diff --git a/.github/workflows/release-docs.yml b/.github/workflows/release-docs.yml
index bca6df5ca..d84cbce62 100644
--- a/.github/workflows/release-docs.yml
+++ b/.github/workflows/release-docs.yml
@@ -10,7 +10,7 @@ on:
   workflow_dispatch:
 
 concurrency:
-  group: execute-notebook-${{ github.ref }}
+  group: release-docs-${{ github.ref }}
   cancel-in-progress: true
 
 jobs:
diff --git a/docs/backend/native_api.ipynb b/docs/backend/native_api.ipynb
index bbf9be9e9..775917c00 100644
--- a/docs/backend/native_api.ipynb
+++ b/docs/backend/native_api.ipynb
@@ -54,7 +54,7 @@
    "metadata": {},
    "source": [
     "## Generate\n",
-    "Generate completions. This is similar to the `/v1/completions` in OpenAI API. Detailed parameters can be found in the [sampling parameters](https://sgl-project.github.io/references/sampling_params.html)."
+    "Generate completions. This is similar to the `/v1/completions` in OpenAI API. Detailed parameters can be found in the [sampling parameters](../references/sampling_params.html)."
    ]
   },
   {
@@ -254,8 +254,8 @@
    "source": [
     "## Encode\n",
     "\n",
-    "Encode text into embeddings. Note that this API is only available for [embedding models](./openai_embedding_api.ipynb) and will raise an error for generation models.\n",
-    "Therefore, we launch a new server to server an embedding model.\n"
+    "Encode text into embeddings. Note that this API is only available for [embedding models](openai_api_embeddings.html#openai-apis-embedding) and will raise an error for generation models.\n",
+    "Therefore, we launch a new server to server an embedding model."
    ]
   },
   {
diff --git a/docs/conf.py b/docs/conf.py
index 5bad02038..f4d60f4dc 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -28,10 +28,60 @@ extensions = [
     "sphinxcontrib.mermaid",
     "nbsphinx",
     "sphinx.ext.mathjax",
-    "sphinx.ext.autodoc",
 ]
 
+nbsphinx_allow_errors = True
+nbsphinx_execute = 'never'
+
 autosectionlabel_prefix_document = True
+nbsphinx_allow_directives = True
+
+
+myst_enable_extensions = [
+    "dollarmath",
+    "amsmath",
+    "deflist",
+    "colon_fence",
+    "html_image",
+    "linkify",
+    "substitution",
+]
+
+myst_heading_anchors = 3
+
+nbsphinx_kernel_name = 'python3'
+nbsphinx_execute_arguments = [
+    "--InlineBackend.figure_formats={'svg', 'pdf'}",
+    "--InlineBackend.rc={'figure.dpi': 96}",
+]
+
+
+nb_render_priority = {
+    "html": (
+        "application/vnd.jupyter.widget-view+json",
+        "application/javascript",
+        "text/html",
+        "image/svg+xml",
+        "image/png",
+        "image/jpeg",
+        "text/markdown",
+        "text/latex",
+        "text/plain",
+    )
+}
+
+myst_enable_extensions = [
+    "dollarmath",
+    "amsmath",
+    "deflist",
+    "colon_fence",
+    "html_image",
+    "linkify",
+    "substitution",
+]
+
+myst_heading_anchors = 3
+myst_ref_domains = ["std", "py"]
 
 templates_path = ["_templates"]
 
diff --git a/docs/start/send_request.ipynb b/docs/start/send_request.ipynb
index 0b5c05972..2323368ee 100644
--- a/docs/start/send_request.ipynb
+++ b/docs/start/send_request.ipynb
@@ -20,7 +20,7 @@
     "--port 30000 --host 0.0.0.0\n",
     "```\n",
     "\n",
-    "in your terminal and wait for the server to be ready. Once the server is running, you can send test requests using curl or requests. The server implements the [OpenAI-compatible API](https://platform.openai.com/docs/api-reference/chat)."
+    "in your terminal and wait for the server to be ready. Once the server is running, you can send test requests using curl or requests. The server implements the [OpenAI-compatible APIs](https://platform.openai.com/docs/api-reference/chat)."
    ]
   },
   {