AI systems that can operate
- Agent and MCP architecture
- RAG and grounded knowledge
- Evaluation and structured outputs
- Permissions, audit and human hand-off
Brisbane · Available for the right engagement
I embed in important operational problems and carry them from discovery through working systems, adoption and continuous improvement—drawing on more than 20 years of hands-on delivery.

01 / What I do
I’m most valuable where the problem matters, the path is unclear and a slide deck is not enough.
I can work inside an organisation for the full transformation journey—from observing how work really happens through architecture, hands-on implementation, integration, testing, adoption and continuous improvement. The goal is not to “add AI”. It is to improve how the organisation works.
02 / Capability
03 / Selected evidence
Operational transformation, automation and enterprise delivery—labelled by their real state.
Accessible product modernisation
Long-lived mobile and web product work supporting safer bathroom-access decisions, modernised across .NET, MAUI, web and cloud.
Australian Government delivery
Designed and implemented automated unit, integration and cross-platform UI-testing systems, established continuous integration and trained developers and testers to maintain the capability.
Mining · offline field operations
Modernised explosives-inventory applications from Xamarin.Forms to .NET MAUI for high-consequence mine-site operations with intermittent connectivity.
Manufacturing · dealer systems
Designed and proved an isolated migration path from a legacy dealer quotation platform to a modern serverless architecture.
Property · research to operating action
Connected source-based research, campaign operations, task systems, attribution and human-controlled automation around live commercial activity.
04 / AI-assisted, human-accountable
I own the problem framing, product judgement, architecture and trade-offs.
AI agents help research, explore, implement, test and document at greater speed.
Evidence, review, safety boundaries and the final result remain my responsibility.
05 / Ways to work together
Substantial roles and engagements—from initial discovery through multi-year transformation and ownership.
↗Dark Ice engagementWhere the commercial fit is right, the same capability can be engaged through my established studio.
↗Focused interventionOperational discovery, technical direction and an evidence-backed first implementation.
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