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@@ -28,14 +28,16 @@ An OpenEnv-compliant reinforcement learning environment where AI agents learn to
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  ## 🔗 Quick Links
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  | Resource | Link |
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  |---|---|
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- | **Live Demo** | https://huggingface.co/spaces/junaid0600/sql-db-agent-demo-ui |
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- | **Training Notebook** | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/blob/main/SDEA_Training_Notebook.ipynb |
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- | **Google Collab** | https://colab.research.google.com/drive/1dTRcnVb9VotCFUnGeZSacaznb4fn_PD7?usp=sharing |
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- | **Blog Post** | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/blob/main/blog_post.md |
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- | **Source Code** | [HF Space] | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/tree/main |
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- | | [Git Repo] | https://github.com/Mdjunaid06/sql-db-engineer-agent |
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  ---
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  ## From Round 1 → Round 2
 
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  ## 🔗 Quick Links
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+ ## 🔗 Quick Links
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+
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  | Resource | Link |
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  |---|---|
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+ | **Live Demo** | https://huggingface.co/spaces/junaid0600/sql-db-agent-demo-ui |
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+ | **Training Notebook** | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/blob/main/SDEA_Training_Notebook.ipynb |
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+ | **Google Collab ** | https://colab.research.google.com/drive/1dTRcnVb9VotCFUnGeZSacaznb4fn_PD7?usp=sharing |
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+ | **Blog Post** | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/blob/main/blog_post.md |
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+ | **Source Code (HF Space)** | https://huggingface.co/spaces/junaid0600/sql-db-engineer-agent/tree/main |
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+ | **Source Code (GitHub)** | https://github.com/Mdjunaid06/sql-db-engineer-agent |
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  ---
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  ## From Round 1 → Round 2