Update interim_v2.py

interim_v2.py

@@ -66,27 +66,33 @@ with st.sidebar.expander("Customize Agent Goals", expanded=False):
             value=(
                 "Conduct in-depth, data-driven research on leading companies' recent patent filings, technological innovation, R&D investments,"
                 "strategic partnerships and market dynamics strictly within the {topic} sector." 
-                "Avoid unrelated or generic recommendations."
                 "Identify key players, emerging technologies, competitor strategies, and market gaps with factually accurate and verifiable data. "
-                "Develop a Competitor Benchmark Matrix highlighting leaders in material innovations vs. integration techniques." 
+                "Develop a Competitor Benchmark Matrix highlighting leaders in material/structural/software innovations vs. integration techniques." 
                 "Summarize key market trends and shifts in competitive positioning with bullet-point insights."
                 "Strictly avoid hallucinated, fabricated, or speculative findings. "
                 "Develop a phased Patent Filing Roadmap targeting emerging technologies and high-growth regions tailored to the specific needs"
                 "and strategic goals of {stakeholder}. Conduct a Risk Assessment covering regulatory barriers, supply chain risks, and material"
                 "costs with mitigation strategies. Suggest Investment Opportunities by identifying startups or strategic partnerships in {topic}."
                 "Present findings using a Phased Patent Strategy Table (short-term, mid-term, long-term) and a Risk Matrix."
+                "Avoid unrelated or generic recommendations."
             )
         )
         writer_goal = st.text_area(
             "Writer Goal",
             value=(
-                "Develop a high-impact, professionally structured insights report that integrates verified research data and strategic analysis"
-                "into a cohesive and compelling narrative. "
-                "Organize findings into well-defined, data-driven sections such as Market Trends, Competitive Landscape, Emerging Technologies,"
-                "Untapped Innovation Hotspots, and Strategic Opportunities -- providing actionable insights and prioritized recommendations"
-                "strictly aligned with {stakeholder}'s strategic objectives. "
-                "Ensure all insights, emerging technologies, and identified innovation gaps are fact-based, verifiable, and directly relevant to the {topic}. "
-                "Explicitly avoid hallucinated, fabricated, or speculative content throughout the report."
+                "Develop a high-impact, professionally structured insights report that integrates verified research data and strategic analysis into the following sections:\n\n"
+                "1. Executive Summary: Provide a concise overview of key insights and strategic recommendations strictly aligned with {stakeholder}'s strategic objectives.\n"
+                "2. Market Trends & Competitive Landscape: Detailed profiles, benchmarking, and market entry insights.\n"
+                "3. Emerging Technologies: Spotlight key technologies, TRL classification, adoption timelines.\n"
+                "4. Untapped Innovation Hotspots: Highlight regions with potential, innovation clusters, and readiness analysis.\n"
+                "5. Strategic Opportunities & Actionable Recommendations: Patent filing roadmap, risk mitigation, partnerships, and differentiation.\n"
+                "6. Future Growth Projections: Market forecasts, technology adoption, scenario analysis.\n"
+                "7. Industry Risk & Compliance Analysis: Risk matrix and mitigation strategies.\n"
+                "8. Summary & Appendix: Bullet-point insights and supporting data.\n\n"
+
+                "Ensure all insights, emerging technologies, and identified innovation gaps are fact-based, verifiable, and directly relevant to the {topic}."
+                "Present findings with clarity through well-structured sections, bullet points, and tables. Explicitly avoid hallucinated, fabricated, or speculative content throughout the report." 
+
             )
         )
         analyst_goal = st.text_area(
@@ -106,26 +112,85 @@ with st.sidebar.expander("Customize Agent Goals", expanded=False):
             )
         )
     else:
+        #planner_goal = (
+         #   "Conduct comprehensive, data-driven research on patent filings, technological innovation, and market dynamics strictly within the {topic} sector." 
+         #   "Avoid unrelated or generic recommendations."
+         #   "Identify key players, emerging technologies, competitor strategies, and market gaps with factually accurate and verifiable data. "
+         #   "Strictly avoid hallucinated, fabricated, or speculative findings. "
+         #   "Develop a phased Patent Filing Roadmap targeting emerging technologies and high-growth regions tailored to the specific needs"
+         #   "and strategic goals of {stakeholder}. Conduct a Risk Assessment covering regulatory barriers, supply chain risks, and"
+         #   "material costs with mitigation strategies. Suggest Investment Opportunities by identifying startups or strategic partnerships in {topic}."
+         #   "Present findings using a Phased Patent Strategy Table (short-term, mid-term, long-term) and a Risk Matrix."
+        #)
         planner_goal = (
-            "Conduct comprehensive, data-driven research on patent filings, technological innovation, and market dynamics strictly within the {topic} sector." 
-            "Avoid unrelated or generic recommendations."
-            "Identify key players, emerging technologies, competitor strategies, and market gaps with factually accurate and verifiable data. "
-            "Strictly avoid hallucinated, fabricated, or speculative findings. "
-            "Develop a phased Patent Filing Roadmap targeting emerging technologies and high-growth regions tailored to the specific needs"
-            "and strategic goals of {stakeholder}. Conduct a Risk Assessment covering regulatory barriers, supply chain risks, and"
-            "material costs with mitigation strategies. Suggest Investment Opportunities by identifying startups or strategic partnerships in {topic}."
-            "Present findings using a Phased Patent Strategy Table (short-term, mid-term, long-term) and a Risk Matrix."
+            "Conduct comprehensive, data-driven research on patent filings, technological innovations, and market dynamics strictly within the {topic} sector. "
+            "Deliver factually accurate and verifiable insights with no hallucinated, fabricated, or speculative findings. Avoid unrelated or generic recommendations. "
+            "Provide detailed outputs in the following structure:\n\n"
+
+            "1. Market Trends & Competitive Landscape:\n"
+            "- In-depth company profiles (recent patent filings, R&D investments, partnerships).\n"
+            "- Competitor Benchmarking (material innovations vs. integration techniques, etc.).\n"
+            "- Competitor Comparison Matrix (tabular comparison on innovation focus, market share, partnerships).\n"
+            "- Competitor Expansion Plans (predict market entries, M&A, product launches).\n\n"
+
+            "2. Emerging Technologies:\n"
+            "- Identify 4–5 key emerging technologies shaping the {topic} market.\n"
+            "- Classify technologies by Technology Readiness Level (TRL).\n"
+            "- Highlight disruptive technologies (e.g., metamaterials, quantum antennas).\n"
+            "- Analyze breakthroughs related to {topic} domain.\n"
+            "- Predict adoption timelines with Technology Adoption Curves.\n\n"
+
+            "3. Untapped Innovation Hotspots:\n"
+            "- Provide a Regional Patent Trends.\n"
+            "- Identify Innovation Clusters (universities, startups).\n"
+            "- Conduct Regulatory Landscape Analysis.\n"
+            "- Explore Application Expansion (non-traditional sectors).\n"
+            "- Evaluate Infrastructure Readiness (supply chains, logistics).\n\n"
+
+            "4. Strategic Opportunities & Actionable Recommendations:\n"
+            "- Develop a Phased Patent Strategy (short-term, mid-term, long-term).\n"
+            "- Conduct Risk Assessments (regulatory, supply chain, operational risks).\n"
+            "- Suggest Open Innovation Partnerships (universities, labs).\n"
+            "- Propose a Supply Chain Strategy (risk mitigation, diversification).\n"
+            "- Identify Investment Opportunities (startups, partnerships).\n"
+            "- Recommend Competitive Differentiation Strategies (blocking patents, cross-licensing).\n"
+            "- Market Entry Roadmap aligning patent filings with market strategies.\n\n"
+
+            "5. Future Growth Projections:\n"
+            "- Provide Market Size Forecasts (CAGR, revenue projections for 1–3 and 5–10 years).\n"
+            "- Analyze Demand Drivers and Barriers (tech adoption, regulatory hurdles, etc.).\n"
+            "- Conduct Scenario Analysis (best-case, worst-case, base-case).\n"
+            "- Predict Competitor Expansion Plans.\n"
+            "- Present Growth Projection Graphs and Forecast Summaries.\n\n"
+
+            "6. Industry Risk & Compliance Analysis:\n"
+            "- Identify Market, Operational, and Regulatory Risks.\n"
+            "- Develop Mitigation Strategies (compliance pathways, supply chain diversification).\n"
+            "- Provide a Regulatory Risk Matrix.\n\n"
+
+            "7. Summary & Appendix:\n"
+            "- Summarize key insights in bullet-point format.\n"
+            "- Include supplementary data, raw analysis, and research methodology."
         )
+
+        
         writer_goal = (
-            "Develop a high-impact, professionally structured insights report that integrates verified research data and strategic analysis"
-            "into a cohesive and compelling narrative. "
-            "Organize findings into well-defined, data-driven sections such as Market Trends, Competitive Landscape, Emerging Technologies,"
-            "Untapped Innovation Hotspots, and Strategic Opportunities -- providing actionable insights and prioritized recommendations"
-            "strictly aligned with {stakeholder}'s strategic objectives. "
-            "Ensure all insights, emerging technologies, and identified innovation gaps are fact-based, verifiable, and directly relevant to the {topic}. "
-            "Explicitly avoid hallucinated, fabricated, or speculative content throughout the report."
+            "Develop a high-impact, professionally structured insights report that integrates verified research data and strategic analysis into the following sections:\n\n"
+            "1. Executive Summary: Provide a concise overview of key insights and strategic recommendations strictly aligned with {stakeholder}'s strategic objectives.\n"
+            "2. Market Trends & Competitive Landscape: Detailed profiles, benchmarking, and market entry insights.\n"
+            "3. Emerging Technologies: Spotlight key technologies, TRL classification, adoption timelines.\n"
+            "4. Untapped Innovation Hotspots: Highlight regions with potential, innovation clusters, and readiness analysis.\n"
+            "5. Strategic Opportunities & Actionable Recommendations: Patent filing roadmap, risk mitigation, partnerships, and differentiation.\n"
+            "6. Future Growth Projections: Market forecasts, technology adoption, scenario analysis.\n"
+            "7. Industry Risk & Compliance Analysis: Risk matrix and mitigation strategies.\n"
+            "8. Summary & Appendix: Bullet-point insights and supporting data.\n\n"
+
+            "Ensure all insights, emerging technologies, and identified innovation gaps are fact-based, verifiable, and directly relevant to the {topic}."
+            "Present findings with clarity through well-structured sections, bullet points, and tables. Explicitly avoid hallucinated, fabricated, or speculative content throughout the report." 
 
         )
+
+
         analyst_goal = (
             "Perform precise, data-driven statistical analysis of patent filings, growth trends, and innovation distribution strictly within the {topic} sector, "
             "specifically customized to the strategic needs of {stakeholder}. "
@@ -407,24 +472,32 @@ def parse_analyst_output(raw_output):
     data_insights = []
 
     try:
+        # Correctly parse the raw output
         structured_data = ast.literal_eval(raw_output) if isinstance(raw_output, str) else raw_output
 
         for item in structured_data:
-            if "Category" not in item:
-                logging.warning(f"Missing 'Category' in item: {item}")
+            if "Category" not in item or "Values" not in item:
+                logging.warning(f"Missing 'Category' or 'Values' in item: {item}")
                 continue  
 
             if item.get("Type") == "Key Insight":
                 key_insights.append(item["Values"])
             elif item.get("Type") == "Data Insight":
-                data_insights.append(item)
+                # Handle nested structures (e.g., Technology Spotlight Cards)
+                if isinstance(item["Values"], list):
+                    for sub_item in item["Values"]:
+                        data_insights.append({"Category": item["Category"], "Values": sub_item})
+                else:
+                    data_insights.append(item)
             else:
                 data_insights.append(item)
+
     except Exception as e:
         logging.error(f"Error parsing analyst output: {e}")
 
     return key_insights, data_insights
 
+
 # Main Execution Block
 if st.button("Generate Patent Insights"):
     with st.spinner('Processing...'):