continuous improvement Make pragmatic engineering decisions across model performance, latency, cost, complexity, reliability and maintainability Build robust production capability using CI/CD, containerisation, cloud native practices, monitoring, logging, evaluation and deployment automation Develop reusable components and engineering patterns, contributing through code reviews, technical guidance, documentation and knowledge sharing Embed … generative AI or agent-based systems , alongside backend services, APIs or data pipelines Strong production engineering capability, including practical experience with CI/CD, containerisation, cloud native deployment and observability , together with the technical judgement to make and explain trade-offs across performance, cost, complexity and reliability Experience taking meaningful ...