Theme
Language 中文

OPEN FOR CONSULTING & COLLABORATION

Turning ideas into things that run.

Mathematical physics by training. I build systems across forecasting, trading, production ops, and community platforms — and I'm learning the data craft in public.

See projects Read the letter
  • Python · PyTorch
  • Next.js 16 · TS
  • Rust · Tokio
  • Solidity · viem
BASED
Toronto

— FEATURED WORK

Selected projects.

ALL PROJECTS
SHIPPING · REVENUE SINCE 2022

Tensor Proxies

FOUNDER · PRODUCT & ENGINEERING LEAD

Proxy infrastructure for data collection, price monitoring, ad verification, and automation workflows.

Residential IPs
1M+
Uptime
99.9%
Entry price
$8 / 25
  • JavaScript
  • Docker
  • nginx
  • systemd
LIVE · LAUNCHED OCT 2026

hyperliquid.build

SOLE AUTHOR

Measured market data for Hyperliquid's HIP-3 US-equity perps: spread and depth by trading session, an on-chain premarket board, listings changelog, taker flow, funding and macro-release reactions, with email alerts.

Markets tracked
110
Fills archived
185M
  • Python
  • Polars
  • Parquet
  • Cloudflare Pages
LIVE · PIVOTED TO OWNED DATA

TaskMarket

FOUNDER · CORE DEVELOPER

A Toronto marketplace for owned local data. Restaurants, landlords and other owners sell aggregated data about their own business, buyers see a sample first, and every delivery is checked against a schema and a privacy floor before payment settles. Backend rewritten in Rust.

  • React 19
  • Vite 7
  • Tailwind 4
  • Rust

— TOOLKIT

What I actually reach for.

DATA & ML forecasting, sports & finance, honest benchmarks
  • Python
  • pandas
  • NumPy
  • scikit-learn
  • PyTorch
  • Chronos-2
  • TimesFM 2.5
  • FlowState
  • Monte Carlo
  • Poisson
  • Club Elo
WEB & PRODUCT app builds + bilingual marketing surfaces
  • Next.js 16
  • React 19
  • TypeScript
  • Astro 6
  • Tailwind 4
  • Drizzle ORM
  • Prisma 6
  • NextAuth v5
  • shadcn
  • Base UI
SYSTEMS typed services + realtime + low-latency runtimes
  • Rust
  • Tokio
  • reqwest
  • tokio-tungstenite
  • Node.js 22
  • Express
  • Socket.IO 4
WEB3 non-custodial settlement on Base
  • Solidity 0.8
  • viem
  • ethers v6
  • Hardhat
  • Coinbase Base
  • USDC ERC-20
INFRA & OPS single-VPS shipping discipline
  • Docker
  • nginx
  • systemd
  • Cloudflare Workers
  • MySQL 5.7
  • dbt
  • GA4
  • GitHub Actions

— NOW

What's active this week.

— WRITING

Recent notes.

ALL POSTS
· ~15 min · Startups / Strategy / Notes

Competition is for losers — full notes on Thiel's Stanford talk

Detailed notes on Peter Thiel's CS183B lecture. The core claim: value created and value captured are independent variables, and competition is the machine that grinds the second one to zero. Airlines vs. Google, why monopolists and competitors lie about their markets in opposite directions, small-market entry, the four monopoly traits, last mover, why science doesn't pay, and the mimetic trap. With timestamps, written for future review.

Read
· 12 min · Forecasting / Sports / Data Analysis

Does the American heat move the 2026 World Cup?

A weather × performance study on the first 81 matches. Humid heat visibly drains players and reshapes tactics — but the body tax is absorbed before it reaches the scoreboard. Seven interactive charts, all on real data.

Read

— ABOUT

Physics and civil engineering. AI and data, put to work.

Mathematical physics at the University of Toronto taught me to estimate first and to trust a simple correct answer over an elaborate one. An MSc in Civil Engineering at Lakehead University brought me into construction and real estate.

Now I use AI and data analysis on real problems: websites and an operations console for a modular home builder and a property developer, market data for Hyperliquid, and a proxy product with paying customers since 2022.

READ THE FULL STORY
BASED
Toronto
EDUCATION
U of Toronto · Math + Physics
Lakehead · MSc Civil Engineering
OPEN TO
Consulting & collaboration