solution architecture, Microservices, Scalability, system integration, Cloud Applications, Python, Databases, Apis, Application Development, Sdlc, Oop, orchestration tool, embeddings, Maintainability, vector databases, LangGraph, Security, semantic search, LangChain, CrewAI, Generative AI, Agentic AI frameworks, Agents, Semantic Kernel, AutoGen, knowledge retrieval, RAG, AI governance, Responsible AI, Amazon Bedrock, function calling