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@@ -79,7 +79,7 @@ Evaluated on LM-Evaluation-Harness:
 ### Overview
-![Asterisk-Pi Architecture](./Gemini_Generated_Image_jvekprjvekprjvek.png)
 *Figure: Asterisk-Pi architecture showing the hybrid ASPP-Attention structure with π-flow refinement. Each of the 30 layers contains parallel ASPP and Attention branches, gated fusion, and iterative π-flow refinement using probability flow ODE.*

 ### Overview
+![Asterisk-Pi Architecture](./Arch.png)
 *Figure: Asterisk-Pi architecture showing the hybrid ASPP-Attention structure with π-flow refinement. Each of the 30 layers contains parallel ASPP and Attention branches, gated fusion, and iterative π-flow refinement using probability flow ODE.*