Contact
Start with the problem
Bring the operating context, real constraints and the result you need. We can first decide whether the problem and my experience are a useful match.
01 Ways to work together
A small, explicit starting point.
No assumption that a full system is needed. Define the problem, constraints and verifiable result first.
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Operating analytics and metric systems
For teams with fragmented definitions, slow reporting chains, or limited visibility into operating results.
- Start
- Start with an operating-problem diagnosis or metric-system review.
- Output
- Problem framing, metric ownership, data model, decision interface and acceptance criteria.
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Data governance and digital architecture
For organizations integrating multiple systems or establishing master data and data-quality capabilities.
- Start
- Start with a current-state assessment and implementation-route review.
- Output
- Current-state assessment, governance route, platform boundaries and implementation priorities.
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Local-first AI and agent workflows
For AI engineering work where privacy, control and long-term maintainability are explicit constraints.
- Start
- Start by defining boundaries and the smallest verifiable pilot.
- Output
- Data boundaries, model routing, tool orchestration, failure recovery and evaluation method.
03 Compose
Send a project brief
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