Mary Liu

New York City, NY, United States0

Founder @ Motion | Schwarzman Scholar

AI-native prediction market and developer products entrepreneur. Built Motion Trade to $780+ users in one year; previously scaled developer ecosystems at Celestia Labs and advised early-stage deep-tech founders on go-to-market strategy.

AI Fluency

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Projects

autopredict

Framework for self-improving prediction market trading agents

Built autonomous AI agents in Python that analyze web data, generate trading signals, and iteratively refine their own strategies. Designed for developers building on prediction market protocols.

ai-policy-lab

Multi-agent policy research system built on LangGraph

Produces graduate-level research reports, structured source audits, and normalized public dataset manifests. Demonstrates practical agentic AI architecture for complex information synthesis.

hermes-agent-metaharness

Python meta-harness for Hermes benchmark evaluation

Evaluates and compares benchmark candidates, reads run archives, and automatically tracks the best-performing frontier. Supports deterministic mutation and search over candidates to surface stronger configurations.

Experience

Founder

motionmarkets

Jul 2025 — Present

Data.

Advising

Stealth Startup

May 2024 — Jul 2025 · New York, United States

Advised 10+ clients on GTM motion, companies ranged from Pre-Seed, Seed, and Series A startups. EZKL, Open Gradient, Perpl, and Liquid, among others. Grew to $500k ARR.

Strategy - Business Development

Celestia Labs

Oct 2022 — Apr 2024 · New York, United States

Architected and executed developer ecosystem activation strategy for global infrastructure platform. Managed product solution timelines and technical onboarding for external development teams across block explorers, mempools, fee markets, rollup services, and inference networks. Co-led token launch team managing agreements with market makers, custodians, exchanges, and liquidity providers. Wrote developer onboarding and activation playbooks from scratch.

Investment Associate

Galaxy Digital

Jul 2021 — Aug 2022 · New York City Metropolitan Area

Sourced, conducted technical due diligence, and underwrote investments in venture and hedge funds across multiple sectors and strategies. Built relationships with 100+ founders and technical operators in emerging infrastructure projects. Constructed financial models to monitor portfolio company health. Executed investments end-to-end across twelve venture funds, six market neutral hedge funds, and three fundamental hedge funds.

Education