Update app.py

app.py

@@ -58,7 +58,7 @@ def is_valid_math_question(text):
 def retrieve_from_qdrant(query):
     print("Retrieving context from Qdrant...")
     query_vector = embedding_model.encode(query).tolist()
-    hits = qdrant_client.search(collection_name=collection_name, query_vector=query_vector, limit=3)
+    hits = qdrant_client.search(collection_name=collection_name, query_vector=query_vector, limit=1)
     print("Retrieved hits:", hits)
     return [hit.payload for hit in hits] if hits else []
 
@@ -100,7 +100,7 @@ class MathRetrievalQA(dspy.Program):
 You are a math textbook author. Write a clear, professional, and well-formatted solution for the following math problem, using proper LaTeX formatting in every step.
 
 Format the following LaTeX-based math solution into a clean, human-readable explanation as found in textbooks. Use standard math symbols like ±, √, fractions with slashes (e.g. (a + b)/c), and superscripts with ^. Do not use LaTeX syntax or backslashes. Do not wrap equations in dollar signs. Present the steps clearly using numbered headings. Keep all fractions in plain text form.
-
+Question: {question}