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About the Role
As an engineer on a small team with end-to-end product ownership, you'll own retrieval, tool orchestration, response generation, and production reliability for full-stack AI systems in hospitality operations and guest communication. This role focuses on agent reliability in handling real conversations, messy data, and third-party API failures.
Responsibilities
- Design and build the response generation pipeline, including routers, orchestrators, and synthesizers.
- Develop knowledge retrieval systems to ground responses in accurate data.
- Build tool orchestration layers for reliable multi-step workflows with failure handling.
- Create evaluation frameworks to measure quality and prevent regressions.
- Implement observability and tracing for agent reasoning.
- Design no-code controls for adjusting agent behavior.
- Extend the system to support voice, including real-time transcription.
- Optimize speed and cost through model routing, caching, and prompt refinement.
- Own infrastructure, data pipelines, integrations, and API work.
Requirements
- Proven track record shipping production systems used by real users.
- Full-stack development capabilities.
- Experience with reliable retrieval pipelines.
- Pragmatic approach to model selection (frontier, fine-tuned, or simpler).
- Strong evaluation discipline, measuring impact on real conversations.
- Experience where work directly shapes the product.
About the Company
- Building full-stack AI systems for hospitality operations and guest communication.