wizPulseAI
— BS01AI Working Paper · April 2026

有機開発
Organic Development

Humans and machines, moving as one unit. A methodology for the AI era.

By Bo Sun · BS01AI · Osaka, Japan
Licensed under CC-BY 4.0
01 / Why Organic Development

AI changed the execution layer. The remaining bottleneck is judgment.

Waterfall, Agile — methodologies that answered the questions of an era when AI didn't exist.

Today, code is nearly free to generate. The hard part is deciding what to build, why, and for whom.

Organic Development separates judgment from execution — then binds them again.

02 / Two Kanji
×
Human × Machine
Human (有)"有" is what humans do — judgment, intent, context.
Machine (機)"機" is what machines do — generation, implementation, iteration.

These two, moving as one unit.

03 / Five Principles
— 01
Knowledge-base Driven

Documents are the principal asset; code is the output AI generates from them. 292 documents supported SPF.

— 02
Dialogue, not Commands

Don't command AI — treat it like a sharp new hire. Pass context. Share judgment.

— 03
Explicit Rules

Rules that aren't written down don't exist. Surface the implicit, and neither AI nor humans lose their way.

— 04
Engineering, not Coding

AI replaces coding. What it can't replace: design, trade-offs, and priority judgment.

— 05
Humans Judge, AI Executes— 10% / 90%

Humans focus on 10% — judgment. AI carries 90% — execution. That's the equation that lets one person move 100K lines of code.

04 / Evidence — SPF, 10 months
10
months
100,000
lines of code
292
documents
1
developer

SPF (Single Person Factory) is the empirical test of Organic Development. In 10 months, three products shipped by one person.

AI wrote the code. But what to build, why, and where to cut — I decided.

Past 40, I finally arrived at this method.

05 / Continue, in PDF

This essay is the introduction. The full Working Paper (~4,500 words) is permanently archived on Zenodo.

License CC-BY 4.0 · cite, adapt, commercial use OK
Cite Sun, B. (2026). Organic Development: A Methodology for the AI Era. Zenodo.

Critique, citation, improvement — welcome.