Portfolio
A collection of AI-assisted, human-directed development projects, operational systems, and business automations.
Process
I start with the actual workflow, constraints, and business objective before choosing the technology. AI accelerates implementation, debugging, and iteration, while architecture, workflow decisions, testing, and final validation remain human-directed.
01 · Understand
Identify the business problem, current process, users, constraints, and desired outcome.
02 · Design
Map the data flow, responsibilities, integrations, decision points, and human review requirements.
03 · Build
Use AI to accelerate implementation, debugging, refactoring, documentation, and iteration.
04 · Validate
Review the workflow manually, test edge cases, verify permissions, and confirm the system behaves as intended.
05 · Refine
Launch the working system, inspect real behavior, and improve the product based on practical use.
Work together
I design practical software systems and business automations around real operational needs, from workflow mapping and architecture through implementation, testing, and deployment.