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<!doctype html>
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<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="Notes and interactive visual explainers about machine-learning systems.">
<title>mxinO | Notes and Visual Explainers</title>
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</head>
<body>
<header class="masthead">
<div class="shell">
<div class="topbar">
<div class="wordmark">mxinO</div>
<a class="source-link" href="#explainers">Browse explainers</a>
</div>
<div class="hero">
<div>
<p class="eyebrow">Machine learning systems</p>
<h1>mxinO</h1>
<p class="hero-copy">Notes and visual explanations connecting research ideas, model architecture, and implementation details.</p>
</div>
<div class="library-count" aria-label="Seven published explainers">
<strong>07</strong>
<span>published visual explainers</span>
</div>
</div>
</div>
</header>
<main id="explainers" class="shell">
<div class="section-head">
<div>
<p class="section-label">Library</p>
<h2>Visual explainers</h2>
</div>
<p class="section-note">Standalone, browser-based guides with diagrams, equations, and interactive controls.</p>
</div>
<section class="explainer-grid" aria-label="Published visual explainers">
<a class="explainer-card featured" href="./illustrations/deepseek-v41-flash/">
<div class="preview">
<img src="./assets/previews/deepseek-v41-flash.png" alt="Preview of the DeepSeek-V4.1-Flash architecture explainer" width="960" height="600">
</div>
<div class="card-body">
<p class="topic">Model architecture</p>
<h3>DeepSeek-V4.1-Flash</h3>
<p>Follow CED prefill and decode, CSA2 cache sharing, hierarchical sparse indexing, and bounded replay through the 40-layer model.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/mamba-gdn-deltanet/">
<div class="preview">
<img src="./assets/previews/mamba-gdn-deltanet.png" alt="Preview of the Mamba-2, GDN, GDN2, KDA, and ReplaySSM explainer" width="960" height="600">
</div>
<div class="card-body">
<p class="topic gold">Sequence models</p>
<h3>Mamba-2 to GDN2</h3>
<p>Build from fixed-size linear memory through Mamba-2, GDN, KDA, and GDN2, then see how ReplaySSM changes decoding.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/flash-attention/">
<div class="preview">
<img src="./assets/previews/flash-attention.png" alt="Preview of the FlashAttention explainer" width="960" height="600">
</div>
<div class="card-body">
<p class="topic blue">GPU algorithms</p>
<h3>FlashAttention</h3>
<p>See how tiling and online softmax reduce HBM traffic without approximating attention.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/sol-attention/">
<div class="preview">
<img src="./assets/previews/sol-attention.png" alt="Preview of the Sol-Attn explainer" width="960" height="600" loading="lazy">
</div>
<div class="card-body">
<p class="topic coral">Attention systems</p>
<h3>Sol-Attn</h3>
<p>Trace sequence parallelism, communication costs, and the system design behind long-context attention.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/minimax-h3-architecture/">
<div class="preview">
<img src="./assets/previews/minimax-h3-architecture.png" alt="Preview of the MiniMax H3 architecture explainer" width="960" height="600" loading="lazy">
</div>
<div class="card-body">
<p class="topic gold">Model architecture</p>
<h3>MiniMax H3</h3>
<p>Explore lightning attention, mixture-of-experts routing, and the model's hybrid recurrent structure.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/looped-world-models/">
<div class="preview">
<img src="./assets/previews/looped-world-models.png" alt="Preview of the Looped World Models explainer" width="960" height="600" loading="lazy">
</div>
<div class="card-body">
<p class="topic blue">World models</p>
<h3>Looped World Models</h3>
<p>Understand iterative latent refinement, adaptive computation, and the evidence behind recurrent depth.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
<a class="explainer-card" href="./illustrations/blackwell-gpu-fp4/">
<div class="preview">
<img src="./assets/previews/blackwell-gpu-fp4.png" alt="Preview of the Blackwell GPU and FP4 explainer" width="960" height="600" loading="lazy">
</div>
<div class="card-body">
<p class="topic coral">Numerical formats</p>
<h3>Blackwell GPU and FP4</h3>
<p>Compare low-precision formats and follow FP4 values through Blackwell tensor-core execution.</p>
<div class="open-label"><span>Open explainer</span><span aria-hidden="true">→</span></div>
</div>
</a>
</section>
</main>
<footer>
<div class="shell">
<strong>mxinO</strong>
<span>Research mechanisms, made inspectable.</span>
</div>
</footer>
</body>
</html>