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Hays Linkedin · Posted 2d ago

AI Engineer (Nearshore)

Germany

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Indexed description

Responsibilities:

  • Build and maintain LLM based pipelines for processing customer requests
  • Design and implement data ingestion and preprocessing pipelines (emails, PDFs, images, etc.)
  • Develop classification and routing logic for customer inquiries
  • Apply prompt engineering and continuously improve model outputs
  • Implement structured outputs and human-in-the-loop (HITL) workflows
  • Ensure production readiness (testing, CI/CD, containerization)
  • Contribute to AI system architecture and scalability
  • Monitor and improve model performance using LLM observability tools
  • Collaborate across teams to integrate AI solutions into existing workflows


Requirements:

  • Strong experience with Python (production-grade)
  • Hands-on with FastAPI and async programming patterns
  • Experience building LLM pipelines (OpenAI SDK, LangChain, LangGraph, or similar)
  • Solid prompt engineering experience
  • Familiarity with structured outputs and LLM evaluation approaches
  • Experience with Docker, CI/CD, and testing practices
  • Background in data engineering (pipelines, preprocessing, working with unstructured data)
  • Experience with PostgreSQL and REST/event driven APIs
  • Hands-on use of AI coding tools (GitHub Copilot, Codex, Claude Code, or similar)
  • Nice to have: Experience with scalable AI platforms, Azure services, event-driven architectures, and Infrastructure as Code.
  • Fluent in German language
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