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@@ -396,7 +396,7 @@ blockquote { border-left: 4px solid var(--color-accent); padding-left: 1.5rem; m
             <h2 class="section-title">The Confession</h2>
             <div class="confession-content">
                 <div class="confession-text">
-                    <p class="drop-cap">Let me be honest with you. For months, I was that person. You know the one. Leaving my computer on overnight, running distillation scripts, trying to squeeze GPT-4 into something that could run on a potato.</p>
+                    <p class="drop-cap">Let me be honest with you. For months, I was that person. You know the one. Leaving my computer on overnight, running distillation scripts, trying to squeeze Claude opus 4.6 into something that could run on a potato.</p>
                     
                     <p>And you know what? <strong>It was boring.</strong></p>
                     
@@ -829,9 +829,11 @@ blockquote { border-left: 4px solid var(--color-accent); padding-left: 1.5rem; m
     <section class="closing" id="closing">
         <div class="container">
             <div class="closing-content">
-                <h2>Beyond Competing with GPT-4</h2>
+                <h2>Beyond Competing with Claude opus 4.6</h2>
                 <p>The real goal is understanding what's actually necessary for intelligence to emerge. Maybe 100K parameters is enough. Maybe it isn't. But we won't know until we try building from first principles instead of just compressing what already exists.</p>
                 
+                <p><strong>FMN-GPT will be 100% open-source.</strong> This includes the training script, full model weights, all checkpoints, the base model, the instruction model, and our custom inference engine. We believe that open research accelerates progress for everyone.</p>
+                
                 <div class="closing-quote">
                     <blockquote>
                         "Smaller models serve as a means toward a larger goal. Understanding what makes models work in the first place is the real objective."