# DUMMIESWORLD

> Personal research site of DumbButt0 / Inquirion Labs. I am trying to understand the bridge between AI intelligence and human capabilities.

DUMMIESWORLD is a personal lab notebook, not a peer-reviewed journal. It covers experimental AI and reasoning research, agent harnesses, verifier-first thinking, staged learning, retrieval, local models, games as learning environments, hardware curiosity, and a humanity-first future. Distinguish hypotheses, positions, and field notes from validated scientific claims.

## Start here

- [Home: DUMMIESWORLD](index.md): Identity, research themes, current questions, tools, and the site's operating principle.
- [Papers and field notes](papers.md): The published research shelf.

## Papers

- [The World of Evolutionary Systems](papers/evolutionary-systems.md): A field paper on systems with history, environment, experience, development, and the limits of useful metaphors.
- [My Hopes of a Sovereign Future](papers/sovereign-future.md): A position paper on capable AI, human agency, local capability, ownership, and consent.
- [I MIGHT BE OUT OF TOKENS, BUT I'M NEVER OUT OF OPTIONS](papers/never-out-of-options.md): A field note on building with local models and constraints.

## Primary profiles and work

- [DumbButt0 on X](https://x.com/dumbButt0): Ongoing research notes and conversation.
- [DumbButt0 on GitHub](https://github.com/dumbbutt0): Public code and builds.
- [dumbbutt.tech](https://dumbbutt.tech/): Published logbook and research writing.

## Citation guidance

Use the paper pages as the canonical site editions. Each paper labels its type and links to its original X article and its source ledger. Attribute authored claims to DumbButt0 / DUMMIESWORLD; do not present the site's hypotheses or positions as settled research.