NRL only content for GitHub pages

.github/workflows/nrl-docs-github-pages.yml

@@ -0,0 +1,102 @@
+# NeMo Retriever Library (NRL) documentation only — GitHub Pages staging / nightly.
+# Does not run the full Docker + Sphinx pipeline (no nv-ingest / nv-ingest-api HTML API dump).
+name: NRL documentation — GitHub Pages (staging)
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - "docs/**"
+      - "nemo_retriever/**"
+      - ".github/workflows/nrl-docs-github-pages.yml"
+  schedule:
+    # Nightly (UTC): pick up doc changes even if no pushes
+    - cron: "0 7 * * *"
+  workflow_dispatch:
+
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+concurrency:
+  group: pages-nrl-staging
+  cancel-in-progress: false
+
+jobs:
+  build:
+    name: Build NRL docs (staging)
+    runs-on: ubuntu-latest
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683  # v4.2.2
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Configure Pages
+        id: pages
+        uses: actions/configure-pages@v5
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+          cache: pip
+          cache-dependency-path: docs/requirements.txt
+
+      - name: Install Python dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r docs/requirements.txt
+          pip install -e ./nemo_retriever
+
+      - name: Print NRL site navigation (pre-deploy)
+        run: python docs/scripts/print_nrl_mkdocs_nav.py
+
+      - name: Write nav + scan summary for the workflow run
+        run: |
+          {
+            echo "### NRL GitHub Pages — site navigation"
+            echo
+            echo '```'
+            python docs/scripts/print_nrl_mkdocs_nav.py
+            echo '```'
+            echo
+            echo "### Non-NRL / legacy reference scan (excerpt)"
+            echo "Full report is attached as an artifact."
+            echo
+            echo '```'
+            python docs/scripts/scan_non_nrl_doc_references.py | head -n 120
+            echo '```'
+          } >> "$GITHUB_STEP_SUMMARY"
+
+      - name: Scan for non-NRL references (full report)
+        run: python docs/scripts/scan_non_nrl_doc_references.py | tee non-nrl-review.txt
+
+      - name: Upload non-NRL scan artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: non-nrl-content-review
+          path: non-nrl-review.txt
+
+      - name: Build MkDocs (NRL only)
+        working-directory: docs
+        env:
+          SITE_URL: ${{ steps.pages.outputs.base_url }}
+        run: mkdocs build -f mkdocs.nrl-github-pages.yml --strict
+
+      - name: Upload Pages artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: docs/site
+
+  deploy:
+    name: Deploy to GitHub Pages
+    needs: build
+    runs-on: ubuntu-latest
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    steps:
+      - name: Deploy
+        id: deployment
+        uses: actions/deploy-pages@v4

docs/docs/extraction/agentic-retrieval-concept.md

@@ -0,0 +1,16 @@
+# Agentic retrieval (concept)
+
+!!! note
+
+    This documentation describes NeMo Retriever Library.
+
+
+Agentic retrieval means **iterative, tool-driven** retrieval: an agent plans steps, issues searches, may refine filters, and optionally reranks until it has enough context to answer.
+
+NeMo Retriever Library focuses on document ingestion, embeddings, vector stores, hybrid search, and reranking. Orchestration frameworks call these building blocks from your application.
+
+**Related**
+
+- [Workflow: Agentic retrieval](workflow-agentic-retrieval.md)
+- [Semantic and hybrid retrieval](semantic-hybrid-retrieval.md)
+- Framework examples: [LangChain, LlamaIndex, Haystack](integrations-langchain-llamaindex-haystack.md)

docs/docs/extraction/audio.md

@@ -7,22 +7,17 @@ with the [parakeet-1-1b-ctc-en-us ASR NIM microservice](https://docs.nvidia.com/
 - Run the NIM locally by using Docker Compose
 - Use NVIDIA Cloud Functions (NVCF) endpoints for cloud-based inference
 
-!!! note
-
-   NVIDIA Ingest (nv-ingest) has been renamed NeMo Retriever Library. 
-
 Currently, you can extract speech from the following file types:
 
 - `mp3`
 - `wav`
 
 
-
 ## Overview
 
 [NeMo Retriever Library](overview.md) supports extracting speech from audio files for Retrieval Augmented Generation (RAG) applications. 
 Similar to how the multimodal document extraction pipeline leverages object detection and image OCR microservices, 
-NeMo Retriever leverages the [parakeet-1-1b-ctc-en-us ASR NIM microservice](https://docs.nvidia.com/nim/speech/latest/asr/deploy-asr-models/parakeet-ctc-en-us.html) 
+NeMo Retriever Library uses the [parakeet-1-1b-ctc-en-us ASR NIM microservice](https://docs.nvidia.com/nim/speech/latest/asr/deploy-asr-models/parakeet-ctc-en-us.html) 
 to transcribe speech to text, which is then embedded by using the NeMo Retriever embedding NIM. 
 
 !!! important
@@ -92,7 +87,7 @@ To generate one extracted element for each sentence-like ASR segment, include `e
 
     !!! tip
 
-        For more Python examples, refer to [NV-Ingest: Python Client Quick Start Guide](https://github.com/NVIDIA/nv-ingest/blob/main/client/client_examples/examples/python_client_usage.ipynb).
+        For more Python examples, refer to [Python Quick Start Guide](https://github.com/NVIDIA/NeMo-Retriever/blob/main/client/client_examples/examples/python_client_usage.ipynb).
 
 
 ## Use NVCF Endpoints for Cloud-Based Inference
@@ -128,12 +123,12 @@ Instead of running the pipeline locally, you can use NVCF to perform inference b
 
     !!! tip
 
-        For more Python examples, refer to [NV-Ingest: Python Client Quick Start Guide](https://github.com/NVIDIA/nv-ingest/blob/main/client/client_examples/examples/python_client_usage.ipynb).
+        For more Python examples, refer to [Python Quick Start Guide](https://github.com/NVIDIA/NeMo-Retriever/blob/main/client/client_examples/examples/python_client_usage.ipynb).
 
 
 
 ## Related Topics
 
 - [Support Matrix](support-matrix.md)
 - [Troubleshoot Nemo Retriever Extraction](troubleshoot.md)
-- [Use the Python API](nv-ingest-python-api.md)
+- [Use the Python API](python-api-reference.md)