diff --git a/.github/workflows/build_documentation.yaml b/.github/workflows/build_documentation.yaml
new file mode 100644
index 0000000..8d9efe8
--- /dev/null
+++ b/.github/workflows/build_documentation.yaml
@@ -0,0 +1,17 @@
+name: Build documentation
+
+on:
+  push:
+    branches:
+      - main
+      - doc-builder*
+      - v*-release
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/build_main_documentation.yml@main
+    with:
+      commit_sha: ${{ github.sha }}
+      package: kernels
+    secrets:
+      hf_token: ${{ secrets.HF_DOC_BUILD_PUSH }}
diff --git a/.github/workflows/build_pr_documentation.yaml b/.github/workflows/build_pr_documentation.yaml
new file mode 100644
index 0000000..4f4c935
--- /dev/null
+++ b/.github/workflows/build_pr_documentation.yaml
@@ -0,0 +1,15 @@
+name: Build PR Documentation
+
+on: pull_request
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/build_pr_documentation.yml@main
+    with:
+      commit_sha: ${{ github.event.pull_request.head.sha }}
+      pr_number: ${{ github.event.number }}
+      package: kernels
diff --git a/.github/workflows/upload_pr_documentation.yaml b/.github/workflows/upload_pr_documentation.yaml
new file mode 100644
index 0000000..12c469c
--- /dev/null
+++ b/.github/workflows/upload_pr_documentation.yaml
@@ -0,0 +1,16 @@
+name: Upload PR Documentation
+
+on:
+  workflow_run:
+    workflows: ["Build PR Documentation"]
+    types:
+      - completed
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/upload_pr_documentation.yml@main
+    with:
+      package_name: kernels
+    secrets:
+      hf_token: ${{ secrets.HF_DOC_BUILD_PUSH }}
+      comment_bot_token: ${{ secrets.COMMENT_BOT_TOKEN }}
diff --git a/docs/source/faq.md b/docs/source/faq.md
index bc0acc6..4f6d8aa 100644
--- a/docs/source/faq.md
+++ b/docs/source/faq.md
@@ -2,9 +2,9 @@
 
 ## Why is the kernelization step needed?
 
-In earlier versions of `kernels`, a layer's `forward` was replaced by
-`use_kernel_forward_from_hub` and `replace_kernel_forward_from_hub`. The
-new `forward` would dispatch to a kernel based on the device type,
+In earlier versions of `kernels`, a layer's `forward` method was replaced
+by `use_kernel_forward_from_hub` and `replace_kernel_forward_from_hub`.
+The new `forward` would dispatch to a kernel based on the device type,
 whether a model was training, etc. However, this approach was
 fundamentally incompatible with `torch.compile` since it relied
 on data-dependent branching.