Learning Companion Agent
Use a working prototype to validate learning guidance, textbook tools, memory, and agent behavior limits
2025—present
Selected work
Product experiments and independent builds beyond my shipped work — how I turn a question into a working prototype, then keep testing the product judgment and its technical limits.
05 projectsOpen a card to see the validation process, technical limits, and current results
English Essay Review
Close handwritten OCR, sentence-level feedback, teacher review, and score validation into one traceable teaching workflow
AI Homework Grading Workflow
First restore a multi-page paper into a reliable question structure, then generate marking, explanation, and knowledge-point diagnosis item by item
Outer Wilds–Themed New Tab
Turn affection for a game into a browser experience that can be published and kept improving
Rhythm & Routine
Organize long-term goals, real schedules, and execution feedback into a personal agent that can keep correcting itself