Backends and data flows
Flask APIs, public and real-time data processing, model input/output handling, and screen-ready responses.
Software developer across data, APIs, and visual systems
I turn real-world data and AI outputs into usable APIs, visible systems, and clear documentation.
My work includes a camera-based marine food inspection program, public-sector AI guideline research, and Java backend teaching support. I also keep technical notes on data, APIs, and digital twin systems.

I can learn an unfamiliar domain, own the flow between systems, and explain the work clearly.
02 / What I Do
Flask APIs, public and real-time data processing, model input/output handling, and screen-ready responses.
Unity/Cesium requests, road data loading and views, browser delivery, and real-time result display.
Technical documents, reports, requirement notes, schedule coordination, teaching, and review logs.
03 / Selected Work

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.
04 / Experience
Different environments taught me to learn a domain, own a concrete part of the flow, and explain the result.
Built camera-data preprocessing, AI-result handling, API/browser delivery, and coordinated reports, requirements, schedules, and field work in a small startup team.
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 review05 / Notes
I write technical decisions and separate moments from my own path, one experience at a time.
A personal note about learning a kids-cafe kitchen before my shift, becoming a manager, and discovering what responsibility feels like when the work is concrete.
Work StoryA work story about leaving an inspection-software project, returning when the company asked for help, and taking responsibility for both development and coordination.
Teaching NoteA teaching note about answering Java questions, reviewing learner code, and using request and database flows to explain backend concepts.
06 / About
I moved through service work, technical training, inspection software, public-sector research, teaching support, and digital twin development. The common thread is simple: I like work where software has to meet real data, real users, and real constraints.
This site is both my portfolio and my notebook. It shows what I built, what I learned, and how my thinking changes as I keep working.
Read my story and working style07 / Contact