diff --git a/docs/curate-text/process-data/language-management/language.md b/docs/curate-text/process-data/language-management/language.md
index 2ca9d8852..f9c3b6bdb 100644
--- a/docs/curate-text/process-data/language-management/language.md
+++ b/docs/curate-text/process-data/language-management/language.md
@@ -20,7 +20,7 @@ NeMo Curator's language identification system works through a three-step process
 
 1. **Text Preprocessing**: For FastText classification, normalize input text by stripping whitespace and converting newlines to spaces.
 
-2. **FastText Language Detection**: The pre-trained FastText language identification model ([`lid.176.bin`]((https://fasttext.cc/docs/en/language-identification.html))) analyzes the preprocessed text and returns:
+2. **FastText Language Detection**: The pre-trained FastText language identification model ([`lid.176.bin`](https://fasttext.cc/docs/en/language-identification.html)) analyzes the preprocessed text and returns:
    - A confidence score (0.0 to 1.0) indicating certainty of the prediction
    - A language code (for example, "EN", "ES", "FR") in FastText's two-letter uppercase format
 
diff --git a/docs/get-started/video.md b/docs/get-started/video.md
index 8d22faa9c..691df11ac 100644
--- a/docs/get-started/video.md
+++ b/docs/get-started/video.md
@@ -7,6 +7,7 @@ difficulty: "beginner"
 content_type: "tutorial"
 modality: "video-only"
 only: not ga
+orphan: true
 ---
 
 (gs-video)=
@@ -48,7 +49,7 @@ docker tag nvcr.io/nvidia/nemo/nemo-curator-video:0.6.0 nemo_video_curator:1.0.0
 ```
 
 ```{seealso}
-For details on video container environments and configurations, see [Video Curator Environments](reference-infrastructure-container-environments-video).
+For details on video container environments and configurations, see Video Curator Environments.
 ```
 :::
 
@@ -146,4 +147,4 @@ export PATH="$PATH:$HOME/.local/bin"
 
 ## Next Steps
 
-Explore the [Video Curation documentation](video-overview).
+Explore the Video Curation documentation.
diff --git a/pyproject.toml b/pyproject.toml
index 0ac4481c0..fe02003bd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -132,6 +132,18 @@ all_nightly = [
     "nemo_curator[image_nightly]",
 ]
 
+[dependency-groups]
+docs = [
+    "sphinx",
+    "myst-parser",
+    "sphinx-autodoc2",
+    "sphinx-copybutton",
+    "nvidia-sphinx-theme",
+    "sphinx-design",
+    "sphinxcontrib-mermaid",
+    "swagger-plugin-for-sphinx",
+]
+
 [project.scripts]
 get_common_crawl_urls = "nemo_curator.scripts.get_common_crawl_urls:console_script"
 get_wikipedia_urls = "nemo_curator.scripts.get_wikipedia_urls:console_script"
diff --git a/ray-curator/pyproject.toml b/ray-curator/pyproject.toml
index 47d9771da..789480d0e 100644
--- a/ray-curator/pyproject.toml
+++ b/ray-curator/pyproject.toml
@@ -85,6 +85,18 @@ all = [
     "ray_curator[video]",
 ]
 
+[dependency-groups]
+docs = [
+    "sphinx",
+    "myst-parser",
+    "sphinx-autodoc2",
+    "sphinx-copybutton",
+    "nvidia-sphinx-theme",
+    "sphinx-design",
+    "sphinxcontrib-mermaid",
+    "swagger-plugin-for-sphinx",
+]
+
 [tool.pixi.workspace]
 channels = ["conda-forge"]
 platforms = ["linux-64", "linux-aarch64"]
diff --git a/requirements-docs.txt b/requirements-docs.txt
index ee2377720..583fa265c 100644
--- a/requirements-docs.txt
+++ b/requirements-docs.txt
@@ -5,8 +5,7 @@ sphinx-copybutton
 nvidia-sphinx-theme
 sphinx-autobuild
 sphinx-design
-pinecone
-openai
+docutils
 python-dotenv
 sphinxcontrib-mermaid
 swagger-plugin-for-sphinx
\ No newline at end of file