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Stop generating reasoning traces that merely justify actions; instead, generate traces that actually *predict* them, and watch your user modeling performance soar.
Humans are softies: AI agents can learn to win more by being more aggressive in negotiations, outperforming human players in a mixed-motive game.
Forget hand-crafted examples: this system automatically generates worked examples tailored to student errors by mining common code patterns.
