adjust api response and prompt

app/utils.py

@@ -111,206 +111,223 @@ def get_user_summary(user_id):
 
     # Build the system prompt according to the provided instructions
     system_prompt = """
-        You are an AI language model designed to generate three outputs based on the user's profile and chat history:
+    You are an AI language model designed to generate three outputs based on the user's profile and chat history:
 
-        1. **Pre-Growth Guide Session Report**: A condensed summary of the user’s profile and life context for the Growth Guide (a human coach). Use the provided template to structure the report.
+    1. **Pre-Growth Guide Session Report**: A comprehensive summary of the user's profile and life context for the Growth Guide (a human coach), covering five key areas: **mental well-being**, **physical health and wellness**, **relationships**, **career growth**, and **personal growth**.
 
-        2. **User's Growth Guide Preparation Brief**: A brief for the user who will meet the coach, guiding them on what to discuss with the Growth Guide. Provide actionable advice and highlight key areas the user should focus on during their session. **Format this brief with specific sections as per the provided structure, and output it as a JSON object with those sections.**
+    2. **User's Growth Guide Preparation Brief**: A comprehensive brief guiding the user on what to discuss with the Growth Guide, providing actionable advice and highlighting key areas to focus on during their session, covering the same five key areas.
 
-        3. **30-Minute Coaching Session Script**: A detailed script to help the coach prepare for the session, including dialogue, questions, and guidance tailored to the client's needs.
+    3. **30-Minute Coaching Session Script**: A detailed, partitioned script to help the coach prepare for the session, including dialogue, questions, and guidance tailored to the client's needs, covering the five key areas. The script should be partitioned into several sections in the JSON output, similar to the structure provided for the Pre-Growth Guide Session Report.
 
-        ---
+    ---
 
-        **Instructions:**
+    **Instructions:**
 
-        - **Output Format**:
+    - **Comprehensive Coverage**:
 
-        Output the result in JSON format with the following structure:
+    Ensure that all three outputs cover the following five key areas:
 
-        ```json
-        {
-            "pre_growth_guide_session_report": "string",
-            "users_growth_guide_preparation_brief": {
-                "reflect": "string",
-                "recall_successes": "string",
-                "identify_challenges": "string",
-                "set_goals": "string",
-                "additional_tips": "string"
-            },
-            "30_minute_coaching_session_script": "string"
-        }
-        ```
+    1. **Mental Well-being**
+    2. **Physical Health and Wellness**
+    3. **Relationships**
+    4. **Career Growth**
+    5. **Personal Growth**
 
-        ---
+    If the chat history provided by the user does not touch on one or more of these areas, the report should state: "The user hasn't discussed this area yet. Maybe you can cover this during the Growth Guide session."
 
-        ### **1. Pre-Growth Guide Session Report**
+    - **Output Format**:
 
-        **Objective**: To provide a condensed summary of the user’s profile and life context for the Growth Guide.
+    Output the result in JSON format following the specified JSON schema. The outputs for the **Pre-Growth Guide Session Report** and the **30-Minute Coaching Session Script** should be partitioned into several JSON keys, similar to the structure provided for the Pre-Growth Guide Session Report.
 
-        **Format**:
+    ---
 
-        - **User Overview**:
-        - **Name**: [User’s Full Name]
-        - **Age Group**: [e.g., 25-34]
-        - **Location**: [City, Country]
-        - **Joined Date**: [Date of Joining OurCoach]
-        - **Primary Goal(s)**: [e.g., Career Advancement, Mental Health Improvement, Financial Stability]
-        - **Preferred Coaching Style**: [Direct, Empathetic, Structured, Open-ended]
+    ### **1. Pre-Growth Guide Session Report**
 
-        - **Personality Insights**:
-        - **MBTI Type**: [e.g., INFJ]
-        - **Love Language (Ranked)**:
-            1. [e.g., Quality Time]
-            2. [e.g., Words of Affirmation]
-            3. [e.g., Acts of Service]
-            4. [e.g., Physical Touch]
-            5. [e.g., Receiving Gifts]
-        - **Belief in Horoscope/Astrology**: [Yes/No]
+    **Objective**: Provide a comprehensive summary of the user's profile and life context for the Growth Guide, covering the five key areas.
 
-        - **Progress Snapshot**:
-        - **Life Overview**:
-        - **Top Challenges Identified**:
-            - **Challenge 1**: [e.g., Overwhelmed with work-life balance.]
-            - **Challenge 2**: [e.g., Difficulty managing finances.]
-            - **Challenge 3**: [e.g., Lack of clarity in career goals.]
-        - **Recent Achievements**:
-            - [e.g., Started a new fitness routine.]
-            - [e.g., Achieved a professional milestone.]
+    **Format**:
 
-        - **Goals**:
-        - **Short-Term Goal**: [e.g., Build a daily exercise habit.]
-        - **Long-Term Goal**: [e.g., Transition to a leadership role at work.]
+    - **user_overview**:
 
-        - **Engagement Insights**:
-        - **Daily Reflections Participation**: [e.g., Consistent, Inconsistent, or Engaged 4/7 Days Weekly]
-        - **Weekly Streaks**: [e.g., 3-week streak maintained.]
-        - **Recent Feedback**: [e.g., "I’m feeling stuck with long-term planning."]
+    - **name**: The user's full name.
+    - **age_group**: The user's age range (e.g., "30-39").
+    - **primary_goals**: The main goals the user is focusing on.
+    - **preferred_coaching_style**: The coaching style the user prefers.
 
-        - **Session Focus**:
-        - **User’s Top Focus Area**: [e.g., Career planning, Building confidence, Managing stress]
-        - **Key Objective for This Session**: [e.g., Help user create a SMART goal for the next 30 days.]
+    - **personality_insights**:
 
-        ---
+    - **mbti**: The user's Myers-Briggs Type Indicator personality type.
+    - **top_love_languages**: A list of the user's top two love languages.
+    - **belief_in_astrology**: Whether the user believes in horoscope/astrology.
 
-        ### **2. User's Growth Guide Preparation Brief**
+    - **progress_snapshot**:
 
-        **Objective**: To guide the user on what to discuss with the Growth Guide, providing actionable advice and highlighting key areas to focus on during their session.
+    - **mental_well_being**: Summary of the user's mental well-being.
+    - **physical_health_and_wellness**: Summary of the user's physical health and wellness.
+    - **relationships**: Summary of the user's relationships.
+    - **career_growth**: Summary of the user's career growth.
+    - **personal_growth**: Summary of the user's personal growth.
 
-        **Format**:
+    If any of the key areas are not discussed, include a note: "The user hasn't discussed this area yet. Maybe you can cover this during the Growth Guide session."
 
-        Structure the brief with the following sections, and output it as a JSON object with these keys:
+    - **engagement_insights**:
 
-        - **reflect**: [Content under 'Reflect' section]
-        - **recall_successes**: [Content under 'Recall Successes' section]
-        - **identify_challenges**: [Content under 'Identify Challenges' section]
-        - **set_goals**: [Content under 'Set Goals' section]
-        - **additional_tips**: [Content under 'Additional Tips' section]
+    - **daily_reflection_participation**: The user's engagement level with daily reflections.
+    - **weekly_streaks**: Any streaks or consistent patterns in the user's engagement.
+    - **recent_feedback**: Recent comments or feedback from the user highlighting current concerns or focus areas.
 
-        **Guidelines**:
+    ---
 
-        - Use the exact format provided in the example.
-        - Provide concise, actionable advice in each section.
-        - Encourage the user to think deeply about each area.
-        - Use supportive and motivating language.
+    ### **2. User's Growth Guide Preparation Brief**
 
-        **Example Format**:
+    **Objective**: Guide the user on what to discuss with the Growth Guide, providing actionable advice and highlighting key areas to focus on during their session, covering the five key areas.
 
-        #####
+    **Format**:
 
-        **How to Prepare?**
+    Structure the brief with the following sections, and output it as a JSON object with these keys:
 
-        **Reflect:**
+    - **reflect**: Encourage the user to consider what each focus area means to them and which aspects they want to improve.
 
-        - What does self-discipline mean to you?
-        - Which areas of your life do you want to improve (e.g., work-life balance, marathon training, communication with Karina)?
+    - **recall_successes**: Prompt the user to think of times when they effectively managed or improved in the five key areas, and what strategies worked for them then.
 
-        **Recall Successes:**
+    - **identify_challenges**: Encourage the user to be ready to discuss any obstacles they're facing in each area, and to consider possible solutions or resources that might help.
 
-        - Think of times when you effectively practiced self-discipline.
-        - What strategies worked for you then?
+    - **set_goals**: Ask the user to decide what they hope to achieve from the session and how improvements in each area will impact their life.
 
-        **Identify Challenges:**
+    - **additional_tips**: Provide practical advice for the session, such as choosing a quiet space, having materials ready, and being open to sharing thoughts honestly.
 
-        - Be ready to discuss any obstacles you’re facing.
-        - Consider possible solutions or resources that might help.
+    ---
 
-        **Set Goals:**
+    ### **3. 30-Minute Coaching Session Script**
 
-        - Decide what you hope to achieve from this session.
-        - Think about how improving self-discipline will impact your life.
+    **Objective**: Help the coach prepare for the session by providing a detailed, partitioned script tailored to the client's specific needs and goals, following a specific session order and focusing on the user's top three most important areas.
 
-        **Additional Tips:**
+    **Instructions**:
 
-        - **Environment**: Choose a quiet, comfortable space.
-        - **Materials**: Have a notebook and pen ready.
-        - **Openness**: Be prepared to share your thoughts honestly.
+    - **Session Order**:
 
-        #####
+    The session should follow this specific order:
 
-        ---
+    1. **Warm Welcome and Rapport Building** (5 mins)
+    2. **Exploring X Goals** (10 mins)
+    3. **Developing X Strategies** (10 mins)
+    4. **Wrap-Up and Commitment** (5 mins)
 
-        ### **3. 30-Minute Coaching Session Script**
+    The "X" in "Exploring X Goals" and "Developing X Strategies" should be replaced with the user's top three most important areas from the five key areas. Focus on one area per session. If possible, prioritize the areas based on the user's expressed concerns or goals.
 
-        **Objective**: Help the coach prepare for the session by providing a structured script tailored to the client's specific needs and goals.
+    - **Detailed Segments**:
 
-        **Instructions**:
+    For each segment, include:
 
-        - **Session Overview**: Provide a breakdown of the session segments along with their allocated time frames. The typical structure includes:
-        1. **Warm Welcome and Rapport Building** (5 Minutes)
-        2. **Exploring the Client's Goals** (10 Minutes)
-        3. **Developing an Action Plan** (10 Minutes)
-        4. **Wrap-Up and Commitment** (5 Minutes)
+    - **segment_title**: Title of the session segment.
+    - **coach_dialogue**: Scripted prompts and questions the coach can use.
+    - **client_engagement**: Opportunities for the client to respond and reflect.
+    - **guidance**: Suggestions for the coach on how to navigate responses.
 
-        - **Detailed Segments**:
-        - For each segment, include:
-            - **Coach Dialogue**: Scripted prompts and questions the coach can use.
-            - **Client Engagement**: Opportunities for the client to respond and reflect.
-            - **Guidance**: Suggestions for the coach on how to navigate responses.
+    - **Additional Instructions**:
 
-        - **Additional Tips for the Coach**:
-        - Offer advice on tone, active listening, empathy, and techniques to encourage self-reflection and solution-focused thinking.
+    - Ensure that each of the user's top three areas is addressed in separate sessions. If any area was not previously discussed by the user, include guidance for the coach to introduce or explore that area during the session.
 
-        - **Action Plan Summary**:
-        - Summarize the agreed-upon steps the client will take before the next session.
+    - **Additional Tips for the Coach**:
 
-        - **Scheduling Next Session**:
-        - Include a prompt for confirming the next meeting time.
+    Offer advice on tone, active listening, empathy, and techniques to encourage self-reflection and solution-focused thinking.
 
-        - **End of Session**:
-        - Conclude with a positive note, reinforcing confidence and expressing anticipation for the client's progress.
+    - **Action Plan Summary**:
 
-        **Style Guidelines**:
+    Summarize the agreed-upon steps the client will take before the next session, covering the focused area.
 
-        - Use empathetic and supportive language.
-        - Encourage open-ended dialogue.
-        - Focus on actionable and achievable steps.
-        - Personalize the script to align with the client's experiences and aspirations.
+    - **Scheduling Next Session**:
 
-        ---
+    Include a prompt for confirming the next meeting time.
 
-        **Example Output**:
+    - **End of Session**:
 
-        ```json
-        {
-            "pre_growth_guide_session_report": "User Overview:\nName: Yew Wai\nAge Group: 25-34\nLocation: Singapore\nJoined Date: September 1, 2023\nPrimary Goal(s): Enhance self-discipline, Improve work-life balance\nPreferred Coaching Style: Structured, Empathetic\n\nPersonality Insights:\nMBTI Type: INTJ\nLove Language (Ranked):\n1. Quality Time\n2. Words of Affirmation\n3. Acts of Service\n4. Physical Touch\n5. Receiving Gifts\nBelief in Horoscope/Astrology: No\n\nProgress Snapshot:\nLife Overview:\nYew Wai is a software engineer focusing on enhancing chat experiences at OurCoach and has recently started marathon training.\n\nTop Challenges Identified:\n- Challenge 1: Overwhelmed with balancing work and personal life.\n- Challenge 2: Difficulty maintaining consistent routines.\n- Challenge 3: Wants to improve communication with partner, Karina.\n\nRecent Achievements:\n- Successfully launched a new feature at work.\n- Started a marathon training program.\n\nGoals:\nShort-Term Goal: Establish a consistent daily routine.\nLong-Term Goal: Complete a marathon.\n\nEngagement Insights:\nDaily Reflections Participation: Engaged 5/7 Days Weekly.\nWeekly Streaks: 2-week streak maintained.\nRecent Feedback: \"I feel like I'm struggling to keep up with everything on my plate.\"\n\nSession Focus:\nUser’s Top Focus Area: Building self-discipline.\nKey Objective for This Session: Help the user develop a structured plan to enhance self-discipline.",
+    Conclude with a positive note, reinforcing confidence and expressing anticipation for the client's progress.
 
-            "users_growth_guide_preparation_brief": {
-                "reflect": "Consider what self-discipline means to you. Which areas of your life do you want to improve, such as work-life balance, marathon training, or communication with Karina?",
-                "recall_successes": "Think about times when you effectively practiced self-discipline. What strategies worked for you then?",
-                "identify_challenges": "Be ready to discuss any obstacles you're facing. Consider possible solutions or resources that might help.",
-                "set_goals": "Decide what you hope to achieve from this session. Think about how improving self-discipline will impact your life.",
-                "additional_tips": "Environment: Choose a quiet, comfortable space.\nMaterials: Have a notebook and pen ready.\nOpenness: Be prepared to share your thoughts honestly."
-            },
+    **Style Guidelines**:
 
-            "30_minute_coaching_session_script": "Objective: Help the client develop a structured plan to enhance self-discipline.\n\nSession Overview:\n1. Warm Welcome and Rapport Building (5 Minutes)\n2. Exploring Self-Discipline Goals (10 Minutes)\n3. Developing an Action Plan (10 Minutes)\n4. Wrap-Up and Commitment (5 Minutes)\n\n---\n\n**1. Warm Welcome and Rapport Building (5 Minutes)**\n\n*Coach*:\n“Hello, Yew Wai! It’s great to see you today. How have you been feeling lately about your journey with us?”\n\n*Allow him to respond.*\n\n“I was really impressed to hear about your recent achievements, like enhancing the chat experience at OurCoach and starting your marathon training. That’s fantastic progress!”\n\n“Before we dive in, is there anything you’d like to share or discuss from the past week?”\n\n*Listen attentively and acknowledge his thoughts.*\n\n---\n\n**2. Exploring Self-Discipline Goals (10 Minutes)**\n\n*Coach*:\n“You’ve mentioned that you’d like to build better self-discipline. Could you tell me more about what self-discipline means to you?”\n\n*Let him explain his perspective.*\n\n“What areas of your life do you feel are most affected by self-discipline right now? For example, your work-life balance, marathon training, or communication with Karina?”\n\n*Encourage him to identify specific areas.*\n\n“Can you describe a time when you felt you had good self-discipline? What was different then?”\n\n*Help him recall past successes.*\n\n“What obstacles do you think are currently standing in the way of developing the self-discipline you desire?”\n\n*Listen and take note of challenges.*\n\n---\n\n**3. Developing an Action Plan (10 Minutes)**\n\n*Coach*:\n“Let’s brainstorm some practical steps you could take to improve your self-discipline. What ideas come to mind?”\n\n*Allow him to suggest ideas first.*\n\n*If he needs prompting, offer suggestions:*\n\n- **Establish a Consistent Daily Routine**:\n  - Set regular sleep and wake times to improve sleep quality.\n  - Allocate specific hours for work to create clear boundaries.\n- **Set Small, Manageable Goals**:\n  - Break down larger tasks into smaller, achievable steps.\n  - Prioritize tasks to focus on what’s most important.\n- **Use Mindfulness Techniques**:\n  - Incorporate short meditation sessions to enhance focus.\n  - Practice deep-breathing exercises during breaks.\n- **Accountability Measures**:\n  - Use a journal or app to track your progress.\n  - Share your goals with someone you trust for support.\n\n*Coach*:\n“Which of these strategies do you feel would be most effective for you?”\n\n*Discuss and select a few actionable steps.*\n\n“How do you see these steps fitting into your daily routine?”\n\n*Help him visualize implementing the steps.*\n\n---\n\n**4. Wrap-Up and Commitment (5 Minutes)**\n\n*Coach*:\n“So, to recap, you’ve decided to [summarize the action steps he agreed upon], right?”\n\n*Ensure accuracy and agreement.*\n\n“How confident do you feel about committing to these steps over the next week?”\n\n*Gauge his confidence level.*\n\n“What might help you stay on track? Are there any potential obstacles we should plan for?”\n\n*Discuss ways to overcome challenges.*\n\n“I’m really excited for you, Yew Wai. You’ve set some meaningful steps that align well with your goals.”\n\n“Before we finish, is there anything else you’d like to talk about or any questions you have?”\n\n*Allow for any final thoughts.*\n\n---\n\n*Coach*:\n“Thank you for sharing openly today. I look forward to hearing about your progress in our next session.���\n\n---\n\n**Additional Tips for the Coach**:\n\n- **Be Empathetic**: Use a warm tone and show genuine interest in his experiences.\n- **Active Listening**: Reflect back what he says to show understanding.\n- **Encourage Self-Reflection**: Ask open-ended questions that prompt deeper thinking.\n- **Stay Solution-Focused**: Guide the conversation toward actionable steps.\n- **Celebrate Achievements**: Acknowledge his successes to boost confidence.\n\n---\n\n**Action Plan Summary**:\n\n*Agreed Steps for Next Week*:\n\n- **Set a Consistent Sleep Schedule**:\n  - Aim to be in bed by 11:00 PM and wake up at 7:00 AM.\n- **Daily Planning**:\n  - Each morning, list three key tasks to accomplish that day.\n- **Mindfulness Practice**:\n  - Spend 10 minutes each day on meditation or deep breathing.\n- **Progress Tracking**:\n  - Use a journal or app to record daily achievements and reflections.\n\n---\n\n**Scheduling Next Session**\n\n*Coach*: “Let’s plan to meet again next week at the same time. Does that work for you?”\n\n*Confirm the next session date and time.*\n\n---\n\n**End of Session**\n\nBy following this script, you can confidently guide the client through a productive session focused on enhancing self-discipline. The structure fosters a supportive environment where the client can explore goals and commit to actionable steps."
-        }
-        ```
+    - Use empathetic and supportive language.
+    - Encourage open-ended dialogue.
+    - Focus on actionable and achievable steps.
+    - Personalize the script to align with the client's experiences and aspirations.
+
+    ---
+
+    **Note**:
 
-        ---
+    - If the user hasn't discussed one or more of the key areas, the outputs should note this and suggest that these areas can be covered during the Growth Guide session.
 
-        **[End of System Prompt]**
+    ---
 
-        This updated system prompt incorporates your requested changes, adjusting the JSON schema for the "User's Growth Guide Preparation Brief" and formatting it according to your example. Use this prompt to generate personalized reports and scripts that will help both the Growth Guide and the user prepare effectively for their upcoming coaching session.
+    ** JSON OUTPUT FORMAT EXAMPLE **:
+
+    {
+    "pre_growth_guide_session_report": {
+        "user_overview": {
+        "name": "Alex Johnson",
+        "age_group": "25-34",
+        "primary_goals": "Improve mental well-being, advance career, enhance relationships",
+        "preferred_coaching_style": "Supportive and goal-oriented"
+        },
+        "personality_insights": {
+        "mbti": "ENFP",
+        "top_love_languages": ["Quality Time", "Words of Affirmation"],
+        "belief_in_astrology": "No"
+        },
+        "progress_snapshot": {
+        "mental_well_being": "Alex has been experiencing increased stress due to workload and is seeking ways to manage anxiety and improve overall mental health.",
+        "physical_health_and_wellness": "Maintains a regular exercise routine but wants to incorporate healthier eating habits.",
+        "relationships": "Feels disconnected from friends and family due to busy schedule; wishes to rebuild social connections.",
+        "career_growth": "Aiming for a promotion but feels uncertain about the necessary skills and how to stand out.",
+        "personal_growth": "Interested in learning new skills like photography and improving time management."
+        },
+        "engagement_insights": {
+        "daily_reflection_participation": "Consistently completes daily reflections, often focusing on stress levels and work-life balance.",
+        "weekly_streaks": "Maintained a 4-week streak of daily reflections and goal tracking.",
+        "recent_feedback": "\"I'm struggling to balance my work with my personal life and it's affecting my relationships.\""
+        }
+    },
+    "users_growth_guide_preparation_brief": {
+        "reflect": "Consider what mental well-being means to you. Which aspects of your life—such as stress management, anxiety reduction, or emotional balance—do you want to improve?",
+        "recall_successes": "Think of times when you effectively managed stress or maintained a positive mindset. What strategies or habits helped you during those times?",
+        "identify_challenges": "Be ready to discuss current obstacles you're facing in managing stress and anxiety. Consider any patterns or triggers you've noticed.",
+        "set_goals": "Decide what you hope to achieve from this session. How would improving your mental well-being impact your daily life and long-term goals?",
+        "additional_tips": "Environment: Choose a quiet, comfortable space.\nMaterials: Have a notebook and pen ready to jot down insights.\nOpenness: Be prepared to share your thoughts honestly and openly."
+    },
+    "30_minute_coaching_session_script": {
+        "session_overview": "1. Warm Welcome and Rapport Building (5 mins)\n2. Exploring Mental Well-being Goals (10 mins)\n3. Developing Mental Well-being Strategies (10 mins)\n4. Wrap-Up and Commitment (5 mins)",
+        "detailed_segments": [
+        {
+            "segment_title": "Warm Welcome and Rapport Building",
+            "coach_dialogue": "“Hello, Alex! It's great to see you today. How have you been feeling lately?”",
+            "client_engagement": "Allow Alex to share recent experiences and feelings.",
+            "guidance": "Listen attentively and acknowledge his feelings to build rapport."
+        },
+        {
+            "segment_title": "Exploring Mental Well-being Goals",
+            "coach_dialogue": "“You've mentioned wanting to improve your mental well-being. Could you tell me more about what that means to you?”",
+            "client_engagement": "Encourage Alex to discuss specific aspects he wants to focus on.",
+            "guidance": "Ask open-ended questions to help him delve deeper into his goals."
+        },
+        {
+            "segment_title": "Developing Mental Well-being Strategies",
+            "coach_dialogue": "“Let's explore some strategies to help manage your stress and improve your mental health. What ideas have you considered?”",
+            "client_engagement": "Allow him to suggest strategies; if needed, offer suggestions such as mindfulness techniques, time management, or setting boundaries.",
+            "guidance": "Collaborate to develop practical and achievable steps."
+        },
+        {
+            "segment_title": "Wrap-Up and Commitment",
+            "coach_dialogue": "“To summarize, you've decided to incorporate mindfulness meditation and set clear work-life boundaries, right?”",
+            "client_engagement": "Ensure accuracy and gauge his commitment level.",
+            "guidance": "Offer encouragement and address any concerns he might have."
+        }
+        ],
+        "additional_tips_for_the_coach": "Maintain an empathetic tone throughout the session. Use active listening to validate his feelings. Encourage self-reflection by asking open-ended questions.",
+        "action_plan_summary": "Alex will practice mindfulness meditation for 10 minutes daily and set a strict end time for work each day to improve work-life balance.",
+        "scheduling_next_session": "“Let's plan to meet again in two weeks to discuss your progress. Does that work for you?”",
+        "end_of_session": "“Thank you for sharing so openly today, Alex. I believe these steps will make a positive impact. I'm looking forward to hearing about your progress in our next session.”"
+    }
+    }
     """
 
     # Combine user information and chat history for context
@@ -358,8 +375,109 @@ def get_user_summary(user_id):
                 "type": "object",
                 "properties": {
                     "pre_growth_guide_session_report": {
-                    "type": "string",
-                    "description": "A condensed summary of the user’s profile and life context for the Growth Guide."
+                    "type": "object",
+                    "description": "A comprehensive summary of the user's profile and life context for the Growth Guide.",
+                    "properties": {
+                        "user_overview": {
+                        "type": "object",
+                        "properties": {
+                            "name": {
+                            "type": "string",
+                            "description": "The user's full name."
+                            },
+                            "age_group": {
+                            "type": "string",
+                            "description": "The user's age range (e.g., '30-39')."
+                            },
+                            "primary_goals": {
+                            "type": "string",
+                            "description": "The main goals the user is focusing on."
+                            },
+                            "preferred_coaching_style": {
+                            "type": "string",
+                            "description": "The coaching style the user prefers."
+                            }
+                        },
+                        "required": ["name", "age_group", "primary_goals", "preferred_coaching_style"],
+                        "additionalProperties": False
+                        },
+                        "personality_insights": {
+                        "type": "object",
+                        "properties": {
+                            "mbti": {
+                            "type": "string",
+                            "description": "The user's Myers-Briggs Type Indicator personality type."
+                            },
+                            "top_love_languages": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            },
+                            "description": "A list of the user's top two love languages."
+                            },
+                            "belief_in_astrology": {
+                            "type": "string",
+                            "description": "Whether the user believes in horoscope/astrology."
+                            }
+                        },
+                        "required": ["mbti", "top_love_languages", "belief_in_astrology"],
+                        "additionalProperties": False
+                        },
+                        "progress_snapshot": {
+                        "type": "object",
+                        "properties": {
+                            "mental_well_being": {
+                            "type": "string",
+                            "description": "Summary of the user's mental well-being."
+                            },
+                            "physical_health_and_wellness": {
+                            "type": "string",
+                            "description": "Summary of the user's physical health and wellness."
+                            },
+                            "relationships": {
+                            "type": "string",
+                            "description": "Summary of the user's relationships."
+                            },
+                            "career_growth": {
+                            "type": "string",
+                            "description": "Summary of the user's career growth."
+                            },
+                            "personal_growth": {
+                            "type": "string",
+                            "description": "Summary of the user's personal growth."
+                            }
+                        },
+                        "required": [
+                            "mental_well_being",
+                            "physical_health_and_wellness",
+                            "relationships",
+                            "career_growth",
+                            "personal_growth"
+                        ],
+                        "additionalProperties": False
+                        },
+                        "engagement_insights": {
+                        "type": "object",
+                        "properties": {
+                            "daily_reflection_participation": {
+                            "type": "string",
+                            "description": "The user's engagement level with daily reflections."
+                            },
+                            "weekly_streaks": {
+                            "type": "string",
+                            "description": "Any streaks or consistent patterns in the user's engagement."
+                            },
+                            "recent_feedback": {
+                            "type": "string",
+                            "description": "Recent comments or feedback from the user."
+                            }
+                        },
+                        "required": ["daily_reflection_participation", "weekly_streaks", "recent_feedback"],
+                        "additionalProperties": False
+                        }
+                    },
+                    "required": ["user_overview", "personality_insights", "progress_snapshot", "engagement_insights"],
+                    "additionalProperties": False
                     },
                     "users_growth_guide_preparation_brief": {
                     "type": "object",
@@ -386,18 +504,70 @@ def get_user_summary(user_id):
                         "description": "Content under the 'Additional Tips' section."
                         }
                     },
-                    "required": [
-                        "reflect",
-                        "recall_successes",
-                        "identify_challenges",
-                        "set_goals",
-                        "additional_tips"
-                    ],
+                    "required": ["reflect", "recall_successes", "identify_challenges", "set_goals", "additional_tips"],
                     "additionalProperties": False
                     },
                     "30_minute_coaching_session_script": {
-                    "type": "string",
-                    "description": "A detailed script to help the coach prepare for the session."
+                    "type": "object",
+                    "description": "A detailed, partitioned script to help the coach prepare for the session, following the specified session order and focusing on the user's top three most important areas.",
+                    "properties": {
+                        "session_overview": {
+                        "type": "string",
+                        "description": "Breakdown of the session segments with time frames."
+                        },
+                        "detailed_segments": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                            "segment_title": {
+                                "type": "string",
+                                "description": "Title of the session segment."
+                            },
+                            "coach_dialogue": {
+                                "type": "string",
+                                "description": "Scripted prompts and questions the coach can use."
+                            },
+                            "client_engagement": {
+                                "type": "string",
+                                "description": "Opportunities for the client to respond and reflect."
+                            },
+                            "guidance": {
+                                "type": "string",
+                                "description": "Suggestions for the coach on how to navigate responses."
+                            }
+                            },
+                            "required": ["segment_title", "coach_dialogue", "client_engagement", "guidance"],
+                            "additionalProperties": False
+                        },
+                        "description": "Detailed information for each session segment."
+                        },
+                        "additional_tips_for_the_coach": {
+                        "type": "string",
+                        "description": "Advice on tone, active listening, empathy, etc."
+                        },
+                        "action_plan_summary": {
+                        "type": "string",
+                        "description": "Summary of the agreed-upon steps the client will take."
+                        },
+                        "scheduling_next_session": {
+                        "type": "string",
+                        "description": "Prompt for confirming the next meeting time."
+                        },
+                        "end_of_session": {
+                        "type": "string",
+                        "description": "Conclusion with a positive note."
+                        }
+                    },
+                    "required": [
+                        "session_overview",
+                        "detailed_segments",
+                        "additional_tips_for_the_coach",
+                        "action_plan_summary",
+                        "scheduling_next_session",
+                        "end_of_session"
+                    ],
+                    "additionalProperties": False
                     }
                 },
                 "required": [