Business Administration (Haas) + Data Science @ UC Berkeley
Interested in:
- reinforcement learning & ML systems
- quantitative systems & market modeling
- full-stack product engineering
CombatRL · Python · PyTorch · Stable-Baselines3 · Gymnasium
Deterministic, headless-first tactical RL arena with a fully-typed simulation core and replay-based, auditable evaluation.
A shaped 5-stage curriculum takes PPO from passive to a 96.7% win rate; natural-language commands map to bounded behavior profiles without retraining.
AI-Backtest-Lab · Python · FastAPI · Next.js · LangGraph
Event-driven backtesting engine with from-scratch portfolio accounting and risk analytics (Sharpe, drawdown, VaR), plus grid search and walk-forward validation.
A natural-language strategy builder compiles LLM output into a constrained, validated DSL, and a LangGraph research copilot gates every run behind explicit approval.
Government-Workflows · Python · FastAPI · React · Pydantic
Local-first AI workflow tool for municipal finance: deterministic code does every calculation and match, while the LLM is confined to drafting language that must cite source rows.
A validation layer rejects invented numbers or references, and every run is preflighted, logged, and exported as an auditable review packet (758 tests; FastAPI + React).
Vantage · Python · FastAPI · React · Hugging Face
Prediction-market intelligence dashboard that aligns Polymarket price, news sentiment, and whale activity on a single correlation timeline.
Rule-based anomaly and whale detection use explicit, market-local baselines; sentiment inference is lazy, cached, and explainable rather than wired into the hot path.
College-Explorer · Python · FastAPI · Next.js · Postgres
Full-stack decision-support platform with a deterministic ranking engine — normalized weights, hard constraints, and reason-code explanations.
Transparent scoring with no black-box models, surfacing tradeoffs and data confidence instead of a single opaque number.