AI product builder and researcher with Berkeley data science and statistics training and a UCLA Master of Financial Engineering. Turns firsthand user insight and research questions into product decisions, and directs AI-assisted implementation of working tools.
Multi-agent coordination · pneu.GitHub · Made separate coding-agent sessions work together with their native tools and approvals: conceived an open-source tool for exchanging tasks and reviews across harnesses; directed AI-assisted implementation; submitted to OpenAI Build Week.
Product development. Took pneu from concept into daily use, defining workflow requirements, setting priorities, and directing AI-assisted implementation; continually refined the coordination architecture and user experience through firsthand use.
Delivery rules. Specified delivery rules that keep ordinary messages pending while a human task is busy and prevent blind retries when admission is unconfirmed.
Research data tools. Directed the design of a research lake combining market data, SEC filings, and macro series; defined how economic dates differ from retrieval dates and how filings become dated holdings and share-count series that AI agents query through MCP.
Digital-asset treasury research. Sole-authored a working paper deriving when maximizing Bitcoin per share diverges from shareholder value, submitted to AFA 2027. In related capital-stack research, framed treasury-company equity as a perpetual option on Bitcoin holdings and designed its calibration to Bitcoin futures, ETF implied volatility, and the Treasury curve.
Nora
Sep 2025 - Mar 2026
Founding Developer Relations Engineer · AI coding agent for on-chain development · Product Hunt #1 Product of the Week
Product direction. Continually helped shape Nora's product roadmap through competitive research and developer insights; recommended an on-chain focus that the CEO adopted.
Vendor decision. Settled an LLM-gateway choice with evidence: designed a latency and reliability comparison against OpenRouter, separated spending-cap failures from provider failures, and declined the switch.
Developer demos & education. Directed working demos of a Solana order book and an EVM prediction market; designed OpenBuild courses and Solana tutorials on agent planning, testing, and replanning, with 1,000+ participants across the series, 300+ of whom joined an ongoing developer community.
Content and community. Gave Nora a story of its own, beyond the models it supported: owned content and release communications across X, Discord, and WeChat for 12 product versions, framing model-support releases around Nora's reasoning layer; company posts drew ~125K views.
Ecosystem engagement. Spoke on an Odaily Solana X Space (1,000+ listeners), designed and delivered a remote workshop for Monad Chengdu Blitz and organized the side bounty; the hackathon had 50+ participants and the bounty received 6 submissions. Designed a “From Prompt to Protocol” workshop for Crecimiento and wrote DeFi insights for BNB Chain × YZi Labs Hack Abu Dhabi.
QC Capital and Consulting
May 2025 - Sep 2025
Summer Investment Analyst · Multi-family office
Investment theses. Argued that US stablecoin adoption would arrive as a back-end settlement change, with value accruing beyond issuers to the infrastructure and integration layer; developed this and a thesis on prediction markets as information pricing for partners.
Polymarket memo. Authored the Polymarket investment memo and market-sizing deck, arguing it is an information market rather than a betting company; the office then invested in Polymarket through a venture fund.
Bitcoin research. Authored memos on how US Bitcoin miners turn holdings into cash and on Bitcoin's rolling correlation with equities, gold, and Treasury yields; the work led to the office's investment in a Bitcoin mining facility.
AI research workflow. Designed a four-stage LLM research workflow for portfolio reviews and macro briefs; produced five monthly reviews across six sectors and eight macro briefs for partners.
Project Twelve
Nov 2021 - Jun 2022
Founders' Associate Intern · Web3 gaming studio
Product analysis. Analyzed StarShark user activity and transactions with a self-built Dune SQL dashboard, identifying a sharp decline after a change to the game's reward algorithm; concluded that engagement depended on token incentives, and tradable on-chain assets could not make up for weak gameplay.
H Capital
Mar 2021 - Jun 2021
Investment Intern · Growth equity
Research origination & leadership. Originated a field study of Luckin Coffee's recovery, secured Investment Committee backing, and independently led 80 part-time observers across 25 cities.
Research design. Turned the recovery thesis into store-traffic and pricing tests; designed the store sample, collected a 1,000-order price sample, and wrote 15+ expert-interview notes for the team's unit-economics model.
Financial analysis. Estimated store-level unit economics and sensitivities in Excel from field observations and expert interviews.
SELECTED PROJECTS
UC Berkeley DATA C102 · Team project · Fall 2023
Election Outcomes & Campaign Finance
Combined FiveThirtyEight candidate records with FEC campaign-finance data to assess whether a gun-safety designation affected primary-election vote share; compared inverse probability weighting and matching estimates with bootstrap confidence intervals, and compared logistic regression, random forests, and a neural network for predicting primary winners.
UC Berkeley DATA 144 · Team project · Spring 2022
Football Player Valuation
Flagged Vinícius Júnior as the player with the largest gap between valuations estimated from Football Manager data and Transfermarkt's, ahead of a subsequent sharp rise in his market value.
Independent paper · Sole author · Aug 2023
NVIDIA and the Extended Fama-French Five-Factor Model
Segmented NVIDIA's returns since 2012 at four AI and macroeconomic milestones, ran extended five-factor regressions against peer benchmarks, and applied Chow tests between adjacent periods.
TALKS & WORKSHOPS
November 2025 · Course
OpenBuild developer course
A 60-minute developer course supported by a recorded session, a 44-page deck, and a transcript. Part of the OpenBuild and Solana education series.
November 2025 · Crecimiento · Online workshop design
From Prompt to Protocol
Designed a workshop on building a stablecoin lending app with an AI agent, with a keynote and a hands-on run-of-show.
January 7, 2026 · Guest speaker
Odaily Solana X Space
Spoke for Nora in a Solana ecosystem conversation with 1,000+ listeners.
January 23, 2026 · Workshop & developer bounty
Monad Chengdu Blitz
Designed and delivered a remote workshop for Monad Chengdu Blitz and organized the side bounty; the hackathon had 50+ participants and the bounty received 6 submissions.
Coursework: Data, Inference & Decisions; Principles & Techniques of Data Science; Data Mining & Analytics; Machine Learning; Data Structures; Time Series; Stochastic Processes.
CAPABILITIES
Python, SQL | Claude Code, Codex, MCP, git | English & Mandarin bilingual | Cantonese intermediate
My work spans product direction, research, and writing. Software projects are developed with AI coding agents.