I’m a writer, lateral thinker, and high-agency builder who chose Product as my vocation while studying at the University of Southern California. 5+ years of Product experience later and I continue to be energized by learning new domains, solving complex problems, and turning ideas into finished products.

Here's some of my recent work below. If something catches your attention, please feel free to reach out!

Check out my bookshelf.

Selected projects

LoopedBankingAgent development-set resultsMean task reward: no harness, 0.200; model-authored rules, 0.333; rules plus step budget, 0.400. Ten tasks with three trials each. Transfer to unseen tasks remains unresolved.Development-set resultsMean task rewardNo harness0.200Model-authored rules0.333Rules + step budget0.40010 tasks × 3 trialsTransfer remains unresolved
AI evaluationResearch

Looped Banking Agent

AI-written procedures improved banking agents in development tests. Transfer to new tasks remains unresolved.

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Two amber electricity transmission towers connected by power lines.
Energy marketsPrototype

GridLedger

Turns electricity prices into battery revenue estimates and risk memos. A single-asset prototype.

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