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README.md

@@ -105,11 +105,9 @@ And did and SFT to teach/align our SLM to the expected Marimo/Manim code style.<
 
 ## Links
 
-SFT Code:
+SFT Code: [train/sft_unsloth.py](https://gitlab.com/kgdrathan/openenv-explainer/-/blob/main/train/sft_unsloth.py) and [adapter model](https://huggingface.co/kgdrathan/ministral-3-3b-4bit-marimo-manim/)<br>
+![training curves](https://huggingface.co/kgdrathan/ministral-3-3b-4bit-marimo-manim/resolve/main/training_curves.png)<br>
 
-[train/sft_unsloth.py](https://gitlab.com/kgdrathan/openenv-explainer/-/blob/main/train/sft_unsloth.py)<br>
-[training curves](https://huggingface.co/kgdrathan/ministral-3-3b-4bit-marimo-manim/blob/main/training_curves.png)<br>
-[adapter model](https://huggingface.co/kgdrathan/ministral-3-3b-4bit-marimo-manim/)<br>
 
 RL GRPO Code: [train/grpo_unsloth.py](https://gitlab.com/kgdrathan/openenv-explainer/-/blob/main/train/grpo_unsloth.py)