diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/bedrock.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/bedrock.adoc
index a5f04bc00..47fdd4471 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/bedrock.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/bedrock.adoc
@@ -35,7 +35,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Connect to AWS Bedrock
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/azure-openai-chat.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/azure-openai-chat.adoc
index 0fe57a9e9..bfd430397 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/azure-openai-chat.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/azure-openai-chat.adoc
@@ -74,7 +74,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Chat Properties
 
@@ -200,7 +200,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 TIP: The `spring-ai-azure-openai` dependency also provide the access to the `AzureOpenAiChatClient`. For more information about the `AzureOpenAiChatClient` refer to the link:../clients/azure-openai-chat.html[Azure OpenAI Chat] section.
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-anthropic.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-anthropic.adoc
index 6e435ec64..3a05998fc 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-anthropic.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-anthropic.adoc
@@ -41,7 +41,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Anthropic Chat
 
@@ -181,7 +181,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/anthropic/BedrockAnthropicChatClient.java[BedrockAnthropicChatClient] and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-cohere.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-cohere.adoc
index 8699dc98b..98b106e72 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-cohere.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-cohere.adoc
@@ -37,7 +37,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Cohere Chat Support
 
@@ -179,7 +179,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/cohere/BedrockCohereChatClient.java[BedrockCohereChatClient] and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-llama2.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-llama2.adoc
index e5bfe44f0..25f4823db 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-llama2.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-llama2.adoc
@@ -41,7 +41,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Llama2 Chat Support
 
@@ -177,7 +177,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/llama2/BedrockLlama2ChatClient.java[BedrockLlama2ChatClient] and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-titan.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-titan.adoc
index 9996d7d9c..e7ac73435 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-titan.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/bedrock/bedrock-titan.adoc
@@ -38,7 +38,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Titan Chat
 
@@ -175,7 +175,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/titan/BedrockTitanChatClient.java[BedrockTitanChatClient] and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/huggingface.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/huggingface.adoc
index 5dd27bcc9..eeb815229 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/huggingface.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/huggingface.adoc
@@ -25,7 +25,7 @@ You should get your HuggingFace API key and set it as an environment variable
 export HUGGINGFACE_API_KEY=your_api_key_here
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Note, there is not yet a Spring Boot Starter for this client implementation.
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/openai-image.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/openai-image.adoc
index 1d2a6954a..01f22f808 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/openai-image.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/openai-image.adoc
@@ -37,7 +37,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Image Generation Properties
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/stabilityai-image.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/stabilityai-image.adoc
index cff23b345..fb80ae04d 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/stabilityai-image.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/image/stabilityai-image.adoc
@@ -36,7 +36,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 
 === Image Generation Properties
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/ollama-chat.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/ollama-chat.adoc
index 40fa0266c..ca1c2b5b3 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/ollama-chat.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/ollama-chat.adoc
@@ -39,7 +39,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Chat Properties
 
@@ -192,7 +192,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 TIP: The `spring-ai-ollama` dependency provides access also to the `OllamaEmbeddingClient`.
 For more information about the `OllamaEmbeddingClient` refer to the link:../embeddings/ollama-embeddings.html[Ollama Embedding Client] section.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/openai-chat.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/openai-chat.adoc
index a43cf5971..060946772 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/openai-chat.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/openai-chat.adoc
@@ -45,7 +45,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Chat Properties
 
@@ -184,7 +184,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create a `OpenAiChatClient` and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/vertexai-chat.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/vertexai-chat.adoc
index 716495134..2f990525f 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/vertexai-chat.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/clients/vertexai-chat.adoc
@@ -47,7 +47,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Chat Properties
 
@@ -164,7 +164,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create a `VertexAiChatClient` and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/azure-openai-embeddings.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/azure-openai-embeddings.adoc
index 7c7b5eb25..921306e3d 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/azure-openai-embeddings.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/azure-openai-embeddings.adoc
@@ -51,7 +51,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Embedding Properties
 
@@ -152,7 +152,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 NOTE: The `spring-ai-azure-openai` dependency also provide the access to the `AzureOpenAiEmbeddingClient`. For more information about the `AzureOpenAiChatClient` refer to the link:../embeddings/azure-openai-embeddings.html[Azure OpenAI Embeddings] section.
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-cohere-embedding.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-cohere-embedding.adoc
index a1040dfc7..d8b811553 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-cohere-embedding.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-cohere-embedding.adoc
@@ -36,7 +36,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Cohere Embedding Support
 
@@ -161,7 +161,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/cohere/BedrockCohereEmbeddingClient.java[BedrockCohereEmbeddingClient] and use it for text embeddings:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-titan-embedding.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-titan-embedding.adoc
index 33caf89e8..70c9836f0 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-titan-embedding.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/bedrock-titan-embedding.adoc
@@ -43,7 +43,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Enable Titan Embedding Support
 
@@ -145,7 +145,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-bedrock/src/main/java/org/springframework/ai/bedrock/titan/BedrockTitanEmbeddingClient.java[BedrockTitanEmbeddingClient] and use it for text embeddings:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/ollama-embeddings.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/ollama-embeddings.adoc
index 20b2852ce..ddebe16a8 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/ollama-embeddings.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/ollama-embeddings.adoc
@@ -44,7 +44,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 The `spring.ai.ollama.embedding.options.*` properties are used to configure the default options used for all embedding requests.
 (It is used as `OllamaEmbeddingClient#withDefaultOptions()` instance).
@@ -173,7 +173,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 NOTE: The `spring-ai-ollama` dependency provides access also to the `OllamaChatClient`.
 For more information about the `OllamaChatClient` refer to the link:../clients/ollama-chat.html[Ollama Chat Client] section.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/onnx.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/onnx.adoc
index aec840b57..52da4058c 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/onnx.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/onnx.adoc
@@ -41,7 +41,7 @@ Add the `spring-ai-transformers` project to your maven dependencies:
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 then create a new `TransformersEmbeddingClient` instance and use the `setTokenizerResource(tokenizerJsonUri)` and `setModelResource(modelOnnxUri)` methods to set the URIs  of the exported `tokenizer.json` and `model.onnx` files. (`classpath:`, `file:` or `https:` URI schemas are supported).
 
@@ -111,7 +111,7 @@ You can bootstrap and autowire the `TransformersEmbeddingClient` with the follow
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 To configure it, use the `spring.ai.embedding.transformer.*` properties.
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/openai-embeddings.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/openai-embeddings.adoc
index 958793925..1db1aa306 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/openai-embeddings.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/openai-embeddings.adoc
@@ -46,7 +46,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Embedding Properties
 
@@ -152,7 +152,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 NOTE: The `spring-ai-openai` dependency provides access also to the `OpenAiChatClient`.
 For more information about the `OpenAiChatClient` refer to the link:../clients/openai-chat.html[OpenAI Chat Client] section.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/postgresml-embeddings.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/postgresml-embeddings.adoc
index f34efb91b..d6d71692e 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/postgresml-embeddings.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/postgresml-embeddings.adoc
@@ -38,7 +38,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Use the `spring.ai.postgresml.embedding.options.*` properties to configure your `PostgresMlEmbeddingClient`. links
 
@@ -136,7 +136,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create an `PostgresMlEmbeddingClient` instance and use it to compute the similarity between two input texts:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/vertexai-embeddings.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/vertexai-embeddings.adoc
index 9489f5306..25f53370c 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/vertexai-embeddings.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/embeddings/vertexai-embeddings.adoc
@@ -47,7 +47,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 === Chat Properties
 
@@ -131,7 +131,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Next, create a `VertexAiEmbeddingClient` and use it for text generations:
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
index 658002770..1ad2d24a1 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
@@ -81,7 +81,7 @@ Add these dependencies to your project:
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Sample Code
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
index d423e5d4f..c179b27a1 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
@@ -49,7 +49,7 @@ Add these dependencies to your project:
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Sample Code
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
index 48e44e244..b6c75cf47 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
@@ -41,7 +41,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Configuration
 
@@ -99,7 +99,7 @@ dependencies {
 }
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 Please have a look at the list of xref:#_neo4jvectorstore_properties[configuration parameters] for the vector store to learn about the default values and configuration options.
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pgvector.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pgvector.adoc
index 504f12651..bdd2a650f 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pgvector.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pgvector.adoc
@@ -99,7 +99,7 @@ Add these dependencies to your project:
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Sample Code
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
index 5ad2dbbf8..e2e36d534 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
@@ -76,7 +76,7 @@ Add these dependencies to your project:
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Sample Code
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
index efbadca68..6c37f3a3b 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
@@ -53,7 +53,7 @@ or use OpenAI (Cloud)
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 You'll need to provide your OpenAI API Key. Set it as an environment variable like so:
 
@@ -78,7 +78,7 @@ export SPRING_AI_OPENAI_API_KEY='Your_OpenAI_API_Key'
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Usage
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
index 8f9caf899..c1ec141fa 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
@@ -62,7 +62,7 @@ export SPRING_AI_OPENAI_API_KEY='Your_OpenAI_API_Key'
 </dependency>
 ----
 
-TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add to add the Spring AI BOM to your build file.
+TIP: Refer to the xref:getting-started.adoc#dependency-management[Dependency Management] section to add the Spring AI BOM to your build file.
 
 == Usage