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  "text": "Multi-turn RL and data difficulty significantly advance deep research agents.\n\nThere is a strong pattern here.\n\nIt shows that training only on shallow datasets or with loose rewards won’t cut it.\n\nLet's break down the technical details: https://t.co/MxbOPuYlhM",
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