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Automating paper reproduction isn't about finding code, it's about filling in the "missing manual" of tacit knowledge, and this graph-based agent closes the gap by 24.68%.
KDFlow unlocks 6x faster LLM knowledge distillation by decoupling student training and teacher inference, using hidden state transfer to minimize communication overhead.
GUI agents can achieve significantly stronger task-solving capabilities through carefully designed post-training and data curation, without relying on costly online data collection.