project index
Three portfolio projects share one product-style interface: real backend calls, visible pipeline steps, intermediate outputs, final results, and clear limitations.
Featured systems
3
agent, reasoning, prediction
Backend
FastAPI
wraps original project code
Demo data
real
models or original artifacts
AI Agent System
An LLM-driven roster recommendation and scouting workflow built around team need diagnosis, player strength vectors, and fit ranking.
Original tools
A-C
need, strength, ranking
Recorded pool
236
eligible players in notebook
Mode
CSV-gated
live with NBA_DATA_PATH
Reasoning System
A CURE-Bench Plan-Act-Verify system that uses a model planner, biomedical tools, curated Tool Facts, and a final answer pass.
Published acc.
0.69564
fine-tuned GPT-4.1 + tools
Passes
2
plan then answer/verify
Tool families
6
FDA, DailyMed, RxNav, more
Predictive Model
A backend-wrapped Streamlit project that loads the original saved model artifacts and returns annual cost predictions with uncertainty and feature drivers.
Inputs
6
age, BMI, children, sex, region, smoker
Best model R2
0.846
XGBoost comparison metric
Backend
FastAPI
wraps original shared.py