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Ai engineer

Newcastle Upon Tyne (Tyne and Wear)
Anson Mccade
Ai engineer
€70,000 a year
Posted: 15 June
The role

We are currently seeking an Applied AI Engineer to design, build, and deploy AI-enabled systems in defence and other highly regulated environments, working hands‑on to take AI systems into production with a focus on LLM‑based applications, robustness, and security across real‑world systems.

What you’ll work on:

  • Integrating AI components (including LLMs) into production applications and workflows
  • Designing and implementing RAG (Retrieval‑Augmented Generation) systems
  • Evaluating LLM behavior, identifying failure modes, and implementing mitigation strategies
  • Testing and debugging non‑deterministic AI systems in production
  • Making pragmatic decisions on when to use AI vs deterministic or statistical approaches
  • Working with CI/CD pipelines, IaC, version control, and automated testing practices
  • Embedding AI‑assisted development tools while maintaining strong standards of security, correctness, and oversight

What we need from you:

  • Experience in defence, national security, or a similarly regulated environment
  • Background in a consulting or client‑facing engineering role
  • Strong software engineering fundamentals (Git, CI/CD, IaC, testing, containers)
  • Practical experience with AI systems, including LLM behavior and architectures
  • Evaluation techniques and failure mode analysis
  • Experience with RAG and applied AI system design
  • Strong understanding of AI limitations and appropriate use cases
  • Excellent communication and stakeholder engagement skills
  • Eligibility for UK SC‑level security clearance

What’s in it for you:

  • Ownership from day one – meaningful responsibility on live delivery
  • High‑impact work – problems with real operational consequence
  • Fast‑paced development – steep learning curve in a high‑calibre environment
  • Influence and shape – opportunity to help define a growing consulting practice
  • International exposure – UK, US, and European engagements
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