AI to Production Engineer
Core
Design, build, deploy, and operate LLM-powered systems end-to-end for enterprises, ensuring reliability in probabilistic environments.
Role type
Senior IC AI to Production Engineer
Builds
Production LLM, RAG, and Agentic Systems
Domain
Enterprise AI, Large Language Models, Cloud Infrastructure
Deliverable
production ML models
Required skills
Python, LLM system design, RAG pipeline construction, agent workflow design, evaluation framework development, MLOps, cloud infrastructure management, incident response, stakeholder communication
Preferred skills
Experience with hallucination mitigation, data drift detection, cost optimization in AI systems, backend service architecture
Technologies
Python, Cloud platforms, CI/CD tools, Monitoring systems
Responsibilities
Design and operate LLM-powered systems in production; Build and debug RAG pipelines; Develop evaluation frameworks for LLM outputs; Manage model versioning and rollout strategies; Lead technical delivery and explain system failures to stakeholders
Seniority
Senior, hands-on IC