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(senior) llm / ai engineer (m/f/d) predictive maintenance agent - ingenieur

München
Agile Robots
Ingenieur
Inserat online seit: 17 Februar
Beschreibung

Your Responsibilities

* AI Agent Design: Design and implement LLM-based agents that perform multi-step reasoning, tool invocation, and structured data analysis with reliability and determinism.
* Data Analysis Automation: Build systems that translate natural-language requests into complex analytical workflows over factory and production-line data.
* System Integration: Integrate AI agents with internal data collection, storage, and monitoring systems used in industrial production environments.
* Production Readiness: Ensure AI systems are testable, observable, and maintainable through robust evaluation, monitoring, and versioning practices.
* Predictive Intelligence: Support predictive maintenance and anomaly detection use cases by enabling data-driven analysis and model interaction through AI agents.
* Deployment Collaboration: Work closely with other teams during on-site deployments to validate, refine, and operate AI systems under real-world constraints.


Essential Skills

* Python Engineering: Strong Python skills for production systems, including testing, packaging, and maintainable codebases.
* Applied Data Analysis & ML: Proven experience with applied data analysis and machine learning, including statistics, data exploration, model tuning, evaluation, and deployment.
* LLM Agent Development: Hands-on experience building LLM-based agents involving tool calling, code generation, multi-step reasoning, reliability or guardrails, and agent efficiency.
* Agent Frameworks & RAG: Experience with LangChain, LangGraph, or equivalent frameworks, and with retrieval-augmented generation (RAG) systems.
* Multimodal Data Analysis: Familiarity with time-series analysis, image processing, and multimodal LLM or VLM agents involving text and images.
* Data Systems & Operations: Strong database fundamentals and SQL, experience with natural-language-to-database querying (NL2SQL or semantic querying), and familiarity with MLOps or LLMOps practices such as evaluation, monitoring, tracing, and versioning.
* Deployment Readiness: Willingness to travel for on-site deployments.


Beneficial Skills

* Industrial Predictive Maintenance: Experience with predictive maintenance or anomaly detection in industrial environments, including multimodal data sources.
* System Integration: Experience designing or integrating REST-based APIs in production systems.
* Language Skills: Chinese language proficiency.


What we offer

* Dynamic high-tech company combined with financial soundness and world class investors.
* Join an interdisciplinary, international team with 60+ different nationalities in a collaborative work environment.
* Lots of development opportunities in the context of our continued growth.
* Challenging tasks and impactful projects alongside experts that enable professional and personal growth.
* Corporate Benefits Program that covers health, mobility and learning with 100 € net per month.
* Modern office facilites with a rooftop terrace overlooking Munich, free drinks & fruits, and regular company events contribute to a good working environment.

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