Fullstack AI Engineer (AI-Focused) brings to the table: Robust experience working across the full stack. Demonstrated experience shipping AI-powered features to production. Hands-on experience integrating LLM APIs into real systems. Familiarity with embeddings, vector search, or retrieval-augmented generation. Robust judgment around AI tradeoffs, failure modes, cost, and observability. Ability to design AI systems that others can safely extend.