replace blog links by guide ones

MathieuBsqt · MathieuBsqt · commit eee5f9f461b9 · 2025-04-22T16:34:28.000+02:00
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_guide_01_getting_started/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_guide_01_getting_started/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Getting started
 excerpt: Discover AI Endpoints, the secure serverless platform by OVHcloud for developers to access top AI models with easy-to-use APIs. No AI expertise needed.
-updated: 2025-02-10
+updated: 2025-04-28
 ---
 
 > [!primary]
@@ -154,11 +154,11 @@ For your convenience, you can monitor your estimated consumption and resource us
 
 ## Going further
 
-To discover how to build complete and powerful applications using AI Endpoints, explore our dedicated [AI Endpoints blog page](https://blog.ovhcloud.com/tag/ai-endpoints/). This blog offers a wealth of knowledge and inspiration, including the following articles:
+To discover how to build complete and powerful applications using AI Endpoints, explore our dedicated AI Endpoints guides which offer a wealth of knowledge and inspiration, including the following subjects:
 
-- [Create your own Audio Summarizer assistant with AI Endpoints](https://blog.ovhcloud.com/create-audio-summarizer-assistant-with-ai-endpoints/)
-- [Implement chatbot memory management with LangChain and AI Endpoints](https://blog.ovhcloud.com/chatbot-memory-management-with-langchain-and-ai-endpoints/)
-- [Discover how to create a Retrieval Augmented Generation (RAG) system](https://blog.ovhcloud.com/reference-architecture-retrieval-augmented-generation-rag/)
+- [Create your own Audio Summarizer assistant with AI Endpoints](/pages/public_cloud/ai_machine_learning/endpoints_tuto_01_audio_summarizer)
+- [Implement chatbot memory management with LangChain and AI Endpoints](/pages/public_cloud/ai_machine_learning/endpoints_tuto_09_chatbot_memory_langchain)
+- [Discover how to create a Retrieval Augmented Generation (RAG) system](/pages/public_cloud/ai_machine_learning/endpoints_tuto_11_rag_chatbot_langchain)
 - [Discover more about AI Endpoints features and limitations](/pages/public_cloud/ai_machine_learning/endpoints_guide_02_capabilities)
 
 If you need training or technical assistance to implement our solutions, contact your sales representative or click on [this link](/links/professional-services) to get a quote and ask our Professional Services experts for a custom analysis of your project.
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_guide_02_capabilities/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_guide_02_capabilities/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Features, Capabilities and Limitations
 excerpt: Find out about current features, capabilities and limitations of AI Endpoints
-updated: 2024-12-03
+updated: 2025-04-28
 ---
 
 > [!primary]
@@ -69,7 +69,7 @@ However, we are considering introducing a usage limit feature in the future. Thi
 
 Browse the full [AI Endpoints documentation](/products/public-cloud-ai-and-machine-learning-ai-endpoints) to further understand the main concepts and get started.
 
-To discover how to build complete and powerful applications using AI Endpoints, explore our dedicated [AI Endpoints blog page](https://blog.ovhcloud.com/tag/ai-endpoints/).
+To discover how to build complete and powerful applications using AI Endpoints, explore our dedicated [AI Endpoints guides](/products/public-cloud-ai-and-machine-learning-ai-endpoints).
 
 If you need training or technical assistance to implement our solutions, contact your sales representative or click on [this link](/links/professional-services) to get a quote and ask our Professional Services experts for a custom analysis of your project.
 
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_guide_03_troubleshooting/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_guide_03_troubleshooting/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Troubleshooting
 excerpt: Find out how to resolve issues when using AI Endpoints
-updated: 2025-03-14
+updated: 2025-04-28
 ---
 
 > [!primary]
@@ -34,7 +34,7 @@ When making a request to the LLMs endpoints in AI Endpoints, you can customize s
 
 ### I am interested in creating a code assistant with Continue and AI Endpoints. Do you have any documentation on how to set this up?
 
-Yes, we have [a guide that explains how to configure Continue to work with AI Endpoints](https://blog.ovhcloud.com/create-a-code-assistant-with-continue-and-ai-endpoints/). Continue is an IDE plugin that allows you to build your own code assistant by using a custom LLM endpoint. This guide will walk you through the steps to configure Continue to work with AI Endpoints, including how to specify the endpoint URL and how to authenticate your requests.
+Yes, we have [a guide that explains how to configure Continue to work with AI Endpoints](/pages/public_cloud/ai_machine_learning/endpoints_tuto_03_code_assistant_continue). Continue is an IDE plugin that allows you to build your own code assistant by using a custom LLM endpoint. This guide will walk you through the steps to configure Continue to work with AI Endpoints, including how to specify the endpoint URL and how to authenticate your requests.
 
 ## Errors codes and unexpected behaviours
 
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_guide_04_billing_concept/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_guide_04_billing_concept/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Billing and lifecycle
 excerpt: Learn how we bill AI Endpoints
-updated: 2025-03-13
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_01_audio_summarizer/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_01_audio_summarizer/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create your own audio summarizer
 excerpt: Summarize hours of meetings ASR and LLM AI endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_02_voice_virtual_assistant/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_02_voice_virtual_assistant/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create your own voice assistant
 excerpt: Create a voice-enabled chatbot using ASR, LLM, and TTS endpoints in under 100 lines of code
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_03_code_assistant_continue/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_03_code_assistant_continue/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create a code assistant with Continue
 excerpt: Build your own code assistant directly in VSCode or JetBrains IDEs using the Continue plugin
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_04_sentiment_analyzer/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_04_sentiment_analyzer/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create a sentiment analyzer
 excerpt: Build a sentiment analyzer with AI Endpoints and Java using Quarkus
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_05_chatbot_langchain_python/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_05_chatbot_langchain_python/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Build a Python Chatbot with LangChain
 excerpt: Learn how to build a chatbot in Python using LangChain and OVHcloud AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_06_chatbot_langchain_javascript/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_06_chatbot_langchain_javascript/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Build a JavaScript Chatbot with LangChain
 excerpt: Learn how to build a chatbot using JavaScript, LangChain, and AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_07_chatbot_langchain4j_quarkus/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_07_chatbot_langchain4j_quarkus/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create your own AI chatbot using LangChain4j and Quarkus
 excerpt: Learn how to build an AI-powered chatbot using LangChain4j, Quarkus, and OVHcloud AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_08_streaming_chatbot_langchain4j_quarkus/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_08_streaming_chatbot_langchain4j_quarkus/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create a Streaming Chatbot with LangChain4j and Quarkus
 excerpt: How to build a Java-based chatbot that streams responses from AI Endpoints for a real-time chat experience
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_09_chatbot_memory_langchain/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_09_chatbot_memory_langchain/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Enable conversational memory in your chatbot using LangChain
 excerpt: How to integrate conversational memory into your chatbot using AI Endpoints and LangChain’s memory modules
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
@@ -231,7 +231,7 @@ You’ve also seen how easy it is to use AI Endpoints to create innovative turnk
 
 ## Going further
 
-If you would like to find out more, take a look at the following article on [memory chatbot with LangChain4j](https://blog.ovhcloud.com/memory-chatbot-using-ai-endpoints-and-langchain4j/).
+If you would like to find out more, take a look at the following article on [memory chatbot with LangChain4j](/pages/public_cloud/ai_machine_learning/endpoints_tuto_10_memory_chatbot_langchain4j).
 
 If you need training or technical assistance to implement our solutions, contact your sales representative or click on [this link](/links/professional-services) to get a quote and ask our Professional Services experts for a custom analysis of your project.
 
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_10_memory_chatbot_langchain4j/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_10_memory_chatbot_langchain4j/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Create a Memory Chatbot with LangChain4j
 excerpt: Learn how to implement memory in a Java-based chatbot using LangChain4j and AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_11_rag_chatbot_langchain/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_11_rag_chatbot_langchain/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Build a RAG Chatbot with LangChain
 excerpt: Learn how to build a RAG (Retrieval Augmented Generation) chatbot using Python, LangChain and AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
diff --git a/pages/public_cloud/ai_machine_learning/endpoints_tuto_12_rag_chatbot_langchain4j/guide.en-gb.md b/pages/public_cloud/ai_machine_learning/endpoints_tuto_12_rag_chatbot_langchain4j/guide.en-gb.md
@@ -1,7 +1,7 @@
 ---
 title: AI Endpoints - Build a RAG Chatbot with LangChain4j
 excerpt: Learn how to build a RAG (Retrieval Augmented Generation) chatbot using Java, LangChain4j and AI Endpoints
-updated: 2025-04-18
+updated: 2025-04-28
 ---
 
 > [!primary]
