Update app.py

app.py

@@ -12,6 +12,7 @@ import sys
 from datetime import datetime
 from concurrent.futures import ThreadPoolExecutor, as_completed
 from typing import List, Dict, Any, Optional, Sequence
+
 import chromadb
 import requests
 import streamlit as st
@@ -76,13 +77,13 @@ class ResearchConfig:
         "5. Limitations & Future Directions\n\n"
         "Format: Markdown with LaTeX mathematical notation where applicable"
     )
-    # Domain-specific prompt additions
+    # Domain-specific prompt additions for customizable analysis
     DOMAIN_PROMPTS = {
-        "Biomedical Research": "Consider clinical terminology, experimental design, and patient outcomes. Focus on recent biomedical breakthroughs and treatment approaches.",
-        "Legal Research": "Focus on legal language, precedents, and case law. Ensure nuanced interpretation of legal reasoning and statutory analysis.",
-        "Environmental and Energy Studies": "Emphasize renewable energy technologies, climate impact, and policy implications. Include details on efficiency and scalability.",
-        "Competitive Programming and Theoretical Computer Science": "Concentrate on algorithmic complexity, proofs, and novel computational techniques. Emphasize innovation in problem solving.",
-        "Social Sciences": "Highlight economic trends, sociological data, and behavioral insights. Focus on correlations, trends, and policy impacts."
+        "Biomedical Research": "Consider clinical trial design, patient outcomes, and recent biomedical breakthroughs.",
+        "Legal Research": "Emphasize legal precedents, case law, and nuanced statutory interpretations.",
+        "Environmental and Energy Studies": "Highlight renewable energy technologies, efficiency metrics, and policy implications.",
+        "Competitive Programming and Theoretical Computer Science": "Focus on algorithmic complexity, innovative proofs, and computational techniques.",
+        "Social Sciences": "Concentrate on economic trends, sociological data, and correlations impacting public policy."
     }
 
 if not ResearchConfig.DEEPSEEK_API_KEY: