Add GitHub repo link; drop Karpathy, blog, slides, demo placeholders.

Links to https://github.com/mdayan8/sql-debug-env in demo header, footer, engineering notes, and Gradio first-context + references.

Made-with: Cursor

server/demo_page.html

@@ -753,6 +753,7 @@
         </div>
         <div class="space-actions">
           <a class="btn-primary" href="/gradio/">Gradio UI</a>
+          <a class="btn-ghost" href="https://github.com/mdayan8/sql-debug-env" target="_blank" rel="noopener">GitHub</a>
           <button type="button" class="btn-ghost" id="btnOpenTab" title="Opens this demo in a full browser tab">Open full page</button>
           <a class="btn-ghost" href="https://huggingface.co/spaces/md896/sql-debug-env" target="_blank" rel="noopener">Space on Hub ↗</a>
         </div>
@@ -1027,12 +1028,9 @@ J(pi) = E_{tau ~ pi}[sum_{t=0..T} gamma^t * R_t]</code>
               execution-grounded learning loop.
             </p>
             <div class="link-list" style="margin-top:12px">
+              <a href="https://github.com/mdayan8/sql-debug-env" target="_blank" rel="noopener">GitHub — mdayan8/sql-debug-env</a>
               <a href="https://cloud.google.com/blog/products/databases/techniques-for-improving-text-to-sql" target="_blank" rel="noopener">Google Cloud: techniques for improving text-to-SQL</a>
               <a href="https://arxiv.org/abs/2601.18119" target="_blank" rel="noopener">OurBench / Squirrel: enterprise SQL debugging benchmark</a>
-              <a href="https://karpathy.github.io/2014/09/02/what-i-learned-from-competing-against-a-convnet-on-imagenet/" target="_blank" rel="noopener">Writing inspiration: Karpathy field-notes style</a>
-              <a href="#" target="_blank" rel="noopener">Final public blog URL (replace)</a>
-              <a href="#" target="_blank" rel="noopener">Slides (URL)</a>
-              <a href="#" target="_blank" rel="noopener">Demo video (URL)</a>
             </div>
           </div>
         </div>
@@ -1043,6 +1041,8 @@ J(pi) = E_{tau ~ pi}[sum_{t=0..T} gamma^t * R_t]</code>
       <div class="space-footer-inner">
         <span>Custom Space UI · FastAPI <code style="font-family:var(--font-mono);font-size:0.75em">/demo</code></span>
         <span>
+          <a href="https://github.com/mdayan8/sql-debug-env" target="_blank" rel="noopener">GitHub</a>
+          ·
           <a href="https://huggingface.co/docs/hub/spaces" target="_blank" rel="noopener">Spaces docs</a>
           ·
           <a href="https://huggingface.co/spaces/md896/sql-debug-env/tree/main" target="_blank" rel="noopener">Files &amp; versions</a>

server/gradio_ui.py

@@ -31,10 +31,10 @@ HF_EVAL_32 = (
     "artifacts/runs/20260426-060502-final-pass-32eval"
 )
 HF_MODEL = "https://huggingface.co/md896/sql-debug-agent-qwen25-05b-grpo-wandb-continue-v2"
+GITHUB_REPO = "https://github.com/mdayan8/sql-debug-env"
 WANDB_TRAINING_RUN = "https://wandb.ai/mdayanbag-pesitm/sql-debug-grpo-best-budget/workspace?nw=nwusermdayanbag"
 GCLOUD_TEXT2SQL_BLOG = "https://cloud.google.com/blog/products/databases/techniques-for-improving-text-to-sql"
 OURBENCH_PAPER = "https://arxiv.org/abs/2601.18119"
-KARPATHY_STYLE_REFERENCE = "https://karpathy.github.io/2014/09/02/what-i-learned-from-competing-against-a-convnet-on-imagenet/"
 
 PREDEFINED_QUERIES: dict[str, list[tuple[str, str]]] = {
     "easy_syntax_fix": [
@@ -441,7 +441,7 @@ def build_blocks(static_dir: Path) -> Any:
 
         gr.Markdown(
             "### First context: training proof first\n"
-            f"- **Field-notes writing style reference:** [Karpathy post]({KARPATHY_STYLE_REFERENCE})\n"
+            f"- **Source code:** [GitHub — mdayan8/sql-debug-env]({GITHUB_REPO})\n"
             f"- **First training notebook (auto-install cell):** [Open in Colab]({COLAB_FIRST_TRAINING})\n"
             f"- **Full training Colab (root anchor):** [Open in Colab]({COLAB_TRAINING_ROOT})\n"
             f"- **Weights & Biases (project workspace):** [Open dashboard]({WANDB_TRAINING_RUN})\n"
@@ -744,10 +744,7 @@ def build_blocks(static_dir: Path) -> Any:
         gr.Markdown(
             f"- [Google Cloud: techniques for improving text-to-SQL]({GCLOUD_TEXT2SQL_BLOG})\n"
             f"- [OurBench / Squirrel: enterprise SQL debugging benchmark]({OURBENCH_PAPER})\n"
-            f"- [Writing inspiration: Karpathy field-notes style]({KARPATHY_STYLE_REFERENCE})\n"
-            "- [Final public blog URL (replace)](#)\n"
-            "- [Slides (URL)](#)\n"
-            "- [Demo video (URL)](#)"
+            f"- [GitHub repository]({GITHUB_REPO})"
         )
 
     return demo