update

Author: fiquick

modules/ROOT/images/chunks_in_rag.png

@@ -7,11 +7,12 @@ Agents are applications that use generative AI models to think and act towards g
 * Utilizes tools to access data and take actions such as querying databases or calling APIs.
 
 Good at improving the quality of results and reasoning with each other.
-Doing different things in the workflows.
+Different types of agents that are - doing different things in the workflows.
+
+A system might look like this:
 
 * Have an orchestration layer
 * Have some genAI models hookedup 
 * Have some tools
-* Better results than one LLM can give you together
-
 
+These all collaborate so you have *better results than one LLM can give you together.*

modules/ROOT/pages/aura-and-ai/agents.adoc

@@ -20,3 +20,10 @@ Aura provides built-in authentication, role-based access control, and fine-grain
 
 *Pay-as-you-go pricing*::  
 Scale compute and storage resources on demand. Aura is cost-effective for both experimentation and production workloads.
+
+== GraphRAG in Aura
+
+Viewing a document chunk in Aura
+
+image::chunks_in_rag.png[View the chunks in Aura]
+