wip

Author: rustagir

docs/fundamentals/atlas-search.txt

@@ -22,34 +22,30 @@ Overview
 
 In this guide, you can learn how to perform searches on your documents
 by using the Atlas Search feature. {+odm-long+} provides an API to
-perform Atlas Search queries directly with your models.
-
-To learn more about Atlas Search, see the :atlas:`Overview
-</atlas-search/atlas-search-overview/>` in the 
-Atlas documentation.
+perform Atlas Search queries directly with your models. This guide
+describes how to create Atlas Search indexes and provides examples of
+how to use the {+odm-short+} to perform searches.
 
 .. note:: Deployment Compatibility
 
    You can use the Atlas Search feature only when
    you connect to MongoDB Atlas clusters. This feature is not
    available for self-managed deployments.
 
-This page describes how to create Atlas Search indexes and provides
-examples of how to use the {+odm-short+} to perform searches.
+To learn more about Atlas Search, see the :atlas:`Overview
+</atlas-search/atlas-search-overview/>` in the 
+Atlas documentation. The Atlas Search API internally uses the
+``$search`` aggregation operator to perform queries. To learn more about
+this operator, see the :atlas:`$search
+</atlas-search/aggregation-stages/search/>` reference in the Atlas
+documentation.
 
-.. note:: Aggregation Builder
+.. note::
 
    You might not be able to use the methods described in
    this guide for every type of Atlas Search query.
    For more complex use cases, create an aggregation pipeline by using
    the :ref:`laravel-aggregation-builder`.
-
-The Atlas Search API internally uses the ``$search`` aggregation
-operator to perform queries. To learn more about this operator, see the
-:atlas:`$search </atlas-search/aggregation-stages/search/>` reference in
-the Atlas documentation.
-
-.. tip:: Atlas Vector Search
 
    To perform searches on vector embeddings in MongoDB, you can use the
    {+odm-long+} Atlas Vector Search API. To learn about this feature, see

docs/fundamentals/vector-search.txt

@@ -22,45 +22,35 @@ Overview
 
 In this guide, you can learn how to perform searches on your documents
 by using the Atlas Vector Search feature. {+odm-long+} provides an API to
-perform Atlas Vector Search queries directly with your models.
-
-To learn more about Atlas Vector Search, see the :atlas:`Overview
-</atlas-vector-search/vector-search-overview/>` in the 
-Atlas documentation.
+perform Atlas Vector Search queries directly with your models. This guide
+describes how to create Atlas Vector Search indexes and provides
+examples of how to use the {+odm-short+} to perform searches.
 
 .. note:: Deployment Compatibility
 
    You can use the Atlas Vector Search feature only when
    you connect to MongoDB Atlas clusters. This feature is not
    available for self-managed deployments.
 
-This page describes how to create Atlas Vector Search indexes and provides
-examples of how to use the {+odm-short+} to perform searches.
+To learn more about Atlas Vector Search, see the :atlas:`Overview
+</atlas-vector-search/vector-search-overview/>` in the 
+Atlas documentation. The Atlas Vector Search API internally uses the
+``$search`` aggregation operator to perform queries. To learn more about
+this operator, see the :atlas:`$search
+</atlas-search/aggregation-stages/search/>` reference in the Atlas
+documentation.
 
-.. note:: Aggregation Builder
+.. note::
 
    You might not be able to use the methods described in
    this guide for every type of Atlas Vector Search query.
    For more complex use cases, create an aggregation pipeline by using
    the :ref:`laravel-aggregation-builder`.
-
-The Atlas Vector Search API internally uses the ``$search`` aggregation
-operator to perform queries. To learn more about this operator, see the
-:atlas:`$search </atlas-search/aggregation-stages/search/>` reference in
-the Atlas documentation.
-
-.. tip:: Atlas Search
 
    To perform advanced text on your documents, you can use the
    {+odm-long+} Atlas Search API. To learn about this feature, see
    the :ref:`laravel-atlas-search` guide.
 
-The Atlas Vector Search API internally uses the ``$vectorSearch``
-aggregation operator to perform queries. To learn more about this
-operator, see the :atlas:`$vectorSearch 
-</atlas-vector-search/vector-search-stage/#mongodb-pipeline-pipe.-vectorSearch>`
-reference in the Atlas documentation.
-
 .. _laravel-avs-index:
 
 Create an Atlas Vector Search Index