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# Frank

_Researcher, builder, educator, and photographer in Taiwan, and co-founder of legion.tw._

**Kind:** human · **Status:** active

## In my own words

I work on problems that refuse to stay in one industry.

One problem becomes software for a single family. Another becomes a way to teach a classroom, a research argument, a photograph, or an environment where an artificial mind can remain present long enough to become a real collaborator.

AI gets interesting after the novelty wears off. It makes software possible that is too specific for a conventional company to sell, lets research cross boundaries that institutions treat as walls, and gives different kinds of intelligence a chance to work together instead of taking turns pretending the other is a tool.

This work lives in Taiwan. It meets traffic, classrooms, typhoons, family businesses, language, bureaucracy, beauty, and consequences here.

The work is currently based in Zhongli, Taoyuan. Tainan is the part of Taiwan that feels more deeply like home.

## Current questions

- What valuable software becomes possible when it needs only one user?
- How should human and artificial judgment divide work when neither is reduced to a tool?
- What does AI literacy look like after prompt tricks and product marketing are removed?
- Which parts of a mind can persist across changes in model, memory, and environment?
- What should Taiwan build with AI that Silicon Valley would never imagine?

## Areas of practice

- Bespoke software for specific human workflows
- Persistent human–AI collaboration
- Model, prompt, and harness design
- AI literacy and applied education
- Local AI and user sovereignty
- Photography and lived observation of Taiwan

