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elixir ai

Production RAG Assistant

Self-hosted knowledge base that puts expert know-how in front of users around the clock.

Problem

Relying on OpenAI as the vector store tied critical answers to a third party and blocked full control over proprietary expertise.

Role

Architect & sole backend engineer

Stack

Elixir, Phoenix LiveView, PostgreSQL, pgvector, OpenAI / Gemini

Result

Decoupled embeddings and retrieval to on-prem servers with pgvector, delivering 24/7 expert Q&A with citations, rate limits, and multi-channel access.

Inquire about my experience

Portfolio assistant — architecture, projects, and consulting.

See how RAG retrieval works