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blog.html

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         <section class="blog-section">
             <div class="container">
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+                    <a href="The Chinchilla Effect: Why Tiny Models Have to Be Picky.html" class="blog-card">
+                        <div class="blog-meta">
+                            <span class="blog-date">2026-03-7</span>
+                            <span class="blog-tag"> Scaling Laws</span>
+                        </div>
+                        <h2>The Chinchilla Effect: Why Tiny Models Have to Be Picky</h2>
+                      <p>The Chinchilla paper told us something elegant. For compute optimal training, aim for roughly twenty tokens per parameter. A 70 billion parameter model wants 1.4 trillion tokens. A 1 million parameter model wants 20 million tokens. The math is clean. The implication is messy.</p>
+                      <span class="blog-read-more">Read more</span>
+                    </a>
                     <a href="Teaching AI to Regret: The Backspace Token Theory.html" class="blog-card">
                         <div class="blog-meta">
                             <span class="blog-date">2026-03-6</span>