Projects
Research Prototypes & Systems
A collection of research prototypes, course projects, and personal tools, with the focus kept on the problem, approach, and outcome rather than the imagery.
2026Course project
Food-delivery ranking cannot focus on clicks or conversions alone; it must also account for merchant exposure, fairness, delivery time, supply stability, and courier workload.
A recommendation and fulfillment simulator that jointly models users, merchants, couriers, and platform constraints.
- Python
- Pandas
- scikit-learn
- LightGBM
- Streamlit
- Plotly
- pytest
View approach and outcome ↗2026Research and course project
Geometry reasoning traces from multimodal models are often difficult to execute or verify, while visual sketches remain loosely connected to the accompanying text.
A prototype that turns structured geometry and drawing actions into verifiable, editable SVG scratchpads.
- Python
- SVG
- pytest
- OpenAI-compatible APIs
View approach and outcome ↗2026Research & implementation
Dataset descriptions, task boundaries, and potential research gaps are scattered across papers. Keyword search also offers little help when reasoning from a dataset back to a viable research question.
A research-agent prototype for idea-to-dataset retrieval and dataset-grounded ideation.
- Python
- Sentence-BERT
- Faiss
- RAG
- LLM
View approach and outcome ↗2025Personal project
Using a model from the terminal should support one-off prompts, ongoing conversations, and local history without becoming a heavyweight workflow.
A Rust command-line client with multi-turn conversations, history management, and piped input.
View approach and outcome ↗