Update agents.py

agents.py

@@ -11,88 +11,78 @@ def create_research_crew(topic: str, questions: list):
     researcher = Agent(
         role='Market Researcher',
         goal=f"""Research the {topic} market comprehensively. 
-        Address these specific questions: {', '.join(questions)}""",
+        Search for and collect real market data including market size, growth rates, key players, and trends.
+        Specifically address these questions: {', '.join(questions)}""",
         backstory="""Expert market researcher with extensive experience in industry analysis. 
         Skilled at finding and validating market data from multiple sources.""",
         tools=tools,
         llm=llm,
-        max_iterations=2, 
+        max_iterations=2,
         verbose=True
     )
     
     analyst = Agent(
         role='Data Analyst',
-        goal=f"""Analyze market data for {topic} focusing on:
-        1. Market size and growth calculations
-        2. Competitive analysis
-        3. Regional distribution
-        4. Trend analysis
-        5. Future projections
-        
-        Address these questions in your analysis: {', '.join(questions)}""",
+        goal=f"""Analyze the collected market data for {topic}.
+        Create insights from the research data.
+        Ensure to answer: {', '.join(questions)}""",
         backstory="Senior data analyst specializing in market trends and competitive analysis",
         tools=tools,
         llm=llm,
-        max_iterations=2, 
+        max_iterations=2,
         verbose=True
     )
     
     writer = Agent(
         role='Report Writer',
-        goal=f"""Create a comprehensive report on {topic} that:
-        1. Addresses all user questions: {', '.join(questions)}
-        2. Incorporates research findings and analysis
-        3. Provides actionable insights
-        4. Includes visual data representations
-        5. Maintains professional tone and structure""",
+        goal=f"""Create a comprehensive report on {topic} using the research and analysis provided.
+        Focus on answering: {', '.join(questions)}""",
         backstory="Professional report writer with expertise in market research",
         llm=llm,
-        max_iterations=2, 
+        max_iterations=2,
         verbose=True
     )
 
     tasks = [
         Task(
-            description=f"""Research {topic} addressing:
-            - User Questions: {', '.join(questions)}
-            - Current market size and growth
-            - Competitive landscape
-            - Regional analysis
-            - Technology trends
-            - Future outlook
+            description=f"""Research the {topic} market:
+            1. Use web search to find current market data
+            2. Focus on recent market statistics and trends
+            3. Find information about key players and their market shares
+            4. Research regional market distribution
+            5. Look for recent industry developments
+            6. Address these specific questions: {', '.join(questions)}
             
-            Use web search to find recent data and developments.
-            Include specific numbers and statistics.""",
+            Format the research with clear sections for market size, players, trends, and regional analysis.""",
             agent=researcher,
-            expected_output="Detailed market research data with specific metrics and findings"
+            expected_output="Detailed market research data"
         ),
         Task(
-            description=f"""Analyze the research data for {topic}:
-            1. Calculate market metrics
-            2. Identify trends
-            3. Compare competitors
-            4. Analyze regional distribution
-            5. Project future growth
+            description=f"""Analyze the research data:
+            1. Process the market size and growth figures
+            2. Analyze competitive landscape
+            3. Identify key trends and patterns
+            4. Create regional breakdown
+            5. Address these questions: {', '.join(questions)}
             
-            Address user questions: {', '.join(questions)}
-            Create visualizations for key metrics.""",
+            Format the analysis with clear sections and data points.""",
             agent=analyst,
-            expected_output="Comprehensive market analysis with trends and insights"
+            expected_output="Market analysis with insights"
         ),
         Task(
-            description=f"""Write comprehensive report for {topic}:
-            1. Executive Summary
-            2. Market Overview
-            3. Competitive Analysis
-            4. Regional Analysis
-            5. Technology Trends
-            6. Future Outlook
-            7. Strategic Recommendations
+            description=f"""Write a comprehensive report using the research and analysis:
+            1. Create executive summary
+            2. Detail market overview
+            3. Describe competitive landscape
+            4. Explain market trends
+            5. Provide regional analysis
+            6. Make future projections
+            7. Add strategic recommendations
+            8. Answer these questions: {', '.join(questions)}
             
-            Ensure all user questions are answered: {', '.join(questions)}
-            Include data visualizations and key metrics.""",
+            Format as a professional report with clear sections.""",
             agent=writer,
-            expected_output="Complete market research report with analysis and recommendations"
+            expected_output="Final market research report"
         )
     ]