We welcome both short papers (up to 4 pages) and long papers (up to 8 pages) following the AAAI template. Submissions may include recently published work, under-review papers, work in progress, and position papers. All submissions will undergo peer review through a double-blind process. While workshop publication is non-archival, accepted papers will be featured on our website with the author's permission. Topics of interest include but are not limited to the following:

• Organization of multiple LLM agents, including their interaction paradigms, coordination strategies, and communication protocols.

• Evaluation and Optimization for assessing LaMAS's performance with emergent behaviors, and fine-tuning techniques to enhance its efficiency and effectiveness.

• Safety, Trust, and Responsibility about how to design LaMAS that are safe, aligned, and trustworthy. This includes responsible agent behavior, human-in-the-loop oversight, and regulatory frameworks that ensure accountability, fairness, and transparency in real-world deployments.

• Real-World Applications spanning software development, scientific research, education, and business processes, with infrastructures for large-scale multi-agent LLM deployments.