Global operations | Supplier engineering
I bring 18+ years across manufacturing, supplier management, and supply chain to complex operational work. I also build AI-enabled analytics products, decision-support tools, and working applications that turn operating context into clear workflows and reliable action.
Selected work
TrailScope and Poolhouse make the product ownership, implementation decisions, system diagrams, and technical reasoning behind the public surfaces inspectable.
A local-first trail workout app spanning Android, Wear OS, bounded route import, watch sync, checkpoint-backed recording, and local GPX/FIT output.
A cross-platform sports pool app spanning web and mobile, multiple pool formats, validated picks, automated score synchronization, recoverable standings, and private groups.
Interactive proof
The Product Systems Lab turns public TrailScope and Poolhouse workflows into deterministic simulations with visible rules, blocked actions, and event histories.
Open the Product Systems LabOperations + digital products
I connect operating context with product ownership: define the decision, shape the workflow and data, accelerate implementation with AI, and validate what ships.
Turn a user or business problem into explicit decisions, requirements, workflows, and data structures that support action.
Use AI and Codex to accelerate analysis and implementation while keeping product judgment, validation, and clear explanation at the center.
Test outputs, edge cases, and failure states; deploy usable products; then maintain and improve them with feedback and release evidence.
About
Eighteen-plus years across global operations, manufacturing, supplier management, and supply chain shape how I build. I start with the decision people need to make, structure the data and behavior around it, and keep the result understandable to technical and nontechnical users.
Writing
Technical notes make the state, recovery, and simulation decisions behind the work easier to inspect.
A practical note on validation, lock windows, automated scoring updates, standings, and private pool boundaries where user trust depends on clear state.
Read trusted-state noteA practical note on files, device sync, recovery, offline behavior, and user trust in workflows where a clean happy path is too small.
Read local-first noteContact
If your operations, analytics, or product system needs clearer direction and a usable build, LinkedIn is the current public path to connect.
Good fit
A short first message is enough: what you are building or untangling, the decision in front of you, and what kind of help would make the next step clearer.
