AI Career Assistant

Ask About Ryan’s Experience

Ask about Ryan’s professional experience, leadership, technical background, projects, and qualifications.

What would you like to know?

Ask a question that a recruiter, hiring manager, prospective client, or professional contact might ask.

Generating your answer...

Searching Ryan’s career documents and preparing a grounded response.

This is a Retrieval-Augmented Generation, or RAG, application.

Django receives and validates your request.

OpenAI embeddings, PostgreSQL, and pgvector identify the strongest matching career content.

Retrieved résumé, project, and testimonial content is combined with accuracy instructions.

OpenAI writes a professional response using the retrieved career evidence.

Why use RAG? It helps prevent unsupported answers by grounding each response in Ryan’s actual career documents.