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@@ -36,7 +36,7 @@ After the 36m 5 expert dataset training completes, the core model will be ready.
 It's legitimately wild watching the system sit there at 100% accuracy validation, but it requires additional complexity so that isn't the measure to analyze.
 The problem is solved for recall, but the internal structure's geometric system needs to align to the larger spectrum of rigidity that the smooth manifold
-deviations require to create a full cohesion, meaning more data.
 36 million samples roughly 10 epochs should be a fair assessment. Hopefully the data isn't too much.

 It's legitimately wild watching the system sit there at 100% accuracy validation, but it requires additional complexity so that isn't the measure to analyze.
 The problem is solved for recall, but the internal structure's geometric system needs to align to the larger spectrum of rigidity that the smooth manifold
+deviations require to create a full cohesion, meaning more data. These smooth curves will hammer into rigid structures rather than rigid turning into smooth over time.
 36 million samples roughly 10 epochs should be a fair assessment. Hopefully the data isn't too much.