Update README.md

README.md

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 - code
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+![1.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/s65vynroXyhAS6Y_3nLxE.png)
+ 
 # Magpie-Qwen-CortexDual-0.6B
 
 > **Magpie-Qwen-CortexDual-0.6B** is a specialized, general-purpose model designed for **math**, **code**, and **structured reasoning**. Built with **CortexDual thinking mode**, it dynamically adapts to the complexity of a problem, automatically shifting into a stepwise reasoning mode for intricate logic or math tasks. This 0.6B parameter model leverages **80% of the Magpie Pro 330k dataset** and a modular blend of datasets for general-purpose proficiency and domain versatility.
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 ---
 
+## Demo Inference
+
+> [!warning]
+non-thinking (direct, reactive, retrieval-based responses)
+
+![1.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/i6be8JWvXZMA1Zu14yqMR.png)
+
+> [!warning]
+thinking (reasoning, planning, deeper analysis)
+
+![3.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/c1vy029GVOo2PUBA_XfR6.png)
+![4.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/vDlsd1UDN_I0jiS_uwd7X.png)
+
+--- 
+
 ## Intended Use
 
 * General-purpose problem solving in math, logic, and code