Vesyra Studios Applied AI Lab
Project library

Explore the builds

Each project is a full working system with its own data, pipeline and interface. Open one and click through it the way you would any production tool.

Live Healthcare AI · XAI

Knowledge Graph–Driven Explainable AI for Prior Authorization

An end-to-end pipeline that automates US healthcare prior-authorization review — hybrid retrieval over de-identified patient notes and payer policies, deterministic rule scoring across twelve clinical features, and a grounded LLM explanation that cites every source chunk.

RAG MongoDB Atlas Gemini Knowledge Graph Multi-Agent HIPAA De-ID
98 patient notes 60 guidelines 1,522 chunks
Enter project
In development Medical Imaging · XAI

Grad-CAM Diagnostics for Clinical Imaging

A vision pipeline pairing CNN classification with Grad-CAM and Integrated Gradients, so every prediction ships with the region of the image that drove it — and a faithfulness check on whether that attribution actually holds.

PyTorch Grad-CAM Integrated Gradients
Coming soon
Not yet available
In development Tabular ML · Interpretability

Counterfactual Explanations for Credit Decisions

A tabular decisioning model wrapped in SHAP, anchors and counterfactual search — answering not just "why was this declined" but "what is the smallest change that would flip it".

SHAP XGBoost Counterfactuals Fairness
Coming soon
Not yet available