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Stop grepping your agent logs: a compiler that understands the deep structure of agent conversations unlocks better context learning and cuts token costs by up to 66%.
Generate minute-long videos with compelling narrative structure and local realism, even with limited long-form training data, by cleverly combining supervised flow matching for global coherence with mode-seeking alignment to a short-video teacher for local fidelity.