feat: add reduced AttnRes trace lab

src/pages/k3/index.astro

@@ -2,6 +2,7 @@
 import BaseLayout from "@/layouts/BaseLayout.astro";
 import ArchitectureExplorer from "@/components/ArchitectureExplorer.astro";
 import K3ArtifactLab from "@/components/K3ArtifactLab.astro";
+import K3AttnResTraceLab from "@/components/K3AttnResTraceLab.astro";
 import K3ReportLab from "@/components/K3ReportLab.astro";
 import { k3FigureAtlas, k3Ledgers, k3PaperChain, k3ReportMap } from "@/data/k3";
 
@@ -36,7 +37,8 @@ const toc = [
   ["27", "xtml", "XTML 协议"],
   ["28", "lab", "八联交互实验"],
   ["29", "artifacts", "开放权重工件审计"],
-  ["30", "audit", "21 张图表审计"],
+  ["30", "attnres-reduced", "AttnRes 缩小机制实验"],
+  ["31", "audit", "21 张图表审计"],
   ["↳", "papers", "100 节点阅读链"],
 ];
 
@@ -105,13 +107,13 @@ const paperGroups = [
 
 <BaseLayout
   title="Kimi K3 技术报告完整深读：架构、训练、RL、系统与评测"
-  description="用三十二张问题账、二十一张图表审计、八个机制实验、四个开放工件视图与一百个一手阅读节点，逐节读懂 Kimi K3。"
+  description="用三十二张问题账、二十一张图表审计、八个机制实验、四个开放工件视图、五个 AttnRes 独立实验视图与一百个一手阅读节点，逐节读懂 Kimi K3。"
   section="k3"
 >
   <header class="page-hero k3-hero">
     <div class="page-hero-inner">
       <div>
-        <p class="eyebrow"><span>ANCHOR REPORT / ROUND 03</span> KIMI K3 · REPORT → OPEN ARTIFACTS</p>
+        <p class="eyebrow"><span>ANCHOR REPORT / ROUND 04</span> KIMI K3 · REPORT → ARTIFACTS → INDEPENDENT PROBE</p>
         <h1>不把报告压成摘要<br />把每个因果环节<br />重新展开</h1>
         <p class="lead">
           K3 同时扩展序列、深度、宽度、视觉与 Agent 轨迹。真正值得读的不是 2.8T 这个最大数字，
@@ -121,11 +123,11 @@ const paperGroups = [
       <dl class="page-facts">
         <div><dt>QUESTIONS</dt><dd>32 张问题账</dd></div>
         <div><dt>REPORT</dt><dd>16 Figures · 5 Tables</dd></div>
-        <div><dt>LABS</dt><dd>8 个机制实验 + 4 个工件视图</dd></div>
+        <div><dt>LABS</dt><dd>8 + 4 + 5 个交互视图</dd></div>
         <div><dt>READING</dt><dd>100 个一手 / 官方节点</dd></div>
         <div><dt>MODEL</dt><dd>2.78T total / 104.2B active</dd></div>
         <div><dt>ARTIFACTS</dt><dd>96 shards · 497,220 tensors</dd></div>
-        <div><dt>STATUS</dt><dd>K3 三轮进行中</dd></div>
+        <div><dt>STATUS</dt><dd>K3 四轮 · AttnRes 实验</dd></div>
       </dl>
     </div>
   </header>
@@ -871,8 +873,31 @@ const paperGroups = [
         </div>
       </section>
 
+      <section class="article-section" id="attnres-reduced">
+        <p class="eyebrow"><span>30</span> REDUCED ATTENTION RESIDUALS STUDY</p>
+        <h2>真实 K3 权重还不能诚实 forward；先把一个可证伪的 AttnRes 问题完整做完</h2>
+        <p class="lede">
+          checkpoint 的 <code>A_log [128]</code> 与 config、remote code、FlashKDA、vLLM 和 SGLang
+          期望的 96 heads 仍没有公开转换合同。本轮不裁剪权重冒充 K3，而是预注册一个从零训练的缩小实验：
+          相同 16-block Transformer、相同数据窗口与相同初始化，只改变 residual source 的读取拓扑。
+        </p>
+        <div class="artifact-callout">
+          <article><span>F / FROZEN</span><b>3 structures × 3 seeds</b><p>9 格各 2,000 steps；每格 16,384,000 target bytes。</p></article>
+          <article><span>X / OBSERVED</span><b>Full −0.01457 BPC</b><p>三个 paired seed 同为负，达到预注册 −0.010 判据。</p></article>
+          <article><span>X / OBSERVED</span><b>Block −0.04247 BPC</b><p>同样满足本 reduced protocol 内的方向支持规则。</p></article>
+          <article class="warning"><span>B / BOUNDARY</span><b>gradient CV 未复现</b><p>Baseline 0.3447；Full 0.5087；Block 0.6306。</p></article>
+        </div>
+        <K3AttnResTraceLab />
+        <div class="hero-actions">
+          <a class="button primary" href="https://git.k1412.top/wuyang/llm-atlas/src/branch/main/research/K3_ATTNRES_REDUCED_AUDIT.md">阅读完整研究审计</a>
+          <a class="button" href="https://git.k1412.top/wuyang/llm-atlas/src/branch/main/experiments/k3/attnres">复跑公开实验代码</a>
+          <a class="button" href="https://arxiv.org/abs/2603.15031">Attention Residuals 原论文</a>
+          <a class="button" href="https://github.com/MoonshotAI/Attention-Residuals">官方实现</a>
+        </div>
+      </section>
+
       <section class="article-section" id="audit">
-        <p class="eyebrow"><span>30</span> FIGURE & TABLE AUDIT</p>
+        <p class="eyebrow"><span>31</span> FIGURE & TABLE AUDIT</p>
         <h2>Figure 1–16、Table 1–5：每张图究竟支持什么，不能支持什么</h2>
         <div class="figure-atlas">
           {k3FigureAtlas.map(([id, report, title, contract]) => (