# Hadi Mulia: research notebook

> AI-assisted research notes about systems, knowledge, design, and governance. Sources and limitations belong to each article.

## Identity and engineering

- [About the author and method](https://hadi.sh/about/)
- [Professional portfolio](https://hadimulia.com/)
- [Research applied to engineering](https://hadimulia.com/thinking)
- [Public artifacts and evidence limits](https://hadimulia.com/evidence)
- [Site information and discovery files](https://hadi.sh/site-info/)

## Research

- [AI, From the Atoms Up](https://hadi.sh/research/ai-stack-model-to-system/): How a trained model becomes a useful product, an agent, and eventually a governed system.
- [Business Shape Morphology](https://hadi.sh/research/business-shape-morphology/): How market gaps call forth company bodies, and why the organs underneath decide the species
- [From A to B](https://hadi.sh/research/from-a-to-b/): How knowledge survives its discoverers, and how it fails its inheritors
- [Functional Anatomy of Systems](https://hadi.sh/research/functional-anatomy-systems/): How complex bodies turn chaos into named responsibility
- [Red Trees](https://hadi.sh/research/red-trees/): How false claims become inherited knowledge, why careful reasoning can defend them, and how systems correct their mistakes
- [Stories and the AT Field](https://hadi.sh/research/stories-and-the-at-field/): Why a lesson can be easier to hear when it happens to someone else
- [All Roads Lead to Rock](https://hadi.sh/research/technology-abstraction-stack/): How physics becomes chips, chips become clouds, and clouds become the software people simply open and use.
- [The Law of the Jungle](https://hadi.sh/research/the-law-of-the-jungle/): Pirates, gangs, states and empires, and why winners suddenly love rules

These are personal research notes, not peer-reviewed scholarship. Research-to-project links are architectural parallels unless explicitly established otherwise.