AI/ML Engineer – LLM & Voice Pipeline (w/m/d) - hands on experience in hands-on AI/ML, LangChain/LangGraph, Azure, ASR engine

Luxoft Germany

Ingolstadt

On-site

EUR 85,000 - 110,000

Full time

11 days ago
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Job summary

Luxoft Germany is leading an in-vehicle AI initiative to advance voice assistants with AI model integration on the Azure platform. The role focuses on building robust RAG pipelines, ASR/TTS integration, and empathic dialogue components for edge devices in automotive contexts.

You will collaborate with cross-functional teams to deploy production-grade AI capabilities, optimize latency, and ensure safety and evaluation metrics across BLEU/WER/CER in on-device deployments.

Qualifications

  • 3+ years of hands-on AI/ML engineering in production environments.
  • Strong Python skills; practical experience with LLM frameworks.
  • Experience designing and building RAG systems (embedding models, chunking, retrieval eval).
  • Familiarity with Azure OpenAI Service or OpenAI API and prompt engineering best practices.
  • Experience with at least one ASR engine and a TTS system.
  • English proficiency at B2 level or higher.

Responsibilities

  • Design, implement, and optimize RAG pipelines integrating Azure AI Search, vector stores, and LLM endpoints.
  • Develop and maintain ASR and TTS integration modules with pyAudio and librosa.
  • Create LLM prompt chains, evaluation frameworks, and safety/alignment guardrails for in-vehicle dialogue.
  • Prototype few-shot adapters, intent classification, and empathic dialogue; transition prototypes to production.
  • Collaborate with backend engineers to connect the AI layer with streaming infrastructure (FastAPI/Kafka).
  • Contribute to edge AI components including on-device inference, model quantization, and latency management.
  • Monitor model quality metrics (BLEU, WER, CER, faithfulness) via continuous evaluation pipelines.
  • Participate in code reviews with cross-functional teams including customer ML engineers.

Skills

AI/ML engineering
Python
RAG systems
Prompt engineering
English (B2+)
LLM frameworks

Education

Tools

LangChain
LangGraph
Azure OpenAI / OpenAI API
pyAudio
librosa
ONNX / TensorRT

Job description

Project description

Our client is advancing its in-vehicle voice assistant into an intelligent, AI-powered companion. Since 2024, they have been incorporating large-language-model capabilities (Azure OpenAI / ChatGPT) into vehicles equipped with the MIB3 infotainment system, with new E³-architecture models featuring enhanced voice functions from the factory. The AIME (AI Model Engine) backend program supports this development over a multi-year timeline, addressing natural-language dialogue, empathic communication, and the complete cloud-edge data pipeline. DXC Luxoft serves as the end-to-end delivery partner, collaborating closely with the client’s engineers within a joint product team on the Azure platform (AKS, Azure OpenAI, Managed Identity, Azure Monitor, Azure DevOps).


Responsibilities


  • Design, implement, and optimize RAG pipelines integrating Azure AI Search, vector stores, and LLM completion endpoints

  • Develop and maintain ASR and TTS integration modules, including audio pre- and post-processing using pyAudio and librosa

  • Create LLM prompt chains, evaluation frameworks, and safety/alignment guardrails for in-vehicle dialogue scenarios

  • Prototype AI capabilities such as few-shot adapters, intent classification, and empathic dialogue, then transition prototypes to production

  • Collaborate with Backend Engineers to develop the FastAPI/Kafka interface connecting the AI layer with the streaming infrastructure

  • Contribute to edge AI components including on-device inference, model quantization, and latency management for in-vehicle use

  • Monitor and enhance model quality metrics including BLEU, WER, CER, and faithfulness via continuous evaluation pipelines.

  • Participate in code reviews with cross-functional teams, including customer ML engineers.


Skills

Must have


  • 3+ years of hands-on AI/ML engineering in production environments

  • Strong Python skills; experience with LLM frameworks: LangChain, LangGraph, or equivalent

  • Practical experience building RAG systems (chunking strategies, embedding models, retrieval evaluation)

  • Familiarity with Azure OpenAI Service or OpenAI API; prompt engineering best practices

  • Experience with at least one ASR engine (Whisper, Azure Speech, or equivalent) and a TTS system

  • English B2 or above


Nice to have Skills


  • pyAudio / librosa audio signal processing

  • Edge inference: ONNX, TensorRT, or on-device model deployment

  • Automotive in-vehicle speech processing context (noise cancellation, far-field microphones)

  • Experience with LLM evaluation frameworks (DeepEval, Ragas, PromptFlow).

  • German language skills.


Languages:

English - C1 Fluent

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