
AI / Machine Learning Engineer – Agentic LLM Systems (Contract)
Quick overview
Job description
AI / Machine Learning Engineer – Agentic LLM Systems (Contract)
We’re working with a leading tech organisation building next-generation agentic AI systems – LLMs that can plan, reason, call tools, and write/execute code. We’re hiring a Machine Learning Engineer to help design, build, and scale these systems into production-grade, enterprise environments .
You will:
- Design and build tools, workflows, and infrastructure for agentic LLM systems
- Develop RAG pipelines , embeddings workflows, and retrieval systems for enterprise data
- Work with researchers and engineers to diagnose and fix failures in agent-generated code and workflows
- Build frameworks for tool-calling, multi-step planning, orchestration, and agent routing
- Integrate with LLM providers (OpenAI, Anthropic, Vertex AI, open-source models) and support multi-model usage
- Develop backend services and APIs to support AI-driven applications and workflows
- Build and run experiments to improve reliability, latency, cost, and success rates
- Contribute to evaluation frameworks, observability, and monitoring of LLM/agent performance
What We’re Looking For:
- 4+ years’ experience in ML/AI engineering (LLMs, recommender systems, optimisation, or similar)
- Proven hands‑on experience building LLM agents, RAG systems, or orchestrated AI workflows in production
- Strong Python (with PyTorch, TensorFlow, or similar frameworks)
- Experience with agent frameworks (LangChain, LangGraph, AutoGen, or similar)
- Solid understanding of APIs, backend services, and microservices architectures
- Experience working with cloud platforms (AWS, GCP, or Azure) and containerised systems (Docker, Kubernetes)
- Familiarity with event-driven or serverless architectures
- Experience with CI/CD pipelines, testing, and infrastructure as code
- Experience running and analysing large-scale experiments and performance metrics (latency, accuracy, cost)
- Exposure to monitoring/observability tools for production systems
Nice to Have:
- Experience with multi-agent systems or distributed AI architectures
- Familiarity with vector databases (Pinecone, Weaviate, OpenSearch, etc.)
- Experience integrating AI systems into enterprise platforms or business workflows
- 6 Months Initial Contract | + Extensions
- Hybrid | London
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