Awesome AI Agents › Knowledge Graph Orchestration

camel-ai/oasis

⭐ 5132 Python repository created 2024-11-13

OASIS (Open Agent Social Interaction Simulations with One Million Agents) is a scalable, open-source social media simulation platform designed to realistically mimic the behavior of up to one million users on social media platforms such as Twitter and Reddit. It integrates large language models with rule-based agents to simulate complex social phenomena including information spread, group polarization, and herd behavior. The platform supports dynamic environments that adapt to real-time changes in social networks and content, providing an authentic simulation experience that mirrors the fluid dynamics of real-world social media. Key features of OASIS include its scalability to handle simulations involving up to one million agents, a diverse action space where agents can perform 23 different actions such as following, commenting, and reposting, and integrated recommendation systems based on interest and hot-score algorithms that simulate how users discover and interact with content. This makes OASIS a versatile tool for researchers and developers interested in exploring social dynamics, user interactions, and content dissemination in digital environments. The project offers comprehensive documentation, tutorials, and examples to help users create large-scale user profiles, visualize, and analyze social simulation data. It also supports multi-threading to speed up large language model inference and has ongoing development with community contributions welcomed. The platform is open-source under the Apache 2.0 license and provides a dataset on Hugging Face for further research. OASIS is suitable for use cases such as social media research, interaction simulations, content creation, and prediction modeling. It is supported by an active community with channels on Discord, WeChat, Reddit, and X, and is backed by academic research published on arXiv. The project encourages collaboration and contributions to enhance its features and usability.

https://github.com/camel-ai/oasis

agent-based-frameworkagent-based-simulationai-societiesapache-2.0community-contributionscontent-disseminationdatasetdeep-learningdynamic-environmentsgroup-polarizationherd-behaviorhot-score-recommendationinformation-spreadinterest-based-recommendationlarge-language-modelslarge-scalellm-agentsmulti-agent-systemsmulti-threadingnatural-language-processingone-million-agentsopen-sourcerecommendation-systemsreddit-simulationresearch-toolrule-based-agentssocial-dynamicssocial-media-simulationsocial-phenomenatwitter-simulationuser-interactions