Job Summary We are seeking a skilled Python developer to design, develop, and deploy AI-powered Microsoft Teams Bot Applications using the Microsoft 365 Agent SDK. The role involves integrating Large Language Models (LLMs) with Azure AI Search (and other vector databases) to implement Retrieval-Augmented Generation (RAG) solutions. The ideal candidate will have a strong background in Python, Microsoft Bot Framework, Azure AI services, and modern AI/ML techniques to create intelligent, scalable, and user-friendly bot experiences. Key Responsibilities 1. M365 Agent SDK & Bot Development • Design, develop, and deploy Microsoft Teams Bot Applications using the M365 Agent SDK and Python. • Implement conversational AI workflows, including natural language understanding (NLU), dialog management, and multi-turn conversations. • Integrate bots with Microsoft Teams, Outlook, and other M365 services using Microsoft Graph API. • Optimize bot performance for scalability, latency, and user experience. 2. AI & LLM Integration • Develop and fine-tune LLM-based solutions (e.g., Azure OpenAI, Hugging Face, or custom models) for conversational AI. • Implement prompt engineering and context management to enhance bot responses. • Integrate Azure AI Search (or other vector databases like Pinecone, Weaviate, or Chroma) for semantic search and RAG. • Design and optimize embedding pipelines for document retrieval and knowledge base augmentation. 3. RAG & Vector Database Implementation • Build Retrieval-Augmented Generation (RAG) systems to ground LLM responses in enterprise data. • Index, chunk, and embed unstructured data (PDFs, documents, emails) for efficient retrieval. • Evaluate and compare vector databases (Azure AI Search, Pinecone, Weaviate, etc.) for performance, cost, and scalability. • Implement hybrid search (keyword + vector) for improved accuracy. 4. Cloud & DevOps • Deploy and manage Azure resources (App Services, Container Instances, etc.) for bot hosting. • Implement/modify CI/CD pipelines for automated testing and deployment. • Ensure security best practices (authentication, authorization, data encryption) for bot and AI services. 5. Collaboration & Documentation • Work closely with cross-functional teams (product managers, UX designers, data scientists) to refine bot capabilities. • Document APIs, workflows, and system design for internal knowledge sharing. • Provide training and support to end-users and stakeholders. EA License No: 96C4864 Reg. No.: R24121728 EUNICE WOO JING QI