Ncounter is working with a technology consultancy expanding its AI engineering capability across major law enforcement and public sector transformation programmes. We are looking for an experienced Python Developer who has moved beyond experimenting with Generative AI and has genuine experience engineering LLM-powered solutions for production environments.
Working within multidisciplinary consulting teams, you will help organisations explore how AI can improve complex operational processes, information discovery and decision support. You will take ideas from discovery and prototype stages into secure, reliable services, working alongside architects, consultants and frontend engineers.
What you'll be doing:
Engineer Python backend services and APIs using FastAPI and asynchronous development patterns
Design and integrate LLM capabilities using OpenAI, Azure OpenAI or comparable foundation models
Build practical RAG, enterprise search and document intelligence solutions using embeddings and vector databases
Develop prompt strategies while managing production considerations including latency, cost, retries and rate limits
Explore agentic workflows and LLM orchestration using LangChain or similar frameworks
Work with consultants and customer stakeholders to translate operational problems into practical AI solutions
Improve security, testing, observability and reliability across deployed applications
What we're looking for:
5+ years' commercial Python engineering experience, including production backend systems
Strong FastAPI, REST API, async Python, PostgreSQL and SQL experience
Demonstrable experience integrating LLMs into real applications, rather than purely personal or experimental projects
Strong Docker, Kubernetes/OpenShift, CI/CD and pytest knowledge
Experience working with large codebases and improving existing services safely
Knowledge of Azure, RAG, pgvector, Chroma, FAISS, Entra ID, OAuth/OIDC, Redis, Terraform, Prometheus or OpenTelemetry would strengthen your application.
Current or recently held SC clearance is required.
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