Ending on a High Note! Our Summer School Wraps Up Three Unforgettable Days of Learning and AI

We headed into the third and final day of the second edition of our International Summer School on LLM-based Agents for Software Engineering (LLMA4SE) with a sense of accomplishment, a touch of nostalgia, and an eagerness to make the most of every remaining moment. The atmosphere highlighted the strong bonds built throughout the event among everyone in this thriving academic community.

The morning kicked off with a key focus on task-oriented conversational agents led by Carlos García-Martínez, who delivered a comprehensive two-part session. He started with a theoretical foundation covering core concepts and methodologies, followed by an interactive workshop where participants built custom task-focused agents.

Throughout his presentation, Carlos explored agent architecture and design, highlighting essential strategies for constructing efficient, context-aware assistants tailored to software development.

Next, Phu Nguyen took the stage with a captivating talk titled Assurance-Driven Security Engineering and the Roles of LLM-based Agents. Phu underscored the critical intersection between assurance-driven security engineering and LLM agents, offering rigorous approaches to tackle the industry’s pressing challenges in ethics and reliability.

After gathering for a final group lunch to swap insights on the morning’s takeaways, we transitioned into the afternoon for the school’s closing workshop. Facilitated by Karthik Shivashankar and Adela Nedisan Videsjorden, the session—Building Cooperative LLM Agent Workflows for Anti-Pattern Detection, Code Smell and Technical Debt Resolution—gave attendees direct, practical experience orchestrating collaborative agent workflows to detect anti-patterns and resolve technical debt. Three hours of focused experimentation left everyone with valuable practical takeaways.

As the workshop drew to a close, this year’s edition officially came to an end. We extend our warmest gratitude to all of our speakers for their generosity, scientific rigor, and willingness to share their expertise. Likewise, our heartfelt appreciation goes out to all participants—your relentless curiosity, thoughtful discussions, and energy truly served as the heartbeat of this event.

We bid farewell for now, confident that the connections, ideas, and collaborations sparked throughout the week will thrive and bear fruit in the coming years. Hosting such an inspiring and brilliant cohort has been a true privilege, and we look forward to crossing paths again at future events and projects!

Want to explore our research areas, learn about ongoing projects, or partner with us? Reach out to our team today!

If you have made it this far, we encourage you to read our first entry or our previous entry, or consult the summary of the second edition of the International Summer School on LLM-Based Agents for Software Engineering in Cáceres.