Python, LangChain LangGraph CrewAI, Testing and clean Git workflows, FastAPI or similar frameworks, API integrations REST webhooks, Prompt structure and output handling, Understanding of how RAG systems use data, LLM API integration OpenAI Anthropic, Basic BI analytics tools, Docker CI-CD, Exposure to vector databases pgvector Pinecone, AWS GCP experience, Strong SQL and database design, Airflow Prefect or pipeline orchestration

Sql, Keras, Databricks, Tensorflow, AWS, Pytorch, Python, Kubernetes, Docker, Sagemaker, EKS, Scikit-learn, AI-assisted software development tools, Knowledge Graphs