AI RAG Assistant
Production-gradeA production retrieval-augmented generation assistant with document ingestion, a vector store, streaming responses, and evaluation.
Required Skills
LLMsVector databasesPrompt engineeringBackend APIsEvaluation
Estimated Time
6-8 weeks
Tech Stack
PythonFastAPILangChainpgvectorOpenAI APIReact
Learning Outcomes
- Build an ingestion and embedding pipeline
- Implement retrieval-augmented generation with citations
- Evaluate and monitor LLM output quality
Tags
ai-engineerml-engineerproductionproduction-grade