AI Engineer (RAG & On Prem LLMs)
DCG
Responsibilities:
- Architect, implement, and optimize end-to-end Retrieval Augmented Generation (RAG) pipelines for enterprise use cases in on-premises environments
- Design and integrate retrieval mechanisms (e.g. vector databases such as Neo4j) with generative models (e.g. LLAMA 3.2, Mistral)
- Fine-tune and optimize retrieval and generation components to achieve high accuracy and low latency
- Implement and customize inference servers using vLLM and LiteLLM for efficient and scalable LLM serving
- Integrate open-source large language models with proprietary data sources and enterprise APIs
- Design GPU-optimized, scalable on-prem infrastructure for model training and inference, ensuring security and data governance compliance
- Collaborate with DevOps teams to containerize workflows using Docker and Kubernetes and automate MLOps pipelines
- Apply performance optimization techniques such as quantization, pruning, and dynamic batching
- Monitor system performance, troubleshoot bottlenecks, and ensure high availability
- Work closely with data engineers and business stakeholders to translate business requirements into technical AI solutions in telco environments
Requirements:
- At least 3 years of professional experience in ML/NLP roles, including 2+ years working with RAG systems
- Proven experience deploying and operating LLM‑based solutions in on‑prem or hybrid environments
- Hands‑on experience with vLLM, LiteLLM, and open‑source LLMs such as LLAMA 3.2, DeepSeek, or Mistral
- Strong Python skills and experience with frameworks such as PyTorch, Hugging Face Transformers, and LangChain
- Experience with vector databases (e.g. Neo4j)
- Familiarity with Linux‑based systems and Red Hat OpenShift
- Strong problem‑solving and analytical skills
- Ability to clearly communicate complex AI concepts to non‑technical stakeholders
- Bachelor's, Master's, or PhD degree in Computer Science, Artificial Intelligence, or a related field
- Knowledge of English (B2+/C1)
Offer:
- Private medical care co-financing
- Sports card
- Training & learning opportunities
- Life insurance co-financing
Oferta pracy dodana 8 dni temu
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