Work

Systems, evidence and engineering decisions.

Evidence-led case studies covering constraints, system decisions and what the available results actually establish.

Data infrastructure

NBU Registry Export

End-to-end export pipeline for approximately 500M records across multiple years of transactional data.

Registry export pipelineExtract, transform, Parquet and S3 stages with validation and StarRocks relationships.EXTRACTTRANSFORMPARQUETS3VALIDATIONSTARROCKS

Semantic systems / AI research

SemTrace

Research and applied work on semantic systems, knowledge graphs and LLM-powered tools.

Semantic system graphA restrained system relationship graph with labeled entities and a metadata field.