diff --git a/ai_engine/reinforcement_learning.py b/ai_engine/reinforcement_learning.py
new file mode 100644
index 0000000..262e4f9
--- /dev/null
+++ b/ai_engine/reinforcement_learning.py
@@ -0,0 +1,21 @@
+import gym
+import ray
+
+class ReinforcementLearningAgent:
+    def __init__(self, env_name):
+        self.env = gym.make(env_name)
+        self.agent = ray.agent.PPOAgent(self.env.observation_space, self.env.action_space)
+
+    def train(self, num_episodes=1000):
+        for episode in range(num_episodes):
+            observation = self.env.reset()
+            done = False
+            rewards = 0
+            while not done:
+                action = self.agent.act(observation)
+                observation, reward, done, _ = self.env.step(action)
+                rewards += reward
+            print(f'Episode {episode+1}, Reward: {rewards}')
+
+    def act(self, observation):
+        return self.agent.act(observation)