Priya Nair

ML Engineer & Technical Reviewer

Priya Nair is an ML engineer with deep expertise in large language model deployment, retrieval-augmented generation (RAG) architecture, and agentic AI frameworks. She has contributed to open-source AI tooling and serves as a technical reviewer for several AI-focused publications.

Her work focuses on the practical side of LLM adoption — not just getting a model to run, but getting it to run reliably, cheaply, and safely in production. She has built vector search pipelines using Pinecone, Weaviate, and Qdrant, and has extensive experience with evaluation frameworks like RAGAS and LangSmith.

Priya writes for AI Agents Directory on machine learning engineering, LLM technology, and AI ethics, covering topics that require genuine technical depth rather than surface-level overviews.