Honored to lead a working group at Principia Analogiae 2025 in Lisbon 🇵🇹! It was a true privilege to spend several days in close conversation with some of the foremost researchers in analogical reasoning. I’m especially grateful to Miguel Couceiro for the kind invitation, and to Ken Forbus and Steven Randazzo for the deep exchange we had on benchmarking—the topic I tried my best to help guide. Outside the formal sessions, I also thoroughly enjoyed the interactions with Yves Lepage, Duy, Zied Bouraoui, and many others. It was more meaningful to attend the event with my student Seokki Lee, a symbolist tackling abductive reasoning on ARC-AGI. Many thanks as well to the Korea-EU Cooperation Promotion Project for supporting this meaningful trip. Principia!

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