From 29ed2f1820cc81b7d47a1062075c64c6f523bcec Mon Sep 17 00:00:00 2001
From: Rahul Kumar <104289350+rahul0x00@users.noreply.github.com>
Date: Thu, 12 Oct 2023 19:16:09 +0530
Subject: [PATCH 1/2] fixed typos

---
 readme.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/readme.md b/readme.md
index 0405a9e68..a0274e1f6 100644
--- a/readme.md
+++ b/readme.md
@@ -13,7 +13,7 @@ MacOS and Linux users can use any LLM that's available via Ollama. Check the "ta
 All platforms can use GPT-3.5-turbo and GPT-4 (bring your own API keys for OpenAIs models).
 
 **MacOS**
-Install [Ollama](https://ollama.ai) in MacOS and start it before running `docker compose up`.
+Install [Ollama](https://ollama.ai) on MacOS and start it before running `docker compose up`.
 
 **Linux**
 No need to install Ollama manually, it will run in a container as
@@ -21,7 +21,7 @@ part of the stack when running with the Linux profile: run `docker compose up --
 Make sure to set the `OLLAMA_BASE_URL=http://llm:11434` in the `.env` file when using Ollama docker container.
 
 **Windows**
-Not supported by Ollama, so Windows users need to generate a OpenAI API key and configure the stack to use `gpt-3.5` or `gpt-4` in the `.env` file.
+Not supported by Ollama, so Windows users need to generate a OpenAI API key and configure the stack to use `GPT-3.5` or `GPT-4` in the `.env` file.
 # Develop
 
 > [!WARNING]
@@ -31,7 +31,7 @@ Not supported by Ollama, so Windows users need to generate a OpenAI API key and
 ```
 docker compose up
 ```
-If changes to build scripts has been made, **rebuild**
+If changes to build scripts has been made, **rebuild**.
 ```
 docker compose up --build
 ```
@@ -85,12 +85,12 @@ DB client: http://localhost:7474
 
 ---
 
-##  App 2 Loader
+##  App 2 - Loader
 
 UI: http://localhost:8502
 DB client: http://localhost:7474
 
-- import recent SO data for certain tags into a KG
+- import recent Stack Overflow data for certain tags into a KG
 - embed questions and answers and store in vector index
 - UI: choose tags, run import, see progress, some stats of data in the database
 - Load high ranked questions (regardless of tags) to support the ticket generation feature of App 1.

From ca8427a6caf6f548a91a3c416ad28c926763dc77 Mon Sep 17 00:00:00 2001
From: Rahul Kumar <104289350+rahul0x00@users.noreply.github.com>
Date: Fri, 13 Oct 2023 13:31:30 +0530
Subject: [PATCH 2/2] Update readme.md

---
 readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/readme.md b/readme.md
index a0274e1f6..b62a3a5c0 100644
--- a/readme.md
+++ b/readme.md
@@ -21,7 +21,7 @@ part of the stack when running with the Linux profile: run `docker compose up --
 Make sure to set the `OLLAMA_BASE_URL=http://llm:11434` in the `.env` file when using Ollama docker container.
 
 **Windows**
-Not supported by Ollama, so Windows users need to generate a OpenAI API key and configure the stack to use `GPT-3.5` or `GPT-4` in the `.env` file.
+Not supported by Ollama, so Windows users need to generate a OpenAI API key and configure the stack to use `gpt-3.5` or `gpt-4` in the `.env` file.
 # Develop
 
 > [!WARNING]