SYSTEM / 01
AI DECISION SYSTEM
A production-minded system for turning structured inputs, models and human judgement into repeatable decisions.
VIEW PROJECT ↗INDEPENDENT AI SYSTEMS ENGINEER
I BUILD SYSTEMS
THAT WORK.
AI systems, backend engineering, data and cloud — designed with attention to architecture, reliability, evaluation and the realities of production.
AI SYSTEMSLLMs · RAG · AGENTS · EVALUATION
ENGINEERINGPYTHON · APIS · BACKEND · CLOUD
APPROACHCLARITY · TRADE-OFFS · RELIABILITY
01 / APPROACHTHE SYSTEM
THE SYSTEM
BEFORE THE SOLUTION.
01
Understand
02
Model
03
Engineer
04
Evaluate
05
Learn
02 / SELECTED WORKBUILT TO BE
BUILT TO BE
UNDERSTOOD.
SYSTEM / 02
PRODUCTION INTELLIGENCE
A systems approach to collecting operational signals, transforming them and presenting useful decisions without hiding the engineering underneath.
VIEW PROJECT ↗SYSTEM / 03
MAINTENANCE SIGNAL
An ML workflow for prioritising maintenance signals, evaluation and human review rather than treating prediction as the final product.
VIEW PROJECT ↗Portfolio projects and concepts are clearly identified. No fictional customer results are presented as fact.
03 / FIELD NOTESHOW I
01 / NOTEHOW I
THINK.
Why manufacturing AI pilots fail to reach production
READ ↗02 / NOTEThe difference between a demo and an operational system
READ ↗03 / NOTEWhere AI should stop before a human decision
READ ↗TECHNICAL WORK IS
ALSO ABOUT TRUST.
Selected recommendations from people I've worked with.