refactor: Add job description to feedback API and fix text handling

app.py

@@ -230,7 +230,9 @@ def create_demo():
 
             if conversation_end_flag:
                 if conversation_mode == 'Interviewer':
-                    feedback_output = conversation_feedback_api_call(chat_memory['messages'], feedback_type.lower(), include_resume_text)
+                    feedback_output = conversation_feedback_api_call(chat_memory['messages'], feedback_type.lower(), include_resume_text, include_job_description="")
+
+                    print(feedback_output)
                     
                     feedback_show_legend, highlighted_feedback = highlight_feedback(feedback_output)
                     feedback_value = [("Whole conversation feedback\n\n", None)] + highlighted_feedback

resources/Senior_Product_Manager_Job_Description.txt

@@ -0,0 +1,50 @@
+# **Job Description: Product Manager**
+
+## **Summary**  
+InnovateTech Solutions is seeking an experienced **Product Manager** to lead and manage the delivery of innovative products that meet customer needs across a variety of sectors, including **fintech**, **healthcare**, and **e-commerce**. The ideal candidate will be responsible for the product vision, strategy, and roadmap, working with cross-functional teams to ensure each step of the product lifecycle, from concept to market launch, is executed efficiently and on time.
+
+---
+
+## **Job Summary**  
+The Product Manager will be responsible for understanding customer needs and translating them into clear and detailed product specifications. Working in an **agile environment**, the candidate will lead development, design, and marketing teams to create solutions that solve real business problems. This role requires strong **analytical, communication**, and **leadership skills**, as well as hands-on experience in managing digital products.
+
+---
+
+## **Primary Responsibilities**  
+- Define and communicate the **product vision**, aligning it with company goals.  
+- Develop and maintain the **product roadmap**, ensuring alignment with stakeholder needs.  
+- Lead the product development process, from ideation to market launch.  
+- Conduct **market research** to understand user needs and the competitive landscape.  
+- Collaborate with **engineering, design, and marketing teams** to ensure product success.  
+- Track **product performance metrics**, adjusting strategies as needed to meet defined **KPIs** and **OKRs**.  
+- Facilitate **sprint planning meetings** and set priorities for development teams.  
+- Ensure product deliveries meet **quality standards** and **budget constraints**.  
+- Actively participate in **post-launch feedback** processes for continuous improvement.  
+
+---
+
+## **Basic Qualifications**  
+- Bachelor's degree in **Business Administration**, **Computer Science**, or a related field.  
+- Minimum of **8 years of experience** in product management, preferably in **technology** or **software companies**.  
+- Proven track record of launching successful products in **agile environments**.  
+- Knowledge of **agile development methodologies** (Scrum, Kanban).  
+- Strong leadership skills with experience managing **cross-functional teams**.  
+- Excellent **verbal and written communication skills**.  
+- Ability to **analyze data** and translate insights into product decisions.  
+- Familiarity with **product management tools** such as JIRA, Confluence, and Trello.  
+- Willingness to **travel occasionally**.  
+
+---
+
+## **Preferred Qualifications**  
+- Previous experience in **startups** or **fast-growing companies**.  
+- MBA or **Master's degree** in related fields.  
+- Experience with **data analytics tools** and product metrics such as **Google Analytics**, **Mixpanel**, or **Amplitude**.  
+- Certifications in product management such as **Certified Scrum Product Owner (CSPO)** or **Pragmatic Marketing**.  
+- Proficiency in **design thinking** and **customer experience**.  
+- Knowledge of **A/B testing techniques** and product hypothesis validation.  
+
+---
+
+## **Pay Range**  
+**$120,000.00 - $200,000.00** depending on experience and qualifications.  

resources/Senior_Product_Manager_Resume.txt

@@ -1,58 +1,75 @@
-John Doe
-New York, NY 10001
-john.doe@gmail.com • www.linkedin.com/in/johndoe
-
-Product Manager
-Experienced Product Manager with over 10 years of expertise in driving the development, launch, and optimization of digital products across industries including fintech, healthcare, and e-commerce. Adept at leading cross-functional teams and aligning product vision with business goals to deliver scalable solutions that enhance user experience and drive revenue growth.
-
-AREAS OF EXPERTISE
-- Product Lifecycle Management
-- Agile Methodologies (Scrum, Kanban)
-- Market Research and User Experience (UX)
-- Roadmap Development and Strategy
-- Cross-functional Team Leadership
-- KPI and OKR Tracking
-- A/B Testing and Data-Driven Decision Making
-
-TECHNICAL PROFICIENCIES
-Product Management Tools: JIRA, Confluence, Trello
-Data Analytics: Google Analytics, Mixpanel, Amplitude
-Prototyping and UX: Figma, Sketch
-Development: HTML, CSS, JavaScript (basic understanding)
-
-PROFESSIONAL EXPERIENCE
-InnovateTech Solutions, New York, NY
-Product Manager (April 2018 – Present)
-Key Achievements:
-- Spearheaded the development and launch of a B2B fintech platform, resulting in a 25% increase in customer acquisition.
-- Developed and maintained the product roadmap, aligning it with the company’s strategic vision and market trends.
-- Led a cross-functional team of 20+ members, including engineers, designers, and marketers, to deliver products on time and within budget.
-- Introduced A/B testing and data-driven decision-making, improving feature adoption by 15%.
-- Collaborated closely with clients to gather feedback and iteratively improve the product offering.
-
-HealthSync, Inc., Boston, MA
-Senior Product Manager (May 2014 – March 2018)
-Key Achievements:
-- Managed the end-to-end product lifecycle for a suite of healthcare management tools, increasing user engagement by 30%.
-- Worked with stakeholders to translate high-level business requirements into detailed product specs.
-- Implemented customer feedback loops and UX enhancements that led to a 20% decrease in churn rate.
-- Led cross-functional sprint planning and retrospective meetings, ensuring smooth project execution.
-
-EduTech, Chicago, IL
-Product Manager (July 2010 – April 2014)
-Key Achievements:
-- Successfully launched a SaaS-based learning management system, which became a key revenue driver for the company.
-- Conducted market research to identify key user pain points and align product features with customer needs.
-- Led the migration to an agile development process, reducing time to market for new features by 35%.
-- Collaborated with engineering teams to optimize product performance and scalability.
-
-EDUCATION
-New York University, New York, NY
-MBA in Business Strategy, 2010
-
-University of California, Berkeley, CA
-Bachelor of Science in Computer Science, 2006
-
-CERTIFICATIONS
-- Certified Scrum Product Owner (CSPO)
-- Pragmatic Marketing Certified
+# **John Doe**  
+New York, NY 10001  
+[**john.doe@gmail.com**](mailto:john.doe@gmail.com) • [**LinkedIn**](https://www.linkedin.com/in/johndoe)  
+
+---
+
+## **Product Manager**  
+Experienced **Product Manager** with over **10 years** of expertise in driving the development, launch, and optimization of **digital products** across industries including **fintech**, **healthcare**, and **e-commerce**. Adept at leading **cross-functional teams** and aligning product vision with business goals to deliver **scalable solutions** that enhance **user experience** and drive **revenue growth**.  
+
+---
+
+## **Areas of Expertise**  
+- Product Lifecycle Management  
+- Agile Methodologies (Scrum, Kanban)  
+- Market Research and User Experience (UX)  
+- Roadmap Development and Strategy  
+- Cross-functional Team Leadership  
+- KPI and OKR Tracking  
+- A/B Testing and Data-Driven Decision Making  
+
+---
+
+## **Technical Proficiencies**  
+- **Product Management Tools**: JIRA, Confluence, Trello  
+- **Data Analytics**: Google Analytics, Mixpanel, Amplitude  
+- **Prototyping and UX**: Figma, Sketch  
+- **Development**: HTML, CSS, JavaScript (basic understanding)  
+
+---
+
+## **Professional Experience**  
+
+### **InnovateTech Solutions**, New York, NY  
+**Product Manager** *(April 2018 – Present)*  
+**Key Achievements:**  
+- Spearheaded the development and launch of a **B2B fintech platform**, resulting in a **25% increase** in customer acquisition.  
+- Developed and maintained the **product roadmap**, aligning it with the company’s strategic vision and market trends.  
+- Led a **cross-functional team** of 20+ members, including engineers, designers, and marketers, to deliver products **on time** and **within budget**.  
+- Introduced **A/B testing** and data-driven decision-making, improving feature adoption by **15%**.  
+- Collaborated closely with clients to gather feedback and iteratively improve the product offering.  
+
+---
+
+### **HealthSync, Inc.**, Boston, MA  
+**Senior Product Manager** *(May 2014 – March 2018)*  
+**Key Achievements:**  
+- Managed the **end-to-end product lifecycle** for a suite of **healthcare management tools**, increasing user engagement by **30%**.  
+- Worked with stakeholders to translate high-level business requirements into detailed product specifications.  
+- Implemented customer feedback loops and UX enhancements, leading to a **20% decrease** in churn rate.  
+- Led **cross-functional sprint planning** and retrospective meetings, ensuring smooth project execution.  
+
+---
+
+### **EduTech**, Chicago, IL  
+**Product Manager** *(July 2010 – April 2014)*  
+**Key Achievements:**  
+- Successfully launched a **SaaS-based learning management system**, which became a **key revenue driver** for the company.  
+- Conducted **market research** to identify key user pain points and align product features with customer needs.  
+- Led the migration to an **agile development process**, reducing time to market for new features by **35%**.  
+- Collaborated with engineering teams to optimize **product performance** and **scalability**.  
+
+---
+
+## **Education**  
+**New York University**, New York, NY  
+**MBA in Business Strategy**, 2010  
+
+**University of California**, Berkeley, CA  
+**Bachelor of Science in Computer Science**, 2006  
+
+---
+
+## **Certifications**  
+- Certified Scrum Product Owner (CSPO)  
+- Pragmatic Marketing Certified  

src/api_calls.py

@@ -75,7 +75,7 @@ def ideal_answer_api_call(interview_data_with_feedback, feedback_type, include_r
     else:
         return f"Error: Received status code {response.status_code} from the API"
 
-def conversation_feedback_api_call(interview_data, feedback_type, include_resume_text):
+def conversation_feedback_api_call(interview_data, feedback_type, include_resume_text, include_job_description):
     data = {
         "job_title": "Senior Product Manager",
         "interview_data": interview_data,
@@ -85,6 +85,9 @@ def conversation_feedback_api_call(interview_data, feedback_type, include_resume
     if include_resume_text:
         data["resume_text"] = RESUME_TEXT
 
+    if include_job_description:
+        data["job_description"] = JOB_DESCRIPTION
+
     response = api_call(CONVERSATIONAL_MODEL_FEEDBACK_API_ENDPOINT, data)
 
     if response.status_code == 200:

src/utils.py

@@ -34,7 +34,7 @@ def generate_session_id():
 
 def highlight_feedback(feedback_output):
     if not feedback_output["feedback_by_category"]:
-        return False, [(feedback_output["feedback_text"], None)]
+        return False, [(str(feedback_output["feedback_text"]), None)]
     return True, [(item["text"], item["category"]) for item in feedback_output["feedback_by_category"]]
 
 def show_popup(selected_resume, selected_company):