Selected work

9-agent crypto quant pipeline. Best signal hit Rank IC 0.0275, but after walk-forward validation and costs it reports alpha_verified=false.

Machine forecast-disagreement study on 397K JKP stock-months. Accounting-only vs market-only Random Forests drove a 1.19%/mo portfolio spread. Won Project Champion.

URECA paper testing Perplexity-built S&P 500 portfolios. The high-risk book returned 31.5% over three months, but the edge came from sector tilts, not stock-picking.

Scores healthcare claims for denial risk before submission. Gemma extracts the fields, XGBoost scores them, a DuckDB knapsack orders the review queue.

Macro-risk dashboard that fuses multi-source indicators onto an interactive globe and fires threshold alerts. React and FastAPI, live on Vercel.

Prediction-market agent where the LLM only labels headline sentiment and Python computes the Bayesian edge versus market price. Paper trading, live demo.

Agent payments and escrow app built at ETH Global. Added Flow, FaceID, pay links, and Arc/Hedera escrow contracts to the fork.

Ingests ARK ETF holdings and SEC 13F filings, flags NEW/EXIT/INCREASE/DECREASE position changes, and warehouses them to Parquet.

Polymarket signal oracle that sells its Bayesian edge for $0.01 USDC per call, settled on Base via x402 and Privy-authorized agents.

Real-time multiplayer trading sim. A Rust SpacetimeDB backend ticks GBM markets every 2s; React Three Fiber renders a walkable 3D city. Launchpad hackathon.

Risk terminal for athlete finances. Forecasts career collapse, contract instability, and retirement liquidity. Built at the Cursor Boston hackathon.

Enriches 801 hospital equipment rows with per-vendor serial decoders, resolving 73% locally and calling OpenAI only on the gaps.

Crypto forecasting study on real Coinbase/Kraken OHLCV. No model beats a persistence baseline on next-day returns; the durable signal is regime clustering (DOGE silhouette 0.625). 23 tests.

NLP fraud classifier on 17,880 EMSCAD job postings. 0.80 precision on the fraud class and 0.66 PR-AUC against a 0.048 base rate. 19 tests.

RAG chatbot over YouTube transcripts. FAISS retrieval feeds Gemini 2.5 Flash, deployed free on Hugging Face Spaces.

Lab pipeline that turns HR .docx files into structured CSV and scrapes public contact emails across a three-notebook workflow.