o h]<@sddlmZddlmZddlmZmZddlZddlZddl m Z e dde dZ e d Z e d Ze d Zejd e e ed dZejedGdddejZGdddejZGdddeZGdddeZdS))Type)BaseTool) BaseModelFieldN) load_dotenvz7/home/azureuser/microlearn/backend/prompt_opt_dspy/.env) dotenv_path AZURE_API_KEYAZURE_API_HOSTAZURE_DEPLOYMENT_IDAZURE_API_VERSIONzazure/Csqr-gpt-4o-minig)api_keyapi_base api_version temperature)lmc@sVeZdZUdZeZeed<eZ eed<eZ eed<ej ddZ eed<dS) ResearchSignatureu You are a topic researcher for a user in a specific topic. Uncover cutting-edge developments about topic The user prefer the researched data to be in match with the company context. The company context is : Company Name : {Company_Name} Industry : {Industry} Company Size : {Company_Size} Business Model : {Business_Model} Top Use Cases : {Top_Use_Cases} Learning Focus : {Learning_Focus} Tech Stack : {Tech_stack} Compliance : {Compliance} Perform comprehensive research on the topic **{topic}**, keeping in mind the user's job title, skills, experience, and learning level the motive of the user to under go this research. Avoid going too deep into technical details — this content is intended for a non-technical or minimally technical audience seeking a well-rounded understanding of the topic. Identify and list relevant concepts, methods, tools, techniques, and subtopics that should be included in a structured user journey. Your research should cover essential fundamentals, applied tools, advanced topics (aligned with the {Level} level), and current trends relevant to the user's job title **{Job_Title}** and skills **{Skills}** and motive **{motive}**. A list of researched user journey content items for the topic {topic} tailored to the {Level} level. Structure the result as: - **Topic Area**: Main area/category (e.g., Fundamentals, Applications) - **Subtopics/Concepts**: List of individual concepts or tools under each topic area. This is purely research-based content gathering for a non-technical or minimally technical user journey preparation. topiccompany_context user_contextzPStructured bullet list of topic areas and subtopics tailored to the user journey)descresearched_contentN) __name__ __module__ __qualname____doc__dspy InputFieldrstr__annotations__rr OutputFieldrr r /home/azureuser/microlearn/backend/user_journey_with_openai/agentic_workflow/src/user_journey_service/tools/custom_research_tool.pyrs rcs$eZdZfddZddZZS)ResearcherModulecsttt}tjddddddddtjd d d d ddddg}d d}tj|d}|j||d||_ t dt |dS)NzAI in Healthcarea Company Name: MediCore Solutions Industry: Healthcare Company Size: 2000+ employees Business Model: B2B and B2C SaaS Top Use Cases: Predictive analytics, Patient monitoring Learning Focus: AI diagnostics and workflow automation Tech Stack: Python, PyTorch, AWS HealthLake Compliance: HIPAA, GDPR z Job Title: Healthcare Analyst Skills: Data Analysis, Clinical Research Level: Intermediate motive: Exploring AI applications to improve patient care a - **Topic Area**: Fundamentals - **Subtopics/Concepts**: - Introduction to Artificial Intelligence in Healthcare - Overview of Machine Learning and its Role in Patient Care - Types of AI: Supervised, Unsupervised, and Reinforcement Learning - Ethical Considerations in AI Applications - Understanding Data Privacy: HIPAA and GDPR Compliance - **Topic Area**: Applications - **Subtopics/Concepts**: - AI in Predictive Analytics: Enhancing Patient Outcomes - AI in Patient Monitoring: Wearables and Remote Monitoring - Use of Natural Language Processing (NLP) in Clinical Documentation - Chatbots and Virtual Health Assistants for Patient Engagement - Remote Diagnosis and Telemedicine Solutions - **Topic Area**: Tools and Techniques - **Subtopics/Concepts**: - Overview of Data Analytics Tools: Python and PyTorch for healthcare - Using AWS HealthLake for Data Management in Healthcare - Data Visualization Tools for Presenting AI Insights - Techniques in Data Preprocessing and Feature Engineering - Implementing AI Models for Real-Time Patient Monitoring - **Topic Area**: Advanced Topics - **Subtopics/Concepts**: - Deep Learning Applications in Medical Imaging - AI-Driven Decision Support Systems for Healthcare Professionals - Integrating AI into Existing Clinical Workflows - Case Studies on AI Success Stories in Patient Care - Challenges and Limitations of AI in Healthcare Practice - **Topic Area**: Current Trends - **Subtopics/Concepts**: - Rise of Telehealth Solutions and AI Integration - Innovations in Wearable Health Technology and AI - The Role of AI in Addressing Pandemic Challenges - The Future of AI in Personalized Medicine - Collaborations Between Tech Companies and Healthcare Institutions This structured user journey content is designed to provide a comprehensive overview of AI in Healthcare, particularly aligned with the interests and learning objectives of a Healthcare Analyst looking to explore how AI can improve patient care. )rrrrrrrzBlockchain in FinTecha Company Name: FinNext Global Industry: FinTech Company Size: 1000-1500 employees Business Model: B2B Top Use Cases: Cross-border payments, Fraud prevention Learning Focus: Blockchain adoption and market opportunities Tech Stack: Ethereum, Hyperledger, Azure Blockchain Service Compliance: KYC, AML z Job Title: Business Development Executive Skills: Partnerships, Client Engagement Level: Beginner motive: Understanding blockchain for business strategy alignment u - **Topic Area**: Fundamentals - **Subtopics/Concepts**: - Introduction to Blockchain: Understanding what blockchain technology is and its significance in the FinTech landscape. - Key Terms: Decentralization, ledgers, nodes, smart contracts, tokens, hash functions. - Differences between Blockchain Types: Public vs. Private vs. Consortium blockchains. - Basic Mechanisms: How transactions are processed and validated in a blockchain network. - Overview of Cryptography: Basic principles of how cryptography secures blockchain solutions. - **Topic Area**: Applications in FinTech - **Subtopics/Concepts**: - Cross-border Payments: How blockchain facilitates faster, cheaper, and transparent international money transfers. - Fraud Prevention: Use of blockchain to enhance security and traceability of transactions. - Digital Identity Management: Evaluating blockchain's role in KYC and AML compliance processes for identity verification. - Smart Contracts: Understanding automated contract execution and its applications in financial services. - **Topic Area**: Tools & Platforms - **Subtopics/Concepts**: - Overview of Ethereum and Hyperledger: Key differences, use cases, and their relevance in FinTech. - Azure Blockchain Service: Brief introduction to Microsoft’s blockchain service and its business applications. - Wallet Solutions: Insight into digital wallets and their importance for businesses. - Integration with Existing Systems: Exploring middleware and API solutions to connect blockchain with legacy systems. - **Topic Area**: Market Opportunities - **Subtopics/Concepts**: - Trends in Blockchain Adoption: Current and future trends driving blockchain in FinTech, including regulatory factors. - Competitive Landscape: Overview of companies and startups utilizing blockchain for competitive advantage. - Customer Engagement: How blockchain can improve client engagement through transparency and trust. - **Topic Area**: Business Strategy Alignment - **Subtopics/Concepts**: - Strategic Partnerships: Identifying potential partnerships in the blockchain ecosystem for business growth. - Business Models leveraging Blockchain: Understanding various B2B models, including payment solutions, lending, and insurance. - Measuring ROI: Exploring metrics and frameworks to assess the financial impact of blockchain initiatives. - **Topic Area**: Future Developments - **Subtopics/Concepts**: - Emerging Trends: Overview of upcoming blockchain technology trends such as NFTs, CBDCs (Central Bank Digital Currencies), and DeFi (Decentralized Finance). - Regulatory Landscape: Understanding evolving compliance standards and regulations impacting blockchain implementations. - Education and Skill Development: Resources and communities to explore for continuous learning in blockchain and FinTech. This structured user journey provides the necessary foundation and insight for a Business Development Executive at FinNext Global to understand blockchain's application in developing business strategies and enhancing client engagement in the FinTech sector. csttfdddDS)Nc3s*|]}|djvVqdS)rN)lowersplitr).0sectionpredr r! s  zEResearcherModule.__init__..research_metric..) fundamentals applicationstoolstrends)intall)goldr(tracer r'r!research_metrics z2ResearcherModule.__init__..research_metric)metric)trainsetz=== Optimized ===) super__init__rPredictrExample with_inputsBootstrapFewShotcompileresearch_predictorprint)self predictorr4r2 optimizer __class__r r!r6@s2    >  @  zResearcherModule.__init__cCs|j|||dS)N)rrr)r<)r>rrrr r r!forwards zResearcherModule.forward)rrrr6rC __classcell__r r rAr!r"?s r"c@seZdZUdZedddZeed<edddZeed<edddZ eed <edd dZ eed <edd dZ eed <edddZ eed<edddZ eed<edddZeed<edddZeed<edddZeed<edddZeed<edddZeed<edddZeed<dS)ResearchToolInputz&Input schema for ResearchAnalysisTool..zThe topic to research) descriptionrzName of the company Company_NamezIndustry of the companyIndustryzSize of the company Company_SizezCompany's business modelBusiness_Modelz$Top use cases the company focuses on Top_Use_CaseszLearning focus for the userLearning_FocuszCompany's tech stack Tech_stackz Relevant compliance requirements CompliancezJob title of the user Job_TitlezSkills of the userSkillsz1Learning level (Beginner, Intermediate, Advanced)LevelzThe user's motive for researchmotiveN)rrrrrrrrrGrHrIrJrKrLrMrNrOrPrQrRr r r r!rEs rEc@sxeZdZUdZeed<dZeed<eZe e ed<dededed ed ed ed ed ededededededefddZ dS)ResearchAnalysisToolzResearch Analysis ToolnamezPerforms comprehensive research on a given topic while keeping in mind company context and user profile (job title, skills, level, and motive). Produces structured user journey content with topic areas and subtopics.rF args_schemarrGrHrIrJrKrLrMrNrOrPrQrRreturncCsnd|d|d|d|d|d|d|d| d }d | d | d | d | d }t}||||}|jS)Nz Company Name: z Industry: z Company Size: z Business Model: z Top Use Cases: z Learning Focus: z Tech Stack: z Compliance: z z Job Title: z Skills: z Level: z Motive: )r"rCr)r>rrGrHrIrJrKrLrMrNrOrPrQrRrr researcherresultr r r!_runs: zResearchAnalysisTool._runN) rrrrTrrrFrErUrrrYr r r r!rSsD       rS)typingr crewai.toolsrpydanticrrrosdotenvrgetenv azure_api_keyazure_api_hostazure_deployment_idazure_api_versionLMr configure SignaturerModuler"rErSr r r r!s0        %%