{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T15:25:16Z","timestamp":1776785116240,"version":"3.51.2"},"reference-count":35,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,4,22]],"date-time":"2025-04-22T00:00:00Z","timestamp":1745280000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,4,22]],"date-time":"2025-04-22T00:00:00Z","timestamp":1745280000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,4,22]]},"DOI":"10.1109\/educon62633.2025.11016653","type":"proceedings-article","created":{"date-parts":[[2025,6,3]],"date-time":"2025-06-03T17:42:47Z","timestamp":1748972567000},"page":"1-10","source":"Crossref","is-referenced-by-count":4,"title":["Harnessing Multi-Agent LLMs for Complex Engineering Problem-Solving: A Framework for Senior Design Projects"],"prefix":"10.1109","author":[{"given":"Abdullah","family":"Mushtaq","sequence":"first","affiliation":[{"name":"Information Technology University,Department of Computer Science,Lahore,Pakistan"}]},{"given":"Rafay","family":"Naeem","sequence":"additional","affiliation":[{"name":"Information Technology University,Department of Computer Science,Lahore,Pakistan"}]},{"given":"Ibrahim","family":"Ghaznavi","sequence":"additional","affiliation":[{"name":"Information Technology University,Department of Computer Science,Lahore,Pakistan"}]},{"given":"Imran","family":"Taj","sequence":"additional","affiliation":[{"name":"College of Interdisciplinary Studies, Zayed University,Abu Dhabi,UAE"}]},{"given":"Imran","family":"Hashmi","sequence":"additional","affiliation":[{"name":"University of Oxford,Department of Computer Science,Oxford,UK"}]},{"given":"Junaid","family":"Qadir","sequence":"additional","affiliation":[{"name":"Qatar University,Department of Computer Science and Engineering,Doha,Qatar"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/EDUCON52537.2022.9766721"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/FIE44824.2020.9274067"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/educsci10090236"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/EDUCON54358.2023.10125121"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1002\/jee.20537"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.7771\/1932-6246.1118"},{"key":"ref7","first-page":"24","article-title":"Definitions, traditions, and a general frame-work for understanding complex problem solving","volume-title":"Complex problem solving: The European perspective","author":"Frensch","year":"1995"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1002\/pfi.4170300510"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.5860\/choice.42-1645"},{"key":"ref10","volume-title":"An introduction to multiagent systems","author":"Wooldridge","year":"2009"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-024-02287-0"},{"key":"ref12","volume-title":"The Difference: How the Power of Diversity Creates Better Groups, Firms, Schools, and Societies","year":"2007"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(91)90036-j"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/s11704-024-40231-1"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2024\/890"},{"key":"ref16","first-page":"51991","article-title":"Camel: Communicative agents for \u201cmind\u2019\u201d exploration of large language model society","volume":"36","author":"Li","year":"2023","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref17","article-title":"Megaagent: A practical framework for autonomous cooperation in large-scale LLM agent systems","author":"Wang","year":"2024","journal-title":"arXiv preprint"},{"key":"ref18","article-title":"Unleashing the emergent cognitive synergy in large language models: A task-solving agent through multi-persona self-collaboration","author":"Wang","year":"2023","journal-title":"arXiv preprint"},{"key":"ref19","volume-title":"Crew.ai: An open-source multi-agent orchestration frame-work","author":"Moura","year":"2024"},{"key":"ref20","volume-title":"OpenAI"},{"key":"ref21","volume-title":"CamelAI-Documentation"},{"key":"ref22","volume-title":"Using tree-of-thought prompting to boost chatgpt\u2019s reasoning","author":"Hulbert","year":"2023"},{"key":"ref23","volume-title":"Prompt Engineering Guide","author":"Saravia","year":"2022"},{"key":"ref24","volume-title":"Home - Information Technology University - itu.edu.pk","year":"2025"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.5054\/tq.2011.244483"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.4324\/9781315836010"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.21236\/ada006655"},{"key":"ref28","article-title":"The prompt report: A systematic survey of prompting techniques","author":"Schulhoff","year":"2024","journal-title":"arXiv preprint"},{"key":"ref29","article-title":"Mrkl systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning","author":"Karpas","year":"2022","journal-title":"arXiv preprint"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.59287\/icaens.1127"},{"key":"ref31","article-title":"AutoGen: Enabling next-gen LLM applications via multi-agent conversation framework","author":"Wu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref32","article-title":"ReAct: Synergizing reasoning and acting in language models","author":"Yao","year":"2022","journal-title":"arXiv preprint"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TTS.2024.3408085"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.18260\/1-2--34923"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1080\/2331186X.2024.2397200"}],"event":{"name":"2025 IEEE Global Engineering Education Conference (EDUCON)","location":"London, United Kingdom","start":{"date-parts":[[2025,4,22]]},"end":{"date-parts":[[2025,4,25]]}},"container-title":["2025 IEEE Global Engineering Education Conference (EDUCON)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11016265\/11016287\/11016653.pdf?arnumber=11016653","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,4]],"date-time":"2025-06-04T05:13:11Z","timestamp":1749013991000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11016653\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,22]]},"references-count":35,"URL":"https:\/\/doi.org\/10.1109\/educon62633.2025.11016653","relation":{},"subject":[],"published":{"date-parts":[[2025,4,22]]}}}