| Research Clinical validation, traceable evidence, and reproducible analysis. | Engineering Practical pipelines, automation, and tools that keep working after the demo. | Product Interfaces that turn technical work into something people can actually use. |
| SpiroLLM Modeling spirogram time series for clinical reporting, with validation around COPD-related interpretation.     | COPD-Early-Prediction Deep learning for detecting and early predicting chronic obstructive pulmonary disease from spirogram time series.    |
| ScholarMind Academic literature processing for researchers: multi-source integration, deduplication, journal indicators, and abstract screening.   | More Systems Experiments and tools around data workflows, scientific computing, research infrastructure, and useful automation.    |
Build precise tools for difficult questions.
respiratory signals / clinical data / reproducible engineering