The JobSense project needed a FastAPI backend that served 604 job embeddings via semantic search, a Pydantic validation layer that stopped bad data before it reached pgvector, and a test suite that could be run without a live Ollama instance. Getting all three right took more time than the pipeline itself.

This article is the guide I wish I had...