I build and operate end-to-end business systems that turn operational data into reliable decisions and automated actions. My work covers reporting, inventory, order flows, costing, content production, and document workflows.
I have built production AI-agent systems using MCP tool servers, n8n workflows, scheduled automation, database migrations, and multi-model AI gateways. I focus on making systems run headlessly, with clear logging, retries, and human involvement only for decisions that require approval.
In a live fashion e-commerce business, I developed workflows for variant-level inventory, bill-of-materials costing, pre-order deadlines, returns, payments, and automated reporting. I also created a content and design engine that can draft, render, and deliver product content without manual operational steps.
My manufacturing background in PPIC strengthened my discipline around material readiness, fixed standards, tolerances, and preventing operational delays. I understand how to keep production-critical workflows aligned with real-world execution.
I work effectively in asynchronous, written-first environments and can support US and EU business hours from UTC+7. I am focused on measurable outcomes, dependable systems, and reducing repetitive operational work through automation.