
!== parentOrigin)) return;
+        if (event.data?.type !== 'tirx-authoring-layers:theme') return;
+        if (['light', 'dark'].includes(event.data.theme)) root.dataset.theme = 
event.data.theme;
+        report();
+      });
+      addEventListener('load', report);
+      report();
+    })();
+  </script>
+</body>
+</html>
diff --git a/images/docs/tirx/authoring_layers.svg 
b/images/docs/tirx/authoring_layers.svg
deleted file mode 100644
index 68eec9af357..00000000000
--- a/images/docs/tirx/authoring_layers.svg
+++ /dev/null
@@ -1,96 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<!--
-  Licensed to the Apache Software Foundation (ASF) under one
-  or more contributor license agreements.  See the NOTICE file
-  distributed with this work for additional information
-  regarding copyright ownership.  The ASF licenses this file
-  to you under the Apache License, Version 2.0 (the
-  "License"); you may not use this file except in compliance
-  with the License.  You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-  Unless required by applicable law or agreed to in writing,
-  software distributed under the License is distributed on an
-  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-  KIND, either express or implied.  See the License for the
-  specific language governing permissions and limitations
-  under the License.
--->
-<svg xmlns="http://www.w3.org/2000/svg"; width="1280" height="660"
-     viewBox="0 60 1280 660" role="img" aria-labelledby="title description">
-  <title id="title">Core language, tile expansion, and direct backend calls in 
TIRx</title>
-  <desc id="description">
-    One TIRx program combines core language constructs with tile operations
-    and direct backend calls. The core language spans all abstraction levels:
-    loops, branches, scalar expressions, and tensor accesses are used 
throughout.
-    The optional CUDA tile layer provides apply, which repeats an explicit PTX
-    instruction, and ewise, which inlines a scalar function at each element.
-    TileDispatch expands tile calls into core statements and expressions and,
-    for instruction patterns, backend calls. Direct backend and PTX calls are
-    shown as a thin interface. All constructs share the same TIRx IR, which
-    undergoes layout and further lowering before code generation.
-  </desc>
-  <defs>
-    <marker id="arrow" markerWidth="10" markerHeight="10" refX="8" refY="5"
-            orient="auto" markerUnits="userSpaceOnUse">
-      <path d="M 0 0 L 9 5 L 0 10 Z" fill="#637181"/>
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-      .detail { font-size: 24px; }
-      .note { font-size: 22px; fill: #4c6075; }
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-
-  <rect x="32" y="84" width="1216" height="464" rx="20"
-        fill="#f7f9fd" stroke="#315e88" stroke-width="2.6"/>
-  <text x="640" y="128" text-anchor="middle" class="label">One TIRx 
program</text>
-
-  <!-- Core syntax is shared across levels. See src/script/ir_builder/ir.cc. 
-->
-  <rect x="64" y="164" width="340" height="314" rx="14"
-        fill="#e3ecf9" stroke="#6488cb" stroke-width="2.2"/>
-  <text x="234" y="208" text-anchor="middle" class="label">Core language</text>
-  <text x="234" y="247" text-anchor="middle" class="code">T.*</text>
-  <text x="234" y="299" text-anchor="middle" class="detail">Loops and 
branches</text>
-  <text x="234" y="338" text-anchor="middle" class="detail">Scalar 
expressions</text>
-  <text x="234" y="377" text-anchor="middle" class="detail">Tensor 
accesses</text>
-  <text x="234" y="447" text-anchor="middle" class="note">Used throughout the 
program</text>
-
-  <!-- Only the optional tile expansion sits above direct native operations. 
-->
-  <rect x="464" y="164" width="752" height="176" rx="14"
-        fill="#d6e3f7" stroke="#6488cb" stroke-width="2.2"/>
-  <text x="840" y="205" text-anchor="middle" class="label">Tile 
operations</text>
-  <text x="652" y="247" text-anchor="middle" 
class="code">T.cuda.tile.apply</text>
-  <text x="1028" y="247" text-anchor="middle" 
class="code">T.cuda.tile.ewise</text>
-  <text x="652" y="280" text-anchor="middle" class="note">Repeat a chosen PTX 
instruction</text>
-  <text x="1028" y="280" text-anchor="middle" class="note">Inline a scalar 
function</text>
-  <text x="840" y="317" text-anchor="middle" class="note">Tensor layouts and 
execution scope</text>
-
-  <!-- Expansion is implemented in backend/cuda/tile/patterns:
-       register.py emits PTX calls; ewise.py emits scalar TensorStores;
-       common.py wraps these in ordinary IR For loops. -->
-  <path d="M 840 340 V 376 H 407" class="flow" marker-end="url(#arrow)"/>
-  <path d="M 840 376 V 411" class="flow" marker-end="url(#arrow)"/>
-  <circle cx="840" cy="376" r="4" fill="#637181"/>
-  <text x="865" y="384" class="code">TileDispatch</text>
-
-  <rect x="464" y="414" width="752" height="64" rx="12"
-        fill="#edf3fa" stroke="#768393" stroke-width="2.2"/>
-  <text x="488" y="454" class="label">Direct backend calls</text>
-  <text x="918" y="454" text-anchor="middle" class="code">T.cuda.* / 
T.ptx.*</text>
-
-  <text x="640" y="521" text-anchor="middle" class="detail">Shared TIRx IR: 
statements, expressions and calls</text>
-
-  <path d="M 640 548 V 633" class="flow" marker-end="url(#arrow)"/>
-  <text x="664" y="598" class="note">Layout and further lowering</text>
-  <rect x="440" y="636" width="400" height="60" fill="#c2d9b0"/>
-  <text x="640" y="677" text-anchor="middle" class="heading">Code 
generation</text>
-</svg>
diff --git a/images/docs/tirx/authoring_layers_embed.js 
b/images/docs/tirx/authoring_layers_embed.js
new file mode 100644
index 00000000000..9a041ffa474
--- /dev/null
+++ b/images/docs/tirx/authoring_layers_embed.js
@@ -0,0 +1,46 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+// Keep the hosted diagram's height and theme in sync with its documentation 
page.
+(() => {
+  const dark = matchMedia('(prefers-color-scheme: dark)');
+  
document.querySelectorAll('iframe[data-tirx-authoring-layers]').forEach((frame) 
=> {
+    if (frame.dataset.ready) return;
+    frame.dataset.ready = 'true';
+    const origin = new URL(frame.src, document.baseURI).origin;
+    const syncTheme = () => {
+      const selected = document.documentElement.dataset.theme;
+      const theme = ['light', 'dark'].includes(selected) ? selected : 
(dark.matches ? 'dark' : 'light');
+      frame.contentWindow.postMessage({ type: 'tirx-authoring-layers:theme', 
theme }, origin);
+    };
+    addEventListener('message', (event) => {
+      if (event.source !== frame.contentWindow || event.origin !== origin) 
return;
+      const data = event.data;
+      if (data?.type !== 'tirx-authoring-layers:height') return;
+      if (!Number.isFinite(data.height) || data.height < 100 || data.height > 
2000) return;
+      frame.style.height = Math.ceil(data.height) + 'px';
+    });
+    new MutationObserver(syncTheme).observe(document.documentElement, {
+      attributes: true, attributeFilter: ['data-theme']
+    });
+    dark.addEventListener('change', syncTheme);
+    frame.addEventListener('load', syncTheme);
+    syncTheme();
+  });
+})();
diff --git a/index.html b/index.html
index 88068827bb4..7984a77dce3 100644
--- a/index.html
+++ b/index.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="_static/downloads/bootstrap.min.css" 
integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO"
 crossorigin="anonymous">
     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/posts.html b/posts.html
index ca862265bef..8fb94f7a1ba 100644
--- a/posts.html
+++ b/posts.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="_static/downloads/bootstrap.min.css" 
integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO"
 crossorigin="anonymous">
     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>
diff --git a/rss.xml b/rss.xml
index 73761c36673..3e5159ba2e6 100644
--- a/rss.xml
+++ b/rss.xml
@@ -5,8 +5,8 @@
         <description>TVM - </description>
         <link>https://tvm.apache.org</link>
         <atom:link href="https://tvm.apache.org"; rel="self" 
type="application/rss+xml" />
-        <lastBuildDate>Thu, 05 Nov 2026 00:33:32 +0000</lastBuildDate>
-        <pubDate>Thu, 05 Nov 2026 00:33:32 +0000</pubDate>
+        <lastBuildDate>Thu, 05 Nov 2026 01:11:41 +0000</lastBuildDate>
+        <pubDate>Thu, 05 Nov 2026 01:11:41 +0000</pubDate>
         <ttl>60</ttl>
 
 
diff --git a/tags.html b/tags.html
index 78d795e0150..47997875fe9 100644
--- a/tags.html
+++ b/tags.html
@@ -7,7 +7,7 @@
     <link rel="stylesheet" href="_static/downloads/bootstrap.min.css" 
integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO"
 crossorigin="anonymous">
     <link rel="stylesheet" href="/css/slick.css">
     <link rel="stylesheet" href="/css/slick-theme.css">
-    <link rel="stylesheet" href="/css/custom.css?v=1793838812">
+    <link rel="stylesheet" href="/css/custom.css?v=1793841101">
     
     
 </head>

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