Editing Multi-agent system (section)

== Frameworks ==

Frameworks have emerged that implement common standards (such as the [[Foundation for Intelligent Physical Agents|FIPA]] and [[Object Management Group|OMG]] MASIF standards).<ref>{{Cite web|url=https://www.omg.org/cgi-bin/doc?orbos/97-10-05|title=OMG Document – orbos/97-10-05 (Update of Revised MAF Submission)|website=www.omg.org|access-date=2019-02-19}}</ref> These frameworks e.g. [[Java Agent Development Framework|JADE]], save time and aid in the standardization of MAS development.<ref name=DF_1>{{cite web |first1=Salman |last1=Ahmed  |first2=Mohd N. |last2=Karsiti |first3=Herman |last3=Agustiawan |title=A development framework for collaborative robots using feedback control| url=https://www.researchgate.net/publication/238431442| year=2007| access-date=8 January 2024}}</ref>

Currently though, no standard is actively maintained from FIPA or OMG. Efforts for further development of software agents in industrial context are carried out in [[Institute of Electrical and Electronics Engineers|IEEE]] IES technical committee on Industrial Agents.<ref>{{Cite web|url=https://tcia.ieee-ies.org/|title=IEEE IES Technical Committee on Industrial Agents (TC-IA)|website=tcia.ieee-ies.org|access-date=2019-02-19}}</ref>

With advancements in [[large language model]]s (LLMs) such as [[ChatGPT]], LLM-based multi-agent frameworks, such as [[Apache Camel|CAMEL]],<ref name="camel2023">{{Cite web |title=CAMEL: Finding the Scaling Law of Agents. The first and the best multi-agent framework. |url=https://github.com/camel-ai/camel/ |website=[[GitHub]]}}</ref><ref name="li2023" /> have emerged as a new paradigm for developing multi-agent applications.