Product Discovery & Requirements Shaping
Client work · Delivered
Structured an unclear product problem into scope, requirements, priorities and a validation path, delivering decision material before implementation.
Independent Software Engineer · Technical Partner
When the problem is unclear or an existing system is hard to change, I help investigate, shape requirements and carry the work into implementation and validation.
Discuss a problemStage 1 of 3: Unclear
System & workflow investigation
Product / problem framing
Requirements & prioritization
Experiments & validation
Frontend & backend delivery
Release & operations
Client work · Delivered
Structured an unclear product problem into scope, requirements, priorities and a validation path, delivering decision material before implementation.
Professional work · Shipped
Implemented API-connected UI changes with testing and release support while preserving existing behavior in a running product.
Client work · Delivered
Structured operational and technology needs into priorities and a roadmap proposal, connecting the starting work to measurement and decision points.
Client work · In progress
Reviewed the running system and defined an evaluation frame.
Client-specific details remain confidential.
Independent project · Discovery
Defined the discovery scope and a validation path.
Professional work · Shipped
Implemented search and data-source integrations; investigated performance, bugs and logs in production.
The wider product context of the modernization case study.
Earlier research and web application work led into production product engineering. My current independent work focuses on system investigation, product framing and discovery.
Current
Software Engineer · Technical Partner
Client work reviewing an existing financial-operations system and defining an evaluation frame, alongside independent product discovery into digital firefighter training.
2024–2026
Software Engineer
Enterprise-search implementation, production investigation and release support. Contributed to RAG validation, code review, pair programming and technical training.
2022–2024
Software Engineer Intern
Shipped web application features across UI implementation, API integration and testing in an agile development cycle.
2020–2022
Machine Learning Intern
Ran data analysis and model experiments, including image and video analysis, with model evaluation and experimental documentation.
Trace the workflow, architecture, data, users, and operating constraints first.
Separate the business problem, user problem, system constraint, and implementation choice.
Prefer changes that can be tested, observed, rolled back, and learned from.
Keio University · 2024
Faculty of Environment and Information Studies
Tell me what is happening, what is unclear, and what outcome matters.
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