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       <div class="bg-white rounded-lg p-6 border border-purple-200">
         <h3 class="text-xl font-bold text-gray-900 mb-4">What This Means: Security Guardrails for Agentic AI</h3>
 
+        <div class="bg-green-50 border border-green-200 rounded-lg p-4 mb-4">
+          <p class="text-sm text-green-800">
+            <strong>Production context:</strong> While Agent Lightning's RL training integration remains at proof-of-concept stage, the underlying Tractatus governance framework has been validated in production at Village Home Trust (11+ months continuous operation, 171,800+ audit decisions). Persistence and audit integrity are validated for inference governance — the open questions above specifically concern governance during RL training cycles.
+          </p>
+        </div>
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