You own AI capabilities end-to-end: from the data and context that feed a model, through agent orchestration, to the generative UI a user sees and trusts. You've personally shipped and operated full-stack apps in production, so backend, frontend, data, and ML aren't four teams you coordinate with, they're four things you do. You're not a research scientist; you wield models and engineer ruthlessly around their uncertainty.
Build agent loops and orchestration: tool use, structured outputs, business-rule enforcement, graceful failure
Build the integration layer (via MCP) that lets agents securely call backend systems and business APIs
Render model output into live, streamed, accessible UI via generative-UI protocols
Ground models in real data: retrieval, embeddings, and feedback loops that actually close
Treat evals as a first-class system
provable improvement, not vibes
Take a capability from prompt-in-a-notebook to a measured, guard-railed production feature

Shipped full-stack apps to production and owned them end-to-end: frontend through backend to deploy and operate, not handed off at a layer boundary
5+ years shipping production software, 2+ building with LLMs in production (real users, not demos)
Hands-on experience with UI protocols (A2UI, AG-UI, MCP-UI, or similar). You've built against a generative/agent-driven UI protocol, not just consumed a REST API
The AI spine: prompt/context engineering, agents, tool use, structured outputs, evals, MCP Python and TypeScript/Node + React; comfortable with async, streaming, and observability
Working fluency with retrieval/embeddings and SQL

Comprehensive health benefits for you and your dependents, including access to OpenUp for personalized mental health support
Learning and development opportunities including an annual learning budget, access to self-paced learning platforms and language training, personalized coaching, mentorship, and leadership programs
Family Leave Plus gives you additional fully paid weeks of parental leave on top of government-provided leave, so you can spend more time with your new addition
Our equity participation program allows you to share in our success

AI Engineer

Key skills