Work

Make the next decision clearer.

I work as an embedded data and AI engineer. I start with how decisions get made, what people need to know and which controls the organisation relies on.

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What I help with

Data, readiness and agents.

Data modernisation

Decide what to carry forward from existing systems. Trace where definitions and business rules live, identify who owns them, and use that knowledge to plan a migration.

AI readiness

Start with a decision or task. Work back to the information it needs, then check its quality, authority and permissions before introducing AI.

Agent engineering

Define what an agent can read or do, where a person needs to decide, and how to evaluate the system against the work it will face.

Evidence and references

Decisions you can inspect.

The library connects practical examples with the guides and patterns behind them.

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Working system

Draft in private, publish on purpose

This site separates private drafting from publication. Source checks bind the review, narration and build to the version approved for release.

Proposed reference approach

Target reference architecture

Data Practice OS sets out how governed data, approved rules and usable context can support decisions.