Projects

Mostly personal projects, some client work.

Featured

• Kronos on the NIFTY50

  2026 · Quantitative ML

  Four pre-registered rounds. No tradeable edge on Indian stocks after fees and tax.

  Python, PyTorch, Hugging Face Transformers, qlib, NumPy, pandas, Parquet, Fama–MacBeth regression, Causal PCA, Newey–West standard errors, Block bootstrap, Apple Silicon (MPS)

• AI Publishing Platform

  2026 – ongoing · AI layer, end to end · Production AI

  Image selection, brand-guideline edits, and media search: the AI layer I built for a print publishing platform.

  Python, FastAPI, Pydantic, PostgreSQL, Azure, React, TypeScript, LLM tool-calling, Headless browser rendering, CI/CD

• AlphaZero for 2048

  2026 · Reinforcement Learning

  Self-play only, no hand-coded evaluation. About 28% of late-stage games reach 2048.

  Python, PyTorch, MCTS, ResNet, Mixed precision (AMP)

• Client Sites on Cloudflare

  2024 – ongoing · Design, build, deploy, maintain · Web Engineering

  Five client sites on Cloudflare Pages and Workers. All five still up.

  Astro, Next.js, React, TypeScript, Tailwind CSS, Cloudflare Pages, Cloudflare Workers, R2, D1

More

• YouTube Comment Sentiment Dashboard

  NLP

  Paste a video URL and the comment thread comes back scored — sentiment mix, keyword spikes, and the comments behind each spike.

  TypeScript, React, VADER, YouTube Data API, Cloudflare Pages, Cloudflare Workers

• Product Ingredient Analyzer

  Applied AI

  Photograph an ingredient label, get a plain-language brief. One Cloudflare Worker, no accounts, no stored uploads.

  Cloudflare Workers, Gemini API, JavaScript

• Due-Diligence Agents

  AI Agents

  A LangGraph workflow turns a company name into a brief, with a source document attached to every claim.

  Python, LangGraph, LangChain, Pydantic, RAG, Vector search

Earlier

• News Stance Detection & Briefing Feed

  2022 · NLP

  A transformer told me the news was negative. It was 2022; it was right.

  Python, Flask, HuggingFace Transformers, BeautifulSoup, MongoDB

• FinBERT over EDGAR Filings

  2022 · NLP

  Read every 10-K so I would not have to.

  Python, BeautifulSoup, FinBERT, EDGAR

• Incentive Effects on Crowdworker Output

  2021 · Simulation & Statistics

  Turns out people work harder for money. Peer review pending.

  MTurk, JMP, Excel

• Muon Mass from a Monte Carlo Estimator

  2020 · Simulation & Statistics

  40,000 runs and one error bar I still think about.

  Python, NumPy, SciPy, Matplotlib

• Custom Optical Microscope

  2021 · Instrumentation

  Built from off-the-shelf parts and one very patient supervisor.

  Python, OpenCV, CAD