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@@ -328,3 +328,4 @@ Training Scope Only LoRA weights updated; main model remains fixed
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  This approach enables self-corrective, explainable, and meta-aware learning, pushing beyond standard RLHF and toward autonomous reasoning agents.
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  ![GMPo Diagram](https://huggingface.co/liberalusa/liberalmind_bin/blob/main/kl_critic_plot.png)
 
 
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  This approach enables self-corrective, explainable, and meta-aware learning, pushing beyond standard RLHF and toward autonomous reasoning agents.
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  ![GMPo Diagram](https://huggingface.co/liberalusa/liberalmind_bin/blob/main/kl_critic_plot.png)
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