docs(docs): update RAG tutorials link across multiple vector store docs (AstraDB, DatabricksVectorSearch, FAISS, Redis, etc.) (#32301)

## **Description:** 
This PR updates the internal documentation link for the RAG tutorials to
reflect the updated path. Previously, the link pointed to the root
`/docs/tutorials/`, which was generic. It now correctly routes to the
RAG-specific tutorial page for the following vector store docs.

1. AstraDBVectorStore
2. Clickhouse
3. CouchbaseSearchVectorStore
4. DatabricksVectorSearch
5. ElasticsearchStore
6. FAISS
7. Milvus
8. MongoDBAtlasVectorSearch
9. openGauss
10. PGVector
11. PGVectorStore
12. PineconeVectorStore
13. QdrantVectorStore
14. Redis
15. SQLServer

## **Issue:** N/A
## **Dependencies:** None
## **Twitter handle:** N/A

Author: bansalkanav

docs/docs/integrations/vectorstores/astradb.ipynb

@@ -606,7 +606,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/clickhouse.ipynb

@@ -358,7 +358,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/couchbase.ipynb

@@ -918,7 +918,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/databricks_vector_search.ipynb

@@ -494,7 +494,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/elasticsearch.ipynb

@@ -940,7 +940,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/faiss.ipynb

@@ -410,7 +410,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/milvus.ipynb

@@ -671,7 +671,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/mongodb_atlas.ipynb

@@ -488,7 +488,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]

docs/docs/integrations/vectorstores/opengauss.ipynb

@@ -264,7 +264,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval/)"
    ]

docs/docs/integrations/vectorstores/pgvector.ipynb

@@ -435,7 +435,7 @@
     "\n",
     "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
     "\n",
-    "- [Tutorials](/docs/tutorials/)\n",
+    "- [Tutorials](/docs/tutorials/rag)\n",
     "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
     "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
    ]