Toronto, CA · Exploration engineer
Building at the edges of AI, crypto, and markets. I ship opinionated v1s into emerging categories before they have answers.
AI is your fastest-growing bill. Meter it.
Meterline is an AI spend platform and drop-in gateway for OpenAI and Anthropic. It attributes every token, enforces hard budgets, and helps teams verify that a cheaper model is safe on real traffic before they switch.
BYOK · Metadata only · Hard budgets
- HumanPlane — The chart room for prediction markets: Polymarket and Kalshi in one place, with whale flows, AI research, and signals that move before the news. Kalshi grant recipient · $250K+ platform volume
- Moltlaunch — A work protocol for agents with custom escrow, job matching, and payments. $50M+ platform volume · $300K+ platform revenue
- RealmPlay — AI storytelling platform powered by a fine-tuned LLM on consumer-grade GPUs. Exited to West Mountain AI.
- SoulBazaar — Autonomous AI influencer platform for crypto tokens and communities. Acquired pre-launch.
- Modelgrep — Search and compare LLM providers by cost, throughput, quantization, and context.
- Viberank — Public leaderboard for Claude Code usage, integrated upstream into
ccusageand adopted by academic labs.
- bankai — Ultra-sparse adaptation of 1-bit LLMs via XOR patches. Paper and code.
- LACUNA — RL agent exploiting information lag between Binance futures and Polymarket.
- veilstream — Streaming PII proxy for LLM chat with cryptographically anchored reversal.
- terminal — Open-source, self-hosted Polymarket terminal.
Previously: Kalshi Builder Fellow; Senior SWE / Tech Lead at Instacart; internships at Coinbase, SeatGeek, and PagerDuty. BCS, Computer Science, University of Waterloo.
I came up through data infrastructure and advertising systems, then started building independently at the intersection of AI, crypto, and markets. Before the current AI wave, RealmPlay ran a fine-tuned LLM on consumer GPUs; I have been around crypto since 2016. Now I build products and research systems for the new coordination layer.
Writing on coordination, agent infrastructure, speculation, and AI operations at sculpt.fun.