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Ataraxos defeats a Stratego world champion with far less trainingAtaraxos won 15 games, lost one and drew four against Pim Niemeijer, described by the researchers as the most decorated Stratego player historically. The system trained on roughly 160 million games, compared with about 5.5 billion for DeepNash, and also performed strongly on Hanabi and dou dizhu.→Travel-planning agents face a constraint-heavy evaluationThe challenge evaluates multi-day travel plans against spatial, temporal and financial constraints using tools such as flights and hotels. Its second track tests specialised tool-use plugins for commercial agent platforms, with final results scheduled for presentation at IJCAI-ECAI.→