diff --git a/.github/workflows/fern-docs-ci.yml b/.github/workflows/fern-docs-ci.yml
new file mode 100644
index 00000000..d7f57940
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+++ b/.github/workflows/fern-docs-ci.yml
@@ -0,0 +1,49 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Validates Fern autodocs generation (fern/product-docs) on pull requests.
+# Output is gitignored; see fern/AUTODOCS_GUIDE.md and docs.yml `libraries`.
+
+name: Fern docs (autodocs)
+
+on:
+  pull_request:
+    paths:
+      - 'fern/**'
+      - '.github/workflows/fern-docs-ci.yml'
+
+permissions:
+  contents: read
+
+jobs:
+  generate-library-reference:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v6
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: '20'
+
+      - name: Install Fern CLI
+        run: npm install -g fern-api
+
+      - name: Generate library reference MDX (product-docs)
+        env:
+          FERN_TOKEN: ${{ secrets.DOCS_FERN_TOKEN }}
+        working-directory: ./fern
+        run: fern docs md generate
diff --git a/.github/workflows/fern-docs-preview-build.yml b/.github/workflows/fern-docs-preview-build.yml
new file mode 100644
index 00000000..bab659cb
--- /dev/null
+++ b/.github/workflows/fern-docs-preview-build.yml
@@ -0,0 +1,63 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Workflow 1 of 2 for Fern doc previews.
+#
+# Collects the fern/ sources and PR metadata from the (possibly untrusted) PR
+# branch and uploads them as an artifact. No secrets are used here, so this is
+# safe to run on fork PRs via the regular pull_request trigger.
+#
+# The companion workflow (fern-docs-preview-comment.yml) picks up the artifact,
+# builds the preview with DOCS_FERN_TOKEN, and posts the PR comment.
+
+name: "Preview Fern Docs: Build"
+
+on:
+  pull_request:
+    paths:
+      - 'fern/**'
+      - '.github/workflows/fern-docs-preview-build.yml'
+
+permissions:
+  contents: read
+
+jobs:
+  collect:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout PR
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+
+      - name: Save PR metadata
+        env:
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          HEAD_REF: ${{ github.head_ref }}
+          BASE_REF: ${{ github.base_ref }}
+        run: |
+          mkdir -p .preview-metadata
+          echo "$PR_NUMBER" > .preview-metadata/pr_number
+          echo "$HEAD_REF" > .preview-metadata/head_ref
+          git diff --name-only "origin/${BASE_REF}...HEAD" -- '*.mdx' > .preview-metadata/changed_mdx_files 2>/dev/null || true
+
+      - name: Upload fern sources and metadata
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+        with:
+          name: fern-preview
+          path: |
+            fern/
+            .preview-metadata/
+          retention-days: 1
diff --git a/.github/workflows/fern-docs-preview-comment.yml b/.github/workflows/fern-docs-preview-comment.yml
new file mode 100644
index 00000000..6696f512
--- /dev/null
+++ b/.github/workflows/fern-docs-preview-comment.yml
@@ -0,0 +1,148 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Workflow 2 of 2 for Fern doc previews.
+#
+# Triggered by workflow_run after "Preview Fern Docs: Build" completes.
+# Downloads the fern/ artifact, builds a preview with DOCS_FERN_TOKEN, and
+# posts a stable :herb: comment on the PR. This workflow never checks out the
+# PR branch directly, keeping secrets isolated from untrusted code.
+#
+# Required configuration:
+# - Organization secret: DOCS_FERN_TOKEN (from `fern token` for the nvidia Fern org)
+
+name: "Preview Fern Docs: Comment"
+
+on:
+  workflow_run:
+    workflows: ["Preview Fern Docs: Build"]
+    types: [completed]
+
+permissions:
+  pull-requests: write
+  actions: read
+
+jobs:
+  preview:
+    runs-on: ubuntu-latest
+    if: ${{ github.event.workflow_run.conclusion == 'success' }}
+    steps:
+      - name: Download fern sources and metadata
+        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
+        with:
+          name: fern-preview
+          run-id: ${{ github.event.workflow_run.id }}
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Read PR metadata
+        id: metadata
+        run: |
+          echo "pr_number=$(cat .preview-metadata/pr_number)" >> "$GITHUB_OUTPUT"
+          echo "head_ref=$(cat .preview-metadata/head_ref)" >> "$GITHUB_OUTPUT"
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: '20'
+
+      - name: Install Fern CLI
+        run: npm install -g fern-api
+
+      - name: Generate library reference MDX (autodocs)
+        env:
+          FERN_TOKEN: ${{ secrets.DOCS_FERN_TOKEN }}
+        working-directory: ./fern
+        run: fern docs md generate
+
+      - name: Generate preview URL
+        id: generate-docs
+        env:
+          FERN_TOKEN: ${{ secrets.DOCS_FERN_TOKEN }}
+          HEAD_REF: ${{ steps.metadata.outputs.head_ref }}
+        working-directory: ./fern
+        run: |
+          OUTPUT=$(fern generate --docs --preview --id "$HEAD_REF" 2>&1)
+          echo "$OUTPUT"
+          URL=$(echo "$OUTPUT" | grep -oP 'Published docs to \K.*(?= \()')
+          if [ -z "$URL" ]; then
+            echo "::error::Failed to generate preview URL. See fern output above."
+            exit 1
+          fi
+          echo "preview_url=$URL" >> "$GITHUB_OUTPUT"
+
+      - name: Build page links for changed MDX files
+        id: page-links
+        env:
+          FERN_TOKEN: ${{ secrets.DOCS_FERN_TOKEN }}
+          PREVIEW_URL: ${{ steps.generate-docs.outputs.preview_url }}
+        run: |
+          CHANGED_FILES=""
+          if [ -f .preview-metadata/changed_mdx_files ]; then
+            CHANGED_FILES=$(cat .preview-metadata/changed_mdx_files)
+          fi
+
+          if [ -z "$CHANGED_FILES" ] || [ -z "$PREVIEW_URL" ]; then
+            echo "page_links=" >> "$GITHUB_OUTPUT"; exit 0
+          fi
+
+          BASE_URL=$(echo "$PREVIEW_URL" | grep -oP 'https?://[^/]+')
+          FILES_PARAM=$(echo "$CHANGED_FILES" | tr '\n' ',' | sed 's/,$//' \
+            | python3 -c "import sys, urllib.parse; print(urllib.parse.quote(sys.stdin.read().strip(), safe=',/'))")
+          RESPONSE=$(curl -sf -H "FERN_TOKEN: $FERN_TOKEN" "${PREVIEW_URL}/api/fern-docs/get-slug-for-file?files=${FILES_PARAM}" 2>/dev/null) || {
+            echo "page_links=" >> "$GITHUB_OUTPUT"; exit 0
+          }
+
+          PAGE_LINKS=$(echo "$RESPONSE" | jq -r --arg url "$BASE_URL" \
+            '.mappings[] | select(.slug != null) | "- [\(.slug)](\($url)/\(.slug))"')
+
+          if [ -n "$PAGE_LINKS" ]; then
+            { echo "page_links<<EOF"; echo "$PAGE_LINKS"; echo "EOF"; } >> "$GITHUB_OUTPUT"
+          else
+            echo "page_links=" >> "$GITHUB_OUTPUT"
+          fi
+
+      - name: Post or update PR comment
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          PR_NUMBER: ${{ steps.metadata.outputs.pr_number }}
+          PREVIEW_URL: ${{ steps.generate-docs.outputs.preview_url }}
+          PAGE_LINKS: ${{ steps.page-links.outputs.page_links }}
+        run: |
+          # Build comment body
+          BODY=":herb: **Preview your docs:** <${PREVIEW_URL}>"
+          if [ -n "${PAGE_LINKS}" ]; then
+            BODY="${BODY}
+
+          Here are the markdown pages you've updated:
+          ${PAGE_LINKS}"
+          fi
+
+          # Hidden marker for upsert
+          MARKER="<!-- preview-docs -->"
+          BODY="${BODY}
+
+          ${MARKER}"
+
+          # Find existing comment with marker
+          COMMENT_ID=$(gh api "repos/${{ github.repository }}/issues/${PR_NUMBER}/comments" \
+            --jq ".[] | select(.body | contains(\"${MARKER}\")) | .id" | head -1)
+
+          if [ -n "$COMMENT_ID" ]; then
+            gh api "repos/${{ github.repository }}/issues/comments/${COMMENT_ID}" \
+              -X PATCH -f body="$BODY"
+          else
+            gh api "repos/${{ github.repository }}/issues/${PR_NUMBER}/comments" \
+              -f body="$BODY"
+          fi