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AI Engineer

London
2 weeks ago
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AI Engineer - Defence RAG Systems ( Security Clearance Essential )

Clearance: Active SC Essential | Sector: Defence

Role Overview

Defence client requires an SC Cleared AI Engineer to build fully on-premises RAG systems using open-source technologies. You'll develop classified AI capabilities on air-gapped infrastructure with zero external dependencies.

Key Responsibilities

  • Build end-to-end RAG pipelines on isolated defence networks using open-source LLMs (Llama 3, Mistral, Qwen)

  • Deploy local vector stores (Chroma, FAISS, Milvus) with sensitive document ingestion pipelines

  • Host and optimise LLMs using vLLM/TGI on local GPU clusters without internet connectivity

  • Implement agent orchestration using LangChain/LangGraph in completely offline environments

  • Design secure document processing for classified materials with appropriate data sanitisation

  • Build monitoring and evaluation systems that operate within air-gapped infrastructure

    Essential Requirements

  • Active SC Clearance (non-negotiable) - willingness to undergo DV if required

  • Demonstrable experience deploying open-source LLMs (Llama, Mistral, Falcon) on-premises

  • Expertise with local vector databases (Chroma, FAISS, Weaviate) in offline deployments

  • Strong vLLM/Text Generation Inference experience for high-throughput model serving

  • Proven ability to work on air-gapped systems with no external package repositories

  • Experience with GPU orchestration (NVIDIA A100/H100) and CUDA optimisation

  • Python expertise with offline dependency management and local package mirrors

    Technical Stack (All On-Premises)

    Models: Llama 3, Mistral, Qwen (locally hosted)

    Vector Stores: Chroma, FAISS, Milvus

    Orchestration: LangChain, LangGraph for agents

    Hosting: vLLM, TGI, Ollama on bare metal/private cloud

    Infrastructure: Air-gapped Kubernetes, local container registries

    Desirable Skills

  • Experience with defence/government IT security protocols

  • Knowledge of CIS benchmarks and NCSC guidelines

  • Familiarity with cross-domain solutions and data diodes

  • Understanding of classification marking and handling procedures

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