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@@ -3,61 +3,45 @@
 <head>
 <meta charset="utf-8">
 <meta name="viewport" content="width=device-width, initial-scale=1">
-<title>Compare · xai</title>
 <link rel="stylesheet" href="style.css">
 </head>
 <body>
-<div class="wrap">
 <h1>Inkling vs Kimi K3</h1>
-<p class="meta">cross-model note · primary sources only · not invented parity</p>
-<p class="nav">
   <a href="index.html">home</a>
   <a href="inkling.html">Inkling</a>
   <a href="kimi-k3.html">Kimi K3</a>
-  <a href="compare.html" class="active">compare</a>
-  <a href="study.html">study path</a>
   <a href="sources.html">sources</a>
   <a href="msc.html">MSc</a>
-</p>
 <hr>
 <table>
-  <tr><th>Axis</th><th>Inkling</th><th>Kimi K3</th></tr>
-  <tr><td>Org</td><td>Thinking Machines</td><td>Moonshot (Kimi)</td></tr>
-  <tr><td>Total</td><td>~975B</td><td>2.8T</td></tr>
-  <tr><td>Active</td><td>~41B known</td><td>undisclosed</td></tr>
-  <tr><td>MoE</td><td>6/256 + 2 shared sink</td><td>16/896 Stable LatentMoE</td></tr>
-  <tr><td>Context</td><td>1M</td><td>1M</td></tr>
-  <tr><td>Length attn</td><td>Relative PE + SWA/global</td><td>KDA hybrid linear</td></tr>
-  <tr><td>Depth path</td><td>SConv residual branches</td><td>AttnRes selective retrieve</td></tr>
-  <tr><td>Multimodal</td><td>image + audio</td><td>vision + video</td></tr>
-  <tr><td>Thinking</td><td>effort 0–0.99 continuous</td><td>always-on · effort=max</td></tr>
-  <tr><td>Open code</td><td>day-0 transformers</td><td>weights ETA; KDA→vLLM</td></tr>
-  <tr><td>Footgun</td><td>app-layer safety</td><td>preserved thinking history</td></tr>
 </table>
-<h2>When to study which first</h2>
-<table>
-  <tr><th>Goal</th><th>Prefer</th></tr>
-  <tr><td>Real open weights + HF modular code</td><td><a href="inkling.html">Inkling</a></td></tr>
-  <tr><td>1M product API + agent coding now</td><td><a href="kimi-k3.html">Kimi K3</a></td></tr>
-  <tr><td>Linear / delta attention theory</td><td>Kimi K3 (+ arXiv:2510.26692)</td></tr>
-  <tr><td>Relative PE + SWA hybrid practice</td><td>Inkling</td></tr>
-  <tr><td>Audio multimodal</td><td>Inkling</td></tr>
-  <tr><td>Video product path</td><td>Kimi K3</td></tr>
-</table>
-<h2>Open gaps (block fair “who wins”)</h2>
-<ul>
-  <li>K3 active params and full layer table</li>
-  <li>K3 public numeric bench table (blog is figure-heavy)</li>
-  <li>Harness-matched agentic coding comparison</li>
-  <li>Self-host cost at 1M for both</li>
-</ul>
-<div class="foot"><a href="index.html">← home</a></div>
-</div>
 </body>
 </html>

 <head>
 <meta charset="utf-8">
 <meta name="viewport" content="width=device-width, initial-scale=1">
+<title>compare · xai</title>
 <link rel="stylesheet" href="style.css">
 </head>
 <body>
 <h1>Inkling vs Kimi K3</h1>
+<p class="meta">primary sources only · not invented parity</p>
+<nav class="meta">
   <a href="index.html">home</a>
   <a href="inkling.html">Inkling</a>
   <a href="kimi-k3.html">Kimi K3</a>
+  <a href="compare.html">compare</a>
+  <a href="study.html">study</a>
   <a href="sources.html">sources</a>
   <a href="msc.html">MSc</a>
+</nav>
 <hr>
 <table>
+  <tr><th>axis</th><th>Inkling</th><th>Kimi K3</th></tr>
+  <tr><td>total</td><td>~975B</td><td>2.8T</td></tr>
+  <tr><td>active</td><td>~41B</td><td>undisclosed</td></tr>
+  <tr><td>MoE</td><td>6/256+2 sink</td><td>16/896 LatentMoE</td></tr>
+  <tr><td>ctx</td><td>1M</td><td>1M</td></tr>
+  <tr><td>length</td><td>relative + SWA/global</td><td>KDA</td></tr>
+  <tr><td>depth</td><td>SConv</td><td>AttnRes</td></tr>
+  <tr><td>mm</td><td>image+audio</td><td>vision+video</td></tr>
+  <tr><td>think</td><td>effort 0–0.99</td><td>always-on · max</td></tr>
+  <tr><td>code</td><td>day-0 transformers</td><td>weights ETA</td></tr>
+  <tr><td>risk</td><td>app-layer safety</td><td>preserved thinking</td></tr>
 </table>
+<p>
+  Prefer <a href="inkling.html">Inkling</a> for open weights + HF code.
+  Prefer <a href="kimi-k3.html">Kimi K3</a> for live 1M API + KDA theory.
+</p>
+<p class="meta">gaps: K3 active params · layer table · matched agentic benches</p>
+<p class="meta"><a href="index.html">← home</a></p>
 </body>
 </html>