From 452ab55f1dbb8f6c2df432f219725ef4b211935b Mon Sep 17 00:00:00 2001
From: Bhupesh-V <varshneybhupesh@gmail.com>
Date: Fri, 29 Dec 2023 20:56:43 +0530
Subject: [PATCH]  RAG

---
 .../retrieval-augmented-generative-rag.md                  | 7 +++++++
 README.md                                                  | 3 ++-
 SUMMARY.md                                                 | 1 +
 count.json                                                 | 2 +-
 4 files changed, 11 insertions(+), 2 deletions(-)
 create mode 100644 Artificial Intelligence/retrieval-augmented-generative-rag.md

diff --git a/Artificial Intelligence/retrieval-augmented-generative-rag.md b/Artificial Intelligence/retrieval-augmented-generative-rag.md
new file mode 100644
index 0000000..dda57ac
--- /dev/null
+++ b/Artificial Intelligence/retrieval-augmented-generative-rag.md	
@@ -0,0 +1,7 @@
+# Retrieval-Augmented Generation (RAG)
+
+Currently LLMs have these 2 problems:
+1. They lack valid source while generating text.
+2. They are often out-of date.
+
+The RAG framework is a new approach to solve these problems. In this appraoch a LLM first finds relevant passages from a large corpus (content store like the Internet) and then generates text based on user prompt. This way it solves both the problems mentioned above.
diff --git a/README.md b/README.md
index e231058..8977cb9 100644
--- a/README.md
+++ b/README.md
@@ -27,7 +27,7 @@
 ## Categories
 * [AWS](#aws) [**`1`**]
 * [Android](#android) [**`1`**]
-* [Artificial Intelligence](#artificial-intelligence) [**`1`**]
+* [Artificial Intelligence](#artificial-intelligence) [**`2`**]
 * [Career](#career) [**`7`**]
 * [Coding Practices](#coding-practices) [**`5`**]
 * [Community Building](#community-building) [**`3`**]
@@ -75,6 +75,7 @@
 
 <ul>
 <li><a target="_blank" href="https://github.com/Bhupesh-V/til/blob/master/Artificial Intelligence/fundamentals-of-llms.md">Fundamentals of LLMs</a>
+<li><a target="_blank" href="https://github.com/Bhupesh-V/til/blob/master/Artificial Intelligence/retrieval-augmented-generative-rag.md">Retrieval-Augmented Generation (RAG)</a>
 </ul>
 
 
diff --git a/SUMMARY.md b/SUMMARY.md
index ff3aa95..be047d6 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -20,6 +20,7 @@
 
 <ul>
 <li><a href="Artificial Intelligence/fundamentals-of-llms.md">Fundamentals of LLMs</a>
+<li><a href="Artificial Intelligence/retrieval-augmented-generative-rag.md">Retrieval-Augmented Generation (RAG)</a>
 </ul>
 
 ## Career
diff --git a/count.json b/count.json
index 915e62e..3483086 100644
--- a/count.json
+++ b/count.json
@@ -1,3 +1,3 @@
 {
- "count": 142
+ "count": 143
 }
\ No newline at end of file