01AI REVIEW SYSTEM
Research Deliberation
An AI pre-review system that helps researchers expose weak assumptions before they become research designs.
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AI for you
Huidong Lin
I build AI to help peoplethink better,work together,and be understood.
I have worked across public, commercial, and nonprofit settings, learning how different institutions define problems, make decisions, and act under uncertainty. What drew me to AI was not the technology itself, but the possibility of building tools that sharpen judgment, deepen collaboration, and remember what matters.
Selected Work
02SHARED WORKSPACE
SharedGround
A shared task environment where people and AI agents can observe, decide, and act without waiting for turns.
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03PERSONAL AI SYSTEM
Afu OS
A personal operating system for AI — shared memory, operating rules, and project context that help different agents understand the same person over time.
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04INTERACTIVE WEB ART
Magpie Bridge
A camera-led browser experience where a wave summons magpies, a bridge forms, and two figures meet across the Milky Way.
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Latest Notes
The Tragedy of the Cognitive Commons. How AI Disrupts the Regeneration of Expertise
Every firm can rationally automate junior work and plan to hire experienced people later. Collectively, that strategy consumes the shared pool of experts that AI systems still depend on for substantive validation.
The Case of the Speluncean Explorers
Lon Fuller's fictional legal case is unsettling because several coherent principles produce incompatible judgments. It offers a useful lesson for any decision where more analysis cannot remove the need to choose a value and bear its cost.
Workslop. When AI Creates More Work Instead of Better Work
AI lowers the cost of producing a memo, report, or message, but it does not lower the cost of deciding whether that output deserves attention. Cheap generation can save the sender ten minutes and create hours of review for everyone else.