AI Engineering
Designing and shipping production LLM systems — from prompt architecture to evaluation harnesses and cost-aware serving.
Outcome · Reliable AI features that survive contact with real users.
Expertise
From enterprise data architecture to autonomous agents — the capabilities I bring to every engagement, and the outcomes they drive.
Designing and shipping production LLM systems — from prompt architecture to evaluation harnesses and cost-aware serving.
Outcome · Reliable AI features that survive contact with real users.
Building autonomous agents that plan, use tools, and coordinate to complete multi-step engineering work without a human in the loop.
Outcome · Systems that do the work, not just describe it.
Metadata-driven pipelines and frameworks that ingest, transform, and serve data reliably at enterprise scale.
Outcome · Pipelines that stay correct as volume 10×'s.
Lakehouse, medallion, and event-driven architectures designed for governance, observability, and long-term scale.
Outcome · Foundations teams can build on for a decade.
Performance-tuned, cost-optimised Snowflake platforms with secure data sharing and warehouse governance.
Outcome · Faster queries at a fraction of the spend.
Cloud-native data platforms on AWS and Azure — infrastructure as code, serverless, and secure by default.
Outcome · Elastic platforms that scale to demand.
Retrieval-augmented generation over enterprise knowledge — chunking, embeddings, hybrid search, and grounded answers.
Outcome · AI that answers from your data, with citations.
End-to-end enterprise automation — turning manual, error-prone workflows into self-running, monitored systems.
Outcome · Hours of manual work reclaimed every week.
Trusted, well-modelled semantic layers that make self-serve analytics fast and unambiguous for the whole business.
Outcome · One version of the truth, everyone trusts.
Lineage, cataloguing, quality, and access controls that make enterprise data compliant and discoverable.
Outcome · Governance that enables, rather than blocks.
Clean, tested, maintainable code — the craft underneath every reliable platform I build.
Outcome · Code teams are happy to inherit.
Leading engineering teams and driving digital transformation — strategy, mentorship, and delivery at pace.
Outcome · Teams that ship, grow, and stay.
Whether you're modernising a data platform or bringing agentic AI into production, I'd love to hear what you're working on.