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Key skills for this role
5+ years of software engineering with meaningful production ownership.
Has built and shipped LLM-powered systems that ran in production.
Production-grade Python as your primary language.
LLM-powered systems in production: real-world experience working with models via APIs - harnesses, orchestration, structured output, tool use and agents, RAG where appropriate.
Evals and quality: designing evaluation sets, measuring accuracy, recall and precision for LLM steps, regression-testing prompts and workflows.
Safety and guardrails in practice: PII handling, data-boundary discipline, prompt-injection awareness, human-in-the-loop design.
Cost and performance optimisation: model selection, caching, batching, token economics, latency budgets.
Deployment and operations: CI/CD, containerisation, monitoring and alerting for AI workloads.
Data processing fundamentals: pipelines, transformation, validation, anomaly handling.
Customer- or stakeholder-facing delivery experience: consultancy, forward-deployed engineering, solutions engineering, or embedded or platform roles serving non-engineering users.
Experience with Azure and/or .NET. We host on Azure and our core stack is .NET, so willingness to integrate with both is required; existing expertise is a bonus rather than a requirement.
Experience with agent hosting and sandboxing platforms, LLM or MCP gateways, or agentic workflow orchestration tooling.
Experience in financial services or another regulated environment.
Experience deploying models built by a data science team into customer-facing production systems.
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