At BILIN, I work on WonderCall, an AI platform for businesses, and review and approve the team’s pull requests, especially where agents take action. I built an answer-keyed test corpus from contracts, tables, images, and voice messages to check whether agents find the right answer rather than merely a plausible one.
I also build products independently, including Umbra, which creates websites and reviews code with agents and independent checks. For Pool Forge, I developed Daybreak, a trading system that uses real capital across Solana spot, futures, and liquidity pools, with defined loss limits and strategy testing.

