diff --git a/agent/llm/test_generator.py b/agent/llm/test_generator.py
index 0701db4..dbd12b9 100644
--- a/agent/llm/test_generator.py
+++ b/agent/llm/test_generator.py
@@ -1,12 +1,9 @@
 from agent.llm.groq_client import client, model
-
-def generate_tests(diff: str, context: list = None, intent: dict = None) -> str:
-    
+def generate_tests(diff:str,context:list =None, intent:dict = None)->str:
     context_text = ""
     if context:
-        context_text = "\n\n".join(context[:5])
+        context_text = "\n\n".join(context[:5])  # Include only the first 5 chunks for context
 
-    # Preparing intent text    
     intent_text = ""
     if intent:
         properties = ", ".join(intent.get("properties", []))
diff --git a/agent/main.py b/agent/main.py
index 33fb385..bde1d3b 100644
--- a/agent/main.py
+++ b/agent/main.py
@@ -6,6 +6,7 @@
 from agent.github.committer import commit_tests
 import subprocess , os
 from agent.llm.groq_client import generate_review
+from agent.llm.groq_client import infer_intent
 from agent.github.commenter import post_comment
 def get_pr_diff():
     try:
@@ -65,31 +66,60 @@ def main():
     print("Retrieving relevant context...")
     relevant_chunks = query_embeddings(query_embedding)
 
-    # 7. Generate review 
+    # 7. Infer intent
+    print("Inferring intent...")
+    intent = infer_intent(diff)
+    
+    if not intent or "error" in intent:
+        print("Intent extraction failed, using fallback")
+        intent = {"purpose": "", "properties": [], "edge_cases": []}
+
+    print("Intent extracted:")
+    print(intent)
+
+    # 8. Generate review 
     print("Generating review...")
     review = generate_review(diff, context=relevant_chunks)
+    print("Review generated:")
+    print(review)
 
-    # 8. Generate tests
+    # 9. Generate tests
     print("Generating tests...")
-    tests = generate_tests(diff, context=relevant_chunks)
+    tests = generate_tests(diff, context=relevant_chunks, intent=intent)
+    print("Generated tests with intent:")
+    print(tests)
     os.makedirs("tests", exist_ok=True)
     with open("tests/test_generated.py", "w", encoding="utf-8") as f:
         f.write(tests) # Save generated tests to a file for potential commit
     print("Generated tests saved to tests/test_generated.py")
 
-    # 9. Combine output
-    final_output = f"{review}\n\n---\n\n### Suggested Tests\n{tests}"
+    # 10. Combine output
+    formatted_tests = f"""```bash
+    pytest tests/test_generated.py
+    {tests}
+    ```"""
+
+    final_output = f"""{review}
+
+    ---
+
+    ### Suggested Tests
+    {formatted_tests}
+    """
 
     print("\n FINAL OUTPUT:\n")
     print(final_output)
 
-    # 10. Post comment
+    # 11. Post comment
     print("Posting comment...")
     post_comment(final_output)
 
-    # 11. Commit tests 
+    # 12. Commit tests 
     print("Committing tests...")
-    commit_tests()
+    try:
+        commit_tests()
+    except Exception as e:
+        print(f"Commit failed: {e}")
 
     print("Done")
 
diff --git a/tests/test_generated.py b/tests/test_generated.py
index 48db62f..a7c68e4 100644
--- a/tests/test_generated.py
+++ b/tests/test_generated.py
@@ -1,34 +1,21 @@
-import pytest
-from your_module import store_embeddings, query_embeddings, client
+def test_empty_diff():
+    assert generate_tests(diff="") == ""
 
-def test_store_embeddings():
-    chunks = ["chunk1", "chunk2"]
-    embeddings = [[1, 2], [3, 4]]
-    store_embeddings(chunks, embeddings)
+def test_empty_context():
+    assert generate_tests(diff="diff --git a/app.py b/app.py", context=[]) == ""
 
-def test_query_embeddings():
-    query_embedding = [1, 2]
-    results = query_embeddings(query_embedding)
-    assert isinstance(results, list)
+def test_intent_extraction_failure():
+    assert generate_tests(diff="diff --git a/app.py b/app.py", intent={"error": "intent extraction failed"}) == ""
 
-def test_query_embeddings_empty():
-    collection = client.get_or_create_collection(name="empty")
-    query_embedding = [1, 2]
-    results = collection.query(query_embeddings=[query_embedding], n_results=5)
-    assert results.get("documents", []) == [[]]
+def test_commit_tests_failure():
+    try:
+        commit_tests()
+        assert False
+    except Exception as e:
+        assert str(e) != ""
 
-def test_query_embeddings_min_length():
-    query_embedding = [1, 2]
-    chunks = ["a" * 29, "b" * 31]
-    embeddings = [[1, 2], [3, 4]]
-    store_embeddings(chunks, embeddings)
-    results = query_embeddings(query_embedding)
-    assert len(results) == 1
-
-def test_query_embeddings_k():
-    query_embedding = [1, 2]
-    chunks = ["a" * 31, "b" * 31, "c" * 31]
-    embeddings = [[1, 2], [3, 4], [5, 6]]
-    store_embeddings(chunks, embeddings)
-    results = query_embeddings(query_embedding, k=2)
-    assert len(results) == 2
\ No newline at end of file
+def test_generate_review_with_intent():
+    diff = "diff --git a/app.py b/app.py"
+    context = ["def safe_divide(a, b):"]
+    intent = {"purpose": "generate tests", "properties": ["a", "b"], "edge_cases": ["a=0", "b=0"]}
+    assert generate_tests(diff, context, intent) != ""
\ No newline at end of file