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Senior AI Systems Engineer

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Senior AI Systems Engineer in Others

  • WSCAD GmbH
  • Full time
  • Email
  • Munich, Germany

Responsibilities

  • Build gold datasets, evaluation metrics, and regression tests for LLM quality, stability, and cost.
  • Define tool contracts, structured outputs, context, uncertainty handling, and refusal paths at the LLM boundary.
  • Improve retrieval at scale, including grounding, pattern matching, duplicate detection, and impact measurement.
  • Improve orchestration through routing, re-execution, and bounded agent workflows.
  • Formalize reusable circuit patterns into graph knowledge with electrical engineers.
  • Provide evidence-based technical input on architectural decisions and technical direction.

Requirements

  • Experience shipping and operating a production LLM system with measurable evaluation using gold data, precision/recall or equivalent metrics, stability, and cost.
  • Strong backend engineering skills; C#/.NET experience is helpful but not required.
  • Experience with graphs, rich engineering schemas, or complex domain models.
  • Strong understanding of the distinction between prompts, specifications, and measurable system behavior.
  • Ability to work across software engineering, electrical engineering, and product.
  • Professional proficiency in English and German.
  • Preferred experience with RDF, SPARQL, SHACL, SKOS, named graphs, or triple stores.
  • Preferred experience with embeddings, hybrid retrieval, reranking, LLM observability, tracing, or cost monitoring.
  • Familiarity with industrial information models such as IEC 81346, ECLASS, AAS, AutomationML, or ISO 15926.
  • Experience with CAD, CAE, PLM, automation, digital twins, or agent frameworks is a plus.

Benefits

  • Defining role with direct influence on product architecture and strategy.
  • Highly competitive compensation and a long-term growth path.
  • Flexible working hours and a hybrid working model.
  • 30 days of annual leave.
  • Individual onboarding and advanced training.
  • Open feedback culture and a supportive team environment.
  • Company pension plan, capital-forming benefits, employee benefits, Ticket Plus® Card, and JobBike.

Salary: Competitive

WSCAD GmbH

WSCAD GmbH develops ECAD software for electrical engineering, cabinet design, P&ID, fluid power, building automation, and electrical installation, used by engineering teams in industry and building services. It sells software licenses and services and operates wscaduniverse.com, a free parts libr...

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