updated RAG changes

Author: Zach Lasiuk

content/learning-paths/servers-and-cloud-computing/aaaaaaRAGexample/_demo.md renamed to content/learning-paths/servers-and-cloud-computing/rag/_demo.md

@@ -21,7 +21,7 @@ example_user_prompts:
   - Do Hyperscan and Snort3 work on Graviton4?
   - How can I easily build multi-architecture Docker images?
 
-rag_data_cutoff_date: 2025/01/13
+rag_data_cutoff_date: 2025/01/17
 
 title_chatbot_area: Arm RAG Demo
 

content/learning-paths/servers-and-cloud-computing/aaaaaaRAGexample/chatbot-icon.png renamed to content/learning-paths/servers-and-cloud-computing/rag/chatbot-icon.png

@@ -22,7 +22,7 @@
     <div class="c-row u-gap-1/2 u-flex-nowrap u-padding-top-0">
         <div class="c-col">
             <h2>RAG Vector Store Details</h2>
-            <p>This app uses all data on this site, <a href="https://www.learn.arm.com">learn.arm.com</a>, as the RAG data set. The Markdown formatted content across Learning Paths and Install Guides was segmented into labeled chunks, vector embeddings were generated using FAISS, which the LLM demo below references for your query.</p>
+            <p>This app uses all data on this site, <a href="https://www.learn.arm.com">learn.arm.com</a>, as the RAG data set. The Markdown formatted content across Learning Paths and Install Guides was segmented into labeled chunks, and vector embeddings were generated. FAISS is used for the embedded similarity search. The LLM demo below references this vector store for your query.</p>
             <p><b>Note:</b> Data was sourced on {{.Params.rag_data_cutoff_date}}.</p>
         </div>    
     </div>

content/learning-paths/servers-and-cloud-computing/aaaaaaRAGexample/config-diagram-dark.png renamed to content/learning-paths/servers-and-cloud-computing/rag/config-diagram-dark.png

@@ -578,16 +578,15 @@
     {{ $server_location := "" }};
 
     {{ if eq .Params.demo_template_name "llm_chatbot_rag_demo" }}
-        {{ $server_location = getenv "HUGO_LLM_API" | base64Encode }}
+        {{ $server_location = getenv "HUGO_RAG_API" | base64Encode }}
         console.log('Using RAG API.');
     {{ else if eq .Params.demo_template_name "llm_chatbot_first_demo" }}
-        {{ $server_location = getenv "HUGO_RAG_API" | base64Encode }}
+        {{ $server_location = getenv "HUGO_LLM_API" | base64Encode }}
         console.log('Using LLM API.');
     {{ else }}
         console.log('No server location provided.');
     {{ end }}
 
-
     const server_location_encoded = '{{ $server_location }}';