diff --git a/.github/workflows/code-review.yml b/.github/workflows/code-review.yml
index 8e6b610..576479e 100644
--- a/.github/workflows/code-review.yml
+++ b/.github/workflows/code-review.yml
@@ -7,6 +7,11 @@ on:
 jobs:
   review:
     runs-on: ubuntu-latest
+    
+    permissions:
+      contents: read
+      pull-requests: write
+
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
@@ -20,6 +25,12 @@ jobs:
         run: |
           pip install -r requirements.txt
 
-      - name: Run code review
+      - name: Run LLM code review
+        env:
+          GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          PYTHONPATH: ${{ github.workspace }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_REF: ${{ github.ref }}
         run: |
-          python reviewbot/main.py
+          python3 -m reviewbot.main
diff --git a/reviewbot/__pycache__/main.cpython-310.pyc b/reviewbot/__pycache__/main.cpython-310.pyc
new file mode 100644
index 0000000..e9b088c
Binary files /dev/null and b/reviewbot/__pycache__/main.cpython-310.pyc differ
diff --git a/reviewbot/__pycache__/utils.cpython-310.pyc b/reviewbot/__pycache__/utils.cpython-310.pyc
new file mode 100644
index 0000000..446cae4
Binary files /dev/null and b/reviewbot/__pycache__/utils.cpython-310.pyc differ
diff --git a/reviewbot/main.py b/reviewbot/main.py
index 83c0f30..0b5c570 100644
--- a/reviewbot/main.py
+++ b/reviewbot/main.py
@@ -1,6 +1,6 @@
 import os
 import requests
-from reviewbot.utils import get_diff
+from reviewbot.utils import get_diff, post_pr_comment, get_pr_number
 
 def review_with_groq(diff):
     api_key = os.environ.get("GROQ_API_KEY")
@@ -9,21 +9,24 @@ def review_with_groq(diff):
         "Content-Type": "application/json",
     }
     payload = {
-        "model": "mixtral-8x7b-32768",
+        "model": "meta-llama/llama-4-scout-17b-16e-instruct",
         "messages": [
             {"role": "system", "content": "You are a senior software engineer doing code reviews."},
-            {"role": "user", "content": f"Please review this code diff:\n\n{diff}"}
+            {"role": "user", "content": f"Please review this code diff, list improvements in bullet points:\n\n{diff}"}
         ],
         "temperature": 0.3,
     }
 
     response = requests.post("https://api.groq.com/openai/v1/chat/completions", headers=headers, json=payload)
+
+    print("Raw Groq response:", response.status_code, response.text)
+    response.raise_for_status()
     return response.json()["choices"][0]["message"]["content"]
 
 def main():
     diff = get_diff()
     review = review_with_groq(diff)
-    print("::notice file=test_module/hello.py,line=1::" + review.replace("\n", " "))
+    post_pr_comment(review)
 
 if __name__ == "__main__":
     main()
diff --git a/reviewbot/utils.py b/reviewbot/utils.py
index dcb02fb..9049894 100644
--- a/reviewbot/utils.py
+++ b/reviewbot/utils.py
@@ -1,10 +1,64 @@
-# reviewbot/utils.py
+import os
+import requests
+import json
+
+def get_pr_number():
+    event_path = os.getenv("GITHUB_EVENT_PATH")
+    if not event_path:
+        raise Exception("GITHUB_EVENT_PATH not set")
+
+    with open(event_path, 'r') as f:
+        event = json.load(f)
+    
+    return event["pull_request"]["number"]
 
 def get_diff():
-    # In real setup, parse `git diff` or PR files
-    return "def hello(name):\n    print('Hello ' + name)"
+    repo = os.environ.get("GITHUB_REPOSITORY")  # e.g. "owner/repo"
+    pr_number = get_pr_number()
+
+    token = os.environ.get("GITHUB_TOKEN")
+    if not token:
+        raise Exception("Missing GITHUB_TOKEN environment variable.")
+
+    headers = {
+        "Authorization": f"Bearer {token}",
+        "Accept": "application/vnd.github.v3+json",
+    }
+
+    url = f"https://api.github.com/repos/{repo}/pulls/{pr_number}/files"
+
+    diffs = []
+    page = 1
+    while True:
+        response = requests.get(url, headers=headers, params={"page": page, "per_page": 100})
+        response.raise_for_status()
+        files = response.json()
+        if not files:
+            break
+
+        for f in files:
+            patch = f.get("patch")
+            if patch:
+                diffs.append(f"File: {f['filename']}\n{patch}")
+
+        page += 1
+
+    return "\n\n".join(diffs)
+
+def post_pr_comment(body: str):
+    repo = os.getenv("GITHUB_REPOSITORY")
+    token = os.getenv("GITHUB_TOKEN")
+    pr_number = get_pr_number()
+
+    url = f"https://api.github.com/repos/{repo}/issues/{pr_number}/comments"
+    headers = {
+        "Authorization": f"Bearer {token}",
+        "Accept": "application/vnd.github+json"
+    }
+    payload = {
+        "body": body
+    }
 
-def fake_llm_review(diff):
-    if "print" in diff:
-        return "Consider using logging instead of print for better production code quality."
-    return "No issues found."
+    response = requests.post(url, headers=headers, json=payload)
+    print("GitHub API response:", response.status_code, response.text)
+    response.raise_for_status()
diff --git a/test_module/hello.py b/test_module/hello.py
index 230ef63..eb53221 100644
--- a/test_module/hello.py
+++ b/test_module/hello.py
@@ -1,6 +1,6 @@
-# test_module/hello.py
+# Hello.py: A sample python script used for testing reviews
 
-def hello(name):
-    print("Hello " + name)
-
-hello("World")
+def helloWorld():
+    print("Hello World")
+    
+helloWorld()