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@@ -64,7 +64,7 @@ The DMind lineage was born from a singular conviction that decentralized finance
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  **DMind-3-mini** introduces **Contrastive Chain-of-Correction Supervised Fine-Tuning (C³-SFT)**. Unlike standard SFT which models a direct mapping \\(P(y|x)\\), C³-SFT forces the model to navigate a Correction Trajectory by contrasting against plausible but flawed reasoning.
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- ![Figure 1: C3-SFT Paradigm](https://your-image-host-url/figure1-c3sft.png)
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  *(Figure 1: The C³-SFT training pipeline, illustrating the Triplet Data Structure and Contextual Loss Masking)*
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  ### Mathematical Formalization
@@ -105,7 +105,7 @@ DMind-3-mini is not just a coder. It is a **Financial Risk Assessor**.
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  ### The Brain & Shield Ecosystem
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  For maximum security, we recommend the **DMind Local Stack**:
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- ![Figure 2: Brain and Shield Ecosystem](https://your-image-host-url/figure2-ecosystem.png)
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  *(Figure 2: The On-Device Inference Ecosystem showing the synergy between Nano and Mini)*
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  * **The Brain (DMind-3-mini):** Runs on your high-performance laptop. Handles complex strategy formulation, deep research, and System 2 logic.
 
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  **DMind-3-mini** introduces **Contrastive Chain-of-Correction Supervised Fine-Tuning (C³-SFT)**. Unlike standard SFT which models a direct mapping \\(P(y|x)\\), C³-SFT forces the model to navigate a Correction Trajectory by contrasting against plausible but flawed reasoning.
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+ ![Figure 1: C3-SFT Paradigm](./Figures/Figure1.png)
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  *(Figure 1: The C³-SFT training pipeline, illustrating the Triplet Data Structure and Contextual Loss Masking)*
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  ### Mathematical Formalization
 
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  ### The Brain & Shield Ecosystem
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  For maximum security, we recommend the **DMind Local Stack**:
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+ ![Figure 2: Brain and Shield Ecosystem](./Figures/Figure2.png)
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  *(Figure 2: The On-Device Inference Ecosystem showing the synergy between Nano and Mini)*
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  * **The Brain (DMind-3-mini):** Runs on your high-performance laptop. Handles complex strategy formulation, deep research, and System 2 logic.