Update app.py

app.py

@@ -194,29 +194,26 @@ write = Task(
 
 analyse = Task(
     description=(
-        "1. Conduct a comprehensive statistical analysis of patent filing trends, innovation hot spots, and future growth projections in the transparent antenna industry.\n"
+        "1. Conduct a comprehensive statistical analysis of patent filing trends, innovation hot spots, and future growth projections in the {topic} sector.\n"
         "2. Identify and rank the top regions, leading assignees/companies driving innovation.\n"
         "3. Highlight regional innovation trends and the distribution of emerging technologies across different geographies.\n"
         "4. Provide actionable insights and strategic recommendations based on the data.\n"
-        "5. Deliver structured output in a list of dictionaries with 'Category' and 'Values' fields:\n"
-        "   - 'Values' can be:\n"
-        "     a) A dictionary with counts for quantitative data (e.g., {{'Region A': 120, 'Region B': 95}}),\n"
-        "     b) A list of key items (technologies, companies, inventors), or\n"
-        "     c) Descriptive text for qualitative insights.\n"
+        "5. Categorize outputs as either:\n"
+        "   - 'Data Insight' for visualizations and tables (quantitative data, trends, technologies).\n"
+        "   - 'Key Insight' for strategic recommendations and innovation opportunities.\n"
         "6. Example Output Format:\n"
         "[\n"
-        "  {{'Category': 'Top Regions', 'Values': {{'North America': 120, 'Europe': 95, 'Asia-Pacific': 85}}}},\n"
-        "  {{'Category': 'Top Assignees', 'Values': {{'Company A': 40, 'Company B': 35}}}},\n"
-        "  {{'Category': 'Emerging Technologies', 'Values': ['Graphene Antennas', '5G Integration']}},\n"
-        "  {{'Category': 'Strategic Insights', 'Values': 'Collaborations between automotive and material science industries are accelerating innovation.'}}\n"
+        "  {'Category': 'Top Regions', 'Type': 'Data Insight', 'Values': {'North America': 120, 'Europe': 95}},\n"
+        "  {'Category': 'Emerging Technologies', 'Type': 'Data Insight', 'Values': ['Transparent Conductive Films']},\n"
+        "  {'Category': 'Strategic Insights', 'Type': 'Key Insight', 'Values': 'Collaborate with material science companies to develop advanced transparent antennas.'},\n"
+        "  {'Category': 'Innovation Gaps', 'Type': 'Key Insight', 'Values': 'Limited patents in self-healing transparent materials present a growth opportunity.'}\n"
         "]\n"
-        "7. Ensure that the output is clean, well-structured, and formatted for use in visualizations and tables."
+        "7. Ensure all data is factually accurate, verifiable, and strictly aligned with {topic}."
     ),
-    expected_output="A structured, well-organized dataset with numeric, list-based, and descriptive insights for comprehensive visual and tabular reporting.",
+    expected_output="A structured dataset combining Data Insights for comprehensive visualizations and table reporting, and Key Insights for strategic actions.",
     agent=analyst
 )
 
-
 crew = Crew(
     agents=[planner, analyst, writer],
     tasks=[plan, analyse, write],