diff --git a/Installation_steps.md b/Installation_steps.md
index 182dfd1..923ba61 100644
--- a/Installation_steps.md
+++ b/Installation_steps.md
@@ -1,5 +1,5 @@
 
-# MinePal - AI-Agent with RL capabilites in a Minecraft world - Installation 
+# MinePal - AI-Agent with RL capabilities in a Minecraft world - Installation 
 
 A step-by-step guide to creating an **offline autonomous Minecraft AI bot**, powered by a **local LLM (LM Studio Meta‑LLaMA‑3.1‑Instruct)**, playing alongside you on a **Fabric 1.21 server** managed with TLauncher.
 
diff --git a/README.md b/README.md
index 53bbcf8..b897856 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# MinePal - AI-Agent with RL capabilites in a Minecraft world
+# MinePal - AI-Agent with RL capabilities in a Minecraft world
 
 ![MinePal Beta Screenshot](./img/front.png)
 
@@ -23,6 +23,12 @@ A Minecraft bot assistant that uses AI to understand natural language commands a
 
 Please refer to the [Installation Steps](./Installation_steps.md).
 
+## Reinforcement Learning
+
+MinePal includes a reinforcement learning system that lets the bot learn from
+interactions and become more autonomous over time. See the
+[Reinforcement Learning System](./REINFORCEMENT_LEARNING.md) document for details.
+
 ## Usage
 
 ### Start the bot