AI System
AI Portfolio Knowledge Assistant
Answers questions about my experience using chunked and embedded content from this site rather than generic model knowledge. Ask about projects, skills, or career trajectory.
What it does
Retrieves relevant context from my portfolio, case studies, and site content to answer questions about my background, skills, and project work.
AI stack
- OpenAI text-embedding-3-small for semantic search
- Neon Postgres + pgvector for vector storage
- Hybrid search with RRF (vector + lexical)
- Streaming responses with session-based context
Why it matters
Demonstrates a production-grade RAG pipeline applied to a real personal knowledge base, turning portfolio content into a grounded, queryable AI system.