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Anqi Peter Li
Researcher · Alignment & Societal

Anqi Peter Li

Research Assistant at Stanford; Research Affiliate at MIT and MIT CSAIL; and Research Intern at UC Santa Cruz. Former Palantir Fellow, and previously at Moonshot (YC S26), where I built 24/7 proactive intelligence systems and worked on small language models, as well as at HUB International and Mangusta Capital.

Focus areas

Research

Ask Before You AnswerOn when a model should abstain rather than answer. Under review · NeurIPS
Activation-Space Order-Swap Geometry: A Site-Asymmetry AuditA no-fit audit for separating site effects from genuine interaction in activation-space order swaps. Under review · NeurReps Proceedings Track
PI-LNOSolving the high-dimensional equilibrium models at the heart of modern macroeconomics. Accepted · ICML 2026 SPIGM
PI-LNO follow-upExtending PI-LNO to longer horizons and broader settings. In submission · AAAI, ICLR