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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Latest Notes
Build a Local AI Job Hunter with Markdown and an Agent
A practical, copy-pasteable system for turning each job description into a structured fit decision, a tailored resume draft, interview preparation, and an application record—without a database or an automated application bot.
The List
Frontier models are no longer released as ordinary products. Access is increasingly granted through government-reviewed lists — and when access itself creates economic advantage, the rules for handing out the keys must be transparent and open to scrutiny.
You're not using AI. You're organizing it.
The default metaphor for AI is a tool — you pick it up, use it, put it down. But that breaks when you're coordinating multiple agents across days, each with different context, and the real work is keeping state coherent between them. At some point you stop being a user and start being an organizer.