Independent Research · Vancouver, Canada

Research on human-led AI and the governance of long-horizon creative work.

As AI becomes better at generating things, a quieter problem grows underneath: keeping a long-horizon idea continuous, governed, and unmistakably one's own.

Code 604 Research is the independent practice of Jeff HC Chung. It studies how a human can stay the explicit governor of an idea's evolution while using AI as a substrate — and translates that study into a working concept called Magic Box.

Research

Papers & records

The research line begins from a single claim: continuity is not a storage problem but a governance problem, and memory alone does not produce decision continuity. Each record below is published openly on Zenodo, with a permanent DOI, as a timestamped contribution open to critique.

Research Paper

Trinity OS

Anchored Cognition and Floating Memory for Human–AI Symbiosis. A framework for an externalized, human-governed layer above general-purpose AI substrates — with a 2026 addendum on the evolving landscape.

Read on Zenodo → DOI: 10.5281/zenodo.20334080
Concept Introduction

Magic Box — Official Introduction

The first official articulation of Magic Box: an externalized, human-led AI conceptualization workspace for long-horizon projects, and the reasoning behind it — including the Vanilla Effect.

Read on Zenodo → DOI: 10.5281/zenodo.20369194

Case studies are released as an ongoing series on the blog.

The Concept

Magic Box

An externalized, human-led AI conceptualization workspace for long-horizon projects — for creators, independent researchers, and developers.

Magic Box is not another chatbot, and not a more capable notes application. It is a workspace where a human seed is developed into usable assets, where each asset stays a candidate until a human decision, and where those decisions are preserved as a durable, inspectable lineage — so a project does not drift, and a direction once rejected does not quietly return.

It is a deliberate counter-position: a bet on preserved, governed, individual originality rather than on the inferential average of a model. The dominant lane offers everyone the same flavor and calls it fairness. Magic Box exists so that a creator can keep their own.

Magic Box is currently at the concept and prototype stage. The full introduction is available as a research record above.

Book

실패를 설계하다 (Designing Failure)

A book by 정건강 (Jeff HC Chung), published through Code 604 Research Publications in 2026. A reflective volume on intentionality, manual control over automation, and building systems that preserve one's own point of view — the narrative companion to the research line above.

View on Kyobo Book → Registered with an ISBN · Korean
About

Code 604 Research

Code 604 Research is the independent research and publishing practice of Jeff HC Chung, based in Vancouver, Canada. Its work sits at the intersection of design, cognition, and artificial intelligence — with a particular focus on how individual human originality can be preserved as AI systems become more capable.

The work is published openly. Each research record is offered not as a final claim but as a timestamped contribution, open to critique, falsification, and further development.

Contact

Get in touch

For research correspondence, collaboration, or questions about Magic Box — independent creators, researchers, and developers are especially welcome to write.

jeffchung314@gmail.com