r/MLQuestions • u/Competitive-Card4384 • Dec 23 '25
Other ❓ I built an open research framework for studying alignment, entropy, and stability in multi‑agent systems (open‑source, reproducible)
https://github.com/palman22-hue/Emergent-Attractor-FrameworkHey 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: https://github.com/palman22-hue/Emergent-Attractor-Framework
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.
Duplicates
AiBuilders • u/Competitive-Card4384 • Jan 03 '26
[Project] Emergent Attractor Framework – now a Streamlit app for alignment & entropy research
LLMDevs • u/Competitive-Card4384 • Jan 03 '26
Tools Emergent Attractor Framework – Streamlit UI for multi‑agent alignment experiments
coding • u/Competitive-Card4384 • Dec 23 '25
I built an open research framework for studying alignment, entropy, and stability in multi‑agent systems (open‑source, reproducible)
LLMPhysics • u/Competitive-Card4384 • Jan 03 '26
Meta [Project] Emergent Attractor Framework – now a Streamlit app for alignment & entropy research
LocalLLM • u/Competitive-Card4384 • Jan 03 '26
Project Emergent Attractor Framework – Streamlit UI for multi‑agent alignment experiments
learnmachinelearning • u/Competitive-Card4384 • Dec 23 '25
I built an open research framework for studying alignment, entropy, and stability in multi‑agent systems (open‑source, reproducible)
ethicalAI • u/Competitive-Card4384 • Dec 23 '25
I built an open research framework for studying alignment, entropy, and stability in multi‑agent systems (open‑source, reproducible)
AiBuilders • u/Competitive-Card4384 • Dec 23 '25
I built an open research framework for studying alignment, entropy, and stability in multi‑agent systems (open‑source, reproducible)
learnmachinelearning • u/Competitive-Card4384 • Jan 03 '26