Systems builder working from field operations, energy, and industrial experience into AI-native data products, constraint intelligence, and operational tooling.
I build research and decision systems that turn messy information into usable context: signal extraction, workflow automation, market and environmental intelligence, and tools that help people reason under constraint.
Information becomes intelligence when it improves decision quality.
| Project | Direction | Link |
|---|---|---|
| Economic X-Ray Vision | Local-first constraint intelligence engine for bottlenecks, validation gaps, artifact needs, and intervention paths. | GitHub |
| TIDE LINE | Marine and environmental intelligence system focused on conditions, species context, vessel activity, and field-aware decision support. | GitHub |
| YouTube Finance Index / YFI | Research system for creator and market narrative analysis, attribution, information flow, and signal formation. | GitHub |
- Systems: AI-assisted research workflows, data products, operational dashboards, automation tooling, decision-support interfaces
- Data: signal extraction, structured research, market/environmental datasets, pipeline design, validation habits
- Product: technical writing, interface clarity, constraint mapping, workflow design, portfolio-safe documentation
- Tooling: GitHub, Markdown, AI-assisted development, technical documentation, lightweight visual systems; project-specific implementation stacks should be verified in the linked repos.
- Building serious AI/data products from real operational problems
- Turning unstructured information into decision-grade research workflows
- Designing constraint-aware tools for markets, field operations, and environmental intelligence
- Keeping the work honest: clear claims, real links, reproducible structure, no inflated metrics
- Field reality first: tools should survive contact with time pressure, ambiguity, and incomplete information.
- Readable intelligence: analysis should be structured enough to act on, not just impressive to look at.
- No fake certainty: strong systems expose assumptions, constraints, and missing data.
- Portfolio-safe by default: claims, links, and project descriptions should be accurate before they are flashy.
Coordinates: Terra Incognita