Work
My work sits between incoming data and a result people can use. Completed work, formal experience, and current learning labs stay visibly separate, with evidence and limits stated on every page.
Selected Case Study
Context · Role · Architecture · Evidence · Reflection
01 / Inspection Software · Camera Data · AI Result Delivery
As Developer & Project Coordinator, I connected vision and spectral camera data to AI result processing and near-real-time browser delivery while managing reports, requirements, schedules, and field communication.
Learning Labs
In progress · Not employment · No invented metrics
AI Agents · Workflow Automation · Operations
I am rebuilding the Hermes workflow I have operated so I can explain, change, and recover every step myself, not only run it.
02Machine Learning · NLP · API Productization
I am implementing a full ML service that classifies customer requests, rejects unsupported requests, and leaves enough evidence to reproduce and improve the result.
Experience
Worked across camera-data processing, AI-result delivery, browser APIs, reports, requirements, schedules, and field coordination.
Developer & Project CoordinatorI collected, compared, and organized AI-related guidance materials so public-sector staff could find relevant references when preparing proposals and project documents.
AI framework and guideline research supportI answered Java questions, gave short explanations of core concepts, reviewed learner code, and helped learners understand backend request and database flows.
Teaching assistant · Java Q&A · Basic instruction · Code review