Hey everyone,

Over the past weeks I’ve been building an open‑source research framework that models alignment, entropy evolution, and stability in multi‑agent systems. I structured it as a fully reproducible research lab, with simulations, theory, documentation, and visual outputs all integrated.

The framework includes:

Two core experiments: voluntary alignment vs forced uniformity

Entropy tracking, PCA visualizations, and CLI output

A complete theoretical foundation (definitions → lemmas → theorem → full paper)

A hybrid license (GPLv3 for code, CC‑BY 4.0 / CC0 for docs) to keep it open while preventing black‑box enclosure

Clear documentation, diagrams, and reproducible run folders

GitHub repo:

I’m sharing this to get feedback, criticism, ideas for extensions, or potential collaborations. If anyone is interested in expanding the experiments, formalizing the theory further, or applying the framework to other domains, I’d love to hear your thoughts.

Thanks for taking a look.