Posts tagged research-methods
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Paper reading skills: read for the argument, not the inventory
TLDR: A good paper-reading prompt should force the reader to recover the argument: problem, insight, method, evidence, and weakness. It should not reward section-by-section summarization.
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Yuandong Tian talks: search quality is action-space quality
TLDR: More rollouts are not enough. Search becomes powerful when the action space, representation, evaluator, and memory make good trajectories easier to find.
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Talk with Shunyu Yao: feedback is the center of AI research
TLDR: The conversation is useful because it frames AI research as system-driven experimental work: define verifiable problems, build feedback loops, debug carefully, and choose directions where scaling paths are still being shaped.