From 05ca523710bf1bae0134c1548d3dc986cb4bb4a4 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sat, 26 Aug 2023 17:33:31 +0200
Subject: [PATCH] Update README.md

---
 README.md | 21 ++++++++++++++++++++-
 1 file changed, 20 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5d9b6234a..4773b88d9 100644
--- a/README.md
+++ b/README.md
@@ -18,8 +18,27 @@ To address this issue, [dlthub](https://dlthub.com/) and [prometh.ai](http://pro
 ### Read more on our blog post [prometh.ai](http://prometh.ai/promethai-memory-blog-post-one)
 
 
-# PromethAI-Memory Repo Structure
+## PromethAI-Memory Repo Structure
 
 The repository contains a set of folders that represent the steps in the evolution of the modern data stack from POC to production
 - Level 1 - CMD script to process PDFs
+  We introduce the following concepts:
+  1. Structured output with Pydantic
+  2. CMD script to process custom PDFs
 - Level 2 - Memory Manager implemented in Python
+  We introduce the following concepts:
+  1. Long Term Memory
+  2. Short Term Memory
+  3. Episodic Buffer
+  4. Attention Modulators
+  The code at this level contains:
+  1. Simple PDF ingestion
+  2. FastAPI
+  3. Docker Image
+  4. Memory manager
+  5. Langchain-based Agent Simulator
+  6. Data schema
+
+## How to use
+
+Each of the folders contains a README to get started.