Production AI/ML Engineer — Gen AI, RAG & MLOps

Insight International (UK) Ltd; Manchester; Ibrido; GBP 90.000 - 130.000; Tempo pieno

Descrizione del lavoro

Insight International (UK) Ltd in Manchester is seeking an experienced AI/ML engineer to design, build and run production-grade AI/ML solutions across the full lifecycle. The role focuses on Generative AI, Agentic AI, MLOps, scalable model serving and secure cloud infrastructure.

You will develop embeddings, retrieval, and grounding techniques, deploy via Vertex AI/KServe, and establish CI/CD, monitoring and governance across environments.

Competenze

• Strong production Python engineering, API development, automated testing and distributed service patterns.
• Hands-on PyTorch experience and transformer understanding.
• Experience with ReAct or comparable agent patterns, including tool calling and memory.
• Production RAG, embeddings, indexing and grounding techniques.
• GCP Vertex AI and cloud compute/storage experience; GKE advantageous.
• Docker packaging and serving via Kubernetes-native platforms.
• MLOps lifecycle, autoscaling and continuous delivery practices.
• Delivery in regulated enterprise with security, privacy and risk controls.
• Technical leadership, architecture reviews and cross-functional collaboration.

Mansioni

• Design enterprise AI apps using LLMs, transformer architectures and RAG.
• Build agents with tools, memory, reasoning and workflow orchestration.
• Develop and evaluate ML solutions from experimentation to production.
• Create embedding pipelines, semantic retrieval and grounding for responses.
• Package models with Docker and deploy via KServe or Vertex endpoints.
• Implement CI/CD, continuous training and monitoring workflows.
• Manage model/version registries and governance-aligned release processes.
• Monitor model/data quality, drift, latency and system health.
• Optimize inference with autoscaling, GPU scheduling and cloud-native architecture.
• Enable safe progressive delivery with canary/shadow/blue-green deployments.

Conoscenze

Python engineering

API development

Automated testing

Asynchronous services

Distributed systems

PyTorch

Agentic AI

RAG & retrieval

MLOps

Canary/shadow deployments

Cross-functional collaboration

Strumenti

Docker

Kubernetes

Vertex AI

GKE

LangChain

LangGraph

LlamaIndex

Prometheus

Grafana

Descrizione del lavoro

Insight International (UK) Ltd in Manchester is seeking an experienced AI/ML engineer to design, build and run production-grade AI/ML solutions across the full lifecycle. The role focuses on Generative AI, Agentic AI, MLOps, scalable model serving and secure cloud infrastructure.

You will develop embeddings, retrieval, and grounding techniques, deploy via Vertex AI/KServe, and establish CI/CD, monitoring and governance across environments.