diff --git a/backend/src/agent/graph.py b/backend/src/agent/graph.py
index 2d4f9d9..0f19c3f 100644
--- a/backend/src/agent/graph.py
+++ b/backend/src/agent/graph.py
@@ -42,9 +42,9 @@ genai_client = Client(api_key=os.getenv("GEMINI_API_KEY"))
 
 # Nodes
 def generate_query(state: OverallState, config: RunnableConfig) -> QueryGenerationState:
-    """LangGraph node that generates a search queries based on the User's question.
+    """LangGraph node that generates search queries based on the User's question.
 
-    Uses Gemini 2.0 Flash to create an optimized search query for web research based on
+    Uses Gemini 2.0 Flash to create an optimized search queries for web research based on
     the User's question.
 
     Args:
@@ -52,7 +52,7 @@ def generate_query(state: OverallState, config: RunnableConfig) -> QueryGenerati
         config: Configuration for the runnable, including LLM provider settings
 
     Returns:
-        Dictionary with state update, including search_query key containing the generated query
+        Dictionary with state update, including search_query key containing the generated queries
     """
     configurable = Configuration.from_runnable_config(config)
 
diff --git a/backend/src/agent/prompts.py b/backend/src/agent/prompts.py
index 4c8af2f..75857e0 100644
--- a/backend/src/agent/prompts.py
+++ b/backend/src/agent/prompts.py
@@ -87,7 +87,7 @@ Instructions:
 - You have access to all the information gathered from the previous steps.
 - You have access to the user's question.
 - Generate a high-quality answer to the user's question based on the provided summaries and the user's question.
-- you MUST include all the citations from the summaries in the answer correctly.
+- You MUST include all the citations from the summaries in the answer correctly.
 
 User Context:
 - {research_topic}