[Docs] Fixing RAG broken links in Cookbooks (#1122)

Author: andrew-lastmile

README.md

@@ -184,7 +184,7 @@ AIConfig helps unwind complexity by separating prompts, model parameters, and mo
 
 AIConfig makes it easy to work with complex prompt chains, various models, and advanced generative AI workflows. Start with these recipes and access more in [`/cookbooks`](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks):
 
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
 - [Function Calling with OpenAI](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI)
 - [CLI Chatbot](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT)
 - [Prompt Routing](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing)

aiconfig-docs/docs/basics.md

@@ -63,7 +63,7 @@ Here are the basics of interacting with `aiconfig`:
 There is a lot you can do with these capabilities. We have several tutorials to help get you started:
 
 - [CLI Chatbot](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT)
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with ChromaDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
 - [Prompt routing](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing)
 - [OpenAI function calling](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI)
 - [Chain of thought](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification)

aiconfig-docs/docs/cookbooks.md

@@ -14,7 +14,8 @@ The [cookbooks](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks) dir
 
 ### Retrieval Augmented Generated (RAG)
 
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with ChromaDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
+- [RAG with MongoDB Vector Search](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-MongoDB)
 
 At its core, RAG is about passing data into prompts. Read how to [pass data](/docs/overview/parameters) with AIConfig.
 

aiconfig-docs/docs/getting-started.md

@@ -537,7 +537,7 @@ A new tab with the AIConfig Editor opens in your default browser at http://local
 Check out these examples and guides:
 
 - [OpenAI function calling](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI)
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with ChromaDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
 - [CLI Chatbot](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT)
 - [Prompt routing](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing)
 - [Chain of thought](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification)

aiconfig-docs/docs/overview/parameters.md

@@ -215,7 +215,7 @@ This will return the fully-resolved completion params that will be passed to the
 Because parameters can be passed in to prompts programmatically, exactly what gets passed in can be dynamic. For the example above you could have a dropdown of possible SQL languagesin your app, and you can set the `sql_langauge` parameter to the value selected by a user.
 
 :::tip
-This pattern can be used to apply Retrieval Augmented Generation (RAG) techniques with `aiconfig`. For more details, see the [RAG cookbook](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig).
+This pattern can be used to apply Retrieval Augmented Generation (RAG) techniques with `aiconfig`. For more details, see the [RAG cookbook](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB).
 :::
 
 ## What gets parameterized

cookbooks/Gemini/Gemini.ipynb

@@ -287,7 +287,8 @@
         "  <li>Cookbooks and guides</li>\n",
         "  <ul style=\"margin-bottom:0; padding-bottom:0;\">\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT\">CLI Chatbot</a></li>\n",
-        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig\">RAG with AIConfig</a></li>\n",
+        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB\">RAG with ChromaDB</a></li>\n",
+        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-MongoDB\">RAG with MongoDB</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing\">Prompt routing</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI\">OpenAI function calling</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification\">Chain of Verification</a></li>\n",

cookbooks/LLaMA-Guard/llama_guard_cookbook.ipynb

@@ -901,7 +901,8 @@
         "  <li>Cookbooks and guides</li>\n",
         "  <ul style=\"margin-bottom:0; padding-bottom:0;\">\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT\">CLI Chatbot</a></li>\n",
-        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig\">RAG with AIConfig</a></li>\n",
+        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB\">RAG with ChromaDB</a></li>\n",
+        "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-MongoDB\">RAG with MongoDB</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing\">Prompt routing</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI\">OpenAI function calling</a></li>\n",
         "    <li><a href=\"https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification\">Chain of Verification</a></li>\n",

python/README.md

@@ -39,7 +39,8 @@ AIConfig helps unwind complexity by separating prompts, model parameters, and mo
   <li><a href="#cookbooks">Cookbooks and guides</a></li>
   <ul style="margin-bottom:0; padding-bottom:0;">
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT">CLI Chatbot</a></li>
-    <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig">RAG with AIConfig</a></li>
+    <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB">RAG with ChromaDB</a></li>
+    <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-MongoDB">RAG with MongoDB</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing">Prompt routing</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI">OpenAI function calling</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification">Chain of Verification</a></li>

typescript/README.md

@@ -39,7 +39,7 @@ AIConfig helps unwind complexity by separating prompts, model parameters, and mo
   <li><a href="#cookbooks">Cookbooks and guides</a></li>
   <ul style="margin-bottom:0; padding-bottom:0;">
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT">CLI Chatbot</a></li>
-    <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig">RAG with AIConfig</a></li>
+    <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB">RAG with ChromaDB</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing">Prompt routing</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI">OpenAI function calling</a></li>
     <li><a href="https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification">Chain of Verification</a></li>
@@ -262,7 +262,7 @@ There is a lot you can do with `aiconfig`. We have several other tutorials to he
 Here are some example uses:
 
 - [CLI Chatbot](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Wizard-GPT)
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with ChromaDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
 - [Prompt routing](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Basic-Prompt-Routing)
 - [OpenAI function calling](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Function-Calling-OpenAI)
 - [Chain of thought](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/Chain-of-Verification)
@@ -422,7 +422,8 @@ We provide several guides to demonstrate the power of `aiconfig`.
 
 ### Retrieval Augmented Generated (RAG)
 
-- [RAG with AIConfig](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-AIConfig)
+- [RAG with ChromaDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-ChromaDB)
+- [RAG with MongoDB](https://github.com/lastmile-ai/aiconfig/tree/main/cookbooks/RAG-with-MongoDB)
 
 At its core, RAG is about passing data into prompts. Read how to [pass data](/docs/overview/parameters) with AIConfig.