SOMAS
Visit ToolSOMAS is an AI Agents & Automation tool that provides a trusted human-multi-agent reinforcement learning interaction framework. It combines vision-language models and reinforcement learning for crisis response.
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SOMAS is an AI Agents & Automation tool that provides a trusted human-multi-agent reinforcement learning interaction framework. It combines vision-language models and reinforcement learning for crisis response.
Trending
About
SOMAS implements a Multi-Agent System (MAS) framework specifically designed for human-machine collaborative crisis response. It leverages vision-language models (VL) and reinforcement learning (RL) to significantly enhance safety and reliability in critical situations. The framework features real-time task execution with modular task chains, built-in safety rules, and human oversight. It also includes a simulation training system with an experience replay library for risk prediction and optimization, alongside a dynamic trust mechanism that balances task utility and safety constraints through RL. SOMAS offers a dual-mode architecture for online execution and offline simulation, and has developed the first fine-tuned safe LLM and training dataset for emergency scenarios, demonstrating improved helpfulness and reduced risk response rates.
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Pricing & Plans
Open Source
Free
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