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  > **The most dangerous AI isn't one that's wrong. It's one that's wrong and certain.**
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- > ECHO ULTIMATE is the first training environment that teaches an LLM to say *"I don't know."*
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  ๐Ÿ“ **[Read our blog post](https://huggingface.co/datasets/Vikaspandey582003/echo-blog)**
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  ๐Ÿš€ **[Live Environment](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate)**
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- ๐Ÿค— **[Trained Adapter](https://huggingface.co/Vikaspandey582003/echo-calibration-adapter)**
 
 
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  ๐Ÿ““ **[Training Notebook](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate/blob/main/ECHO_Training.ipynb)**
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  ๐Ÿ **[Training Script (train.py)](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate/blob/main/training/train.py)**
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  ๐Ÿ“Š **[Training Log CSV](https://huggingface.co/Vikaspandey582003/echo-calibration-adapter/blob/main/training_log.csv)**
 
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  > **The most dangerous AI isn't one that's wrong. It's one that's wrong and certain.**
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+ > ECHO ULTIMATE is the first training environment that teaches an LLM to say *"I don't
 
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  ๐Ÿ“ **[Read our blog post](https://huggingface.co/datasets/Vikaspandey582003/echo-blog)**
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  ๐Ÿš€ **[Live Environment](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate)**
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+ ๐ŸŽฎ **[Interactive Demo (Gradio UI)](https://vikaspandey582003-echo-ultimate.hf.space/ui)**
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+ ๐Ÿ“– **[API Docs (Swagger)](https://vikaspandey582003-echo-ultimate.hf.space/docs)**
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+ ๐Ÿค— **[Trained Adapter](https://huggingface.co/Vikaspandey582003/echo-calibration-adapter)**
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  ๐Ÿ““ **[Training Notebook](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate/blob/main/ECHO_Training.ipynb)**
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  ๐Ÿ **[Training Script (train.py)](https://huggingface.co/spaces/Vikaspandey582003/echo-ultimate/blob/main/training/train.py)**
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  ๐Ÿ“Š **[Training Log CSV](https://huggingface.co/Vikaspandey582003/echo-calibration-adapter/blob/main/training_log.csv)**