Platforms and AI systems that scale.

Senior software engineer building scalable, distributed platforms and AI systems in production, from data infrastructure to applied AI.

Edinburgh, UK · Outside IR35 · Remote or hybrid

Available for new engagements

Get in touch

What I build

Self-Serve Platforms

I build self-serve platforms that give teams secure, self-serve access to the data they need, backed by high-performance APIs. They run on scalable, distributed systems such as Trino, Postgres, and Kubernetes, made to handle heavy load with thousands of requests per second with millisecond query latency.

Lessons from building data APIs

Applied AI

I build AI platforms and LLM-powered applications, with evaluation, monitoring, and guardrails in place. They ship as production-grade systems on AWS.

MLOps

I build MLOps pipelines on AWS and Databricks: CI/CD, experiment tracking, model lifecycle management, and promotion through config and code review. Grounded in a machine learning engineering background and deep knowledge of how models are built and deployed.

AI-Driven Development

I build AI-driven development frameworks that set standards for how teams build with AI, grounded in engineering discipline: guardrails, code ownership, feedback loops, and testing.

Underpinned by Kubernetes, AWS, and Terraform, with a focus on monitoring, cost optimisation, and operational excellence in production.

Tech stack

Python and SQL on AWS and Kubernetes, provisioned with Terraform. PostgreSQL, Databricks, Trino, Spark, and NoSQL for data; FastAPI, GraphQL, Kong and AWS API Gateway for APIs; Bedrock, SageMaker, MLflow, PyTorch, and LangChain for AI and ML; Datadog and Grafana for observability. I build on solid foundations, so the specific tools are interchangeable.

Background

MSc in Artificial Intelligence from Heriot-Watt University. Co-inventor on a US patent for a property valuation system. AWS Certified Solutions Architect Professional, Certified Kubernetes Application Developer (CKAD), and Databricks Certified Data Engineer Professional.

Get in touch

Available for new engagements

Most engagements are remote, with hybrid possible around Edinburgh, and I work outside IR35. If you have a problem I can help with, send me a note about what you're building.

pablo.lopez.santori@gmail.com