diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 5ac6e7d..4824c96 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,44 +1,14 @@
-// For format details, see https://aka.ms/devcontainer.json. For config options, see the
-// README at: https://github.com/devcontainers/templates/tree/main/src/docker-existing-docker-compose
 {
 	"name": "Existing Docker Compose (Extend)",
 
-	// Update the 'dockerComposeFile' list if you have more compose files or use different names.
-	// The .devcontainer/docker-compose.yml file contains any overrides you need/want to make.
 	"dockerComposeFile": [
 		"../docker-compose.yml",
 		"docker-compose.yml"
 	],
-
-	// The 'service' property is the name of the service for the container that VS Code should
-	// use. Update this value and .devcontainer/docker-compose.yml to the real service name.
 	"service": "python-loader",
-
-	// The optional 'workspaceFolder' property is the path VS Code should open by default when
-	// connected. This is typically a file mount in .devcontainer/docker-compose.yml
 	"workspaceFolder": "/workspaces/${localWorkspaceFolderBasename}",
 	"features": {
 		"ghcr.io/devcontainers/features/python:1": {}
 	},
-
-	// Features to add to the dev container. More info: https://containers.dev/features.
-	// "features": {},
-
-	// Use 'forwardPorts' to make a list of ports inside the container available locally.
-	// "forwardPorts": [],
-
-	// Uncomment the next line if you want start specific services in your Docker Compose config.
-	// "runServices": [],
-
-	// Uncomment the next line if you want to keep your containers running after VS Code shuts down.
-	// "shutdownAction": "none",
-
-	// Uncomment the next line to run commands after the container is created.
-	// "postCreateCommand": "cat /etc/os-release",
-
-	// Configure tool-specific properties.
-	// "customizations": {},
-
-	// Uncomment to connect as an existing user other than the container default. More info: https://aka.ms/dev-containers-non-root.
 	"remoteUser": "root"
 }
diff --git a/.devcontainer/docker-compose.yml b/.devcontainer/docker-compose.yml
index c117858..39b2ef3 100644
--- a/.devcontainer/docker-compose.yml
+++ b/.devcontainer/docker-compose.yml
@@ -1,26 +1,7 @@
 version: '3.8'
 services:
-  # Update this to the name of the service you want to work with in your docker-compose.yml file
   python-loader:
-    # Uncomment if you want to override the service's Dockerfile to one in the .devcontainer 
-    # folder. Note that the path of the Dockerfile and context is relative to the *primary* 
-    # docker-compose.yml file (the first in the devcontainer.json "dockerComposeFile"
-    # array). The sample below assumes your primary file is in the root of your project.
-    #
-    # build:
-    #   context: .
-    #   dockerfile: .devcontainer/Dockerfile
-
     volumes:
-      # Update this to wherever you want VS Code to mount the folder of your project
       - ..:/workspaces:cached
-
-    # Uncomment the next four lines if you will use a ptrace-based debugger like C++, Go, and Rust.
-    # cap_add:
-    #   - SYS_PTRACE
-    # security_opt:
-    #   - seccomp:unconfined
-
-    # Overrides default command so things don't shut down after the process ends.
     command: sleep infinity
  
diff --git a/README.md b/README.md
index ebabb2d..87c2904 100644
--- a/README.md
+++ b/README.md
@@ -17,6 +17,7 @@ Download some models
 
 ```bash
 ollama pull mxbai-embed-large # Used for embeddings
+
 ollama pull gemma3 # Used as LLM
 ```
 
@@ -25,6 +26,7 @@ Download python depedencies
 ```bash
 pip install -r requirements.txt
 ```
+
 ## Run
 
 First you need to seed the database with a few documents