{"api":"linkxx","version":"1","note":"Published articles only. Summaries and X notes may ship without a three-depth fact-check.","count":4,"articles":[{"slug":"bender-2026-ai-drug-discovery","title":"十年 AI 制药，临床账上仍是「没有证据」","dek":"方法、基准和公司名单都长了。Bender 等人要看的是：更快、更安全、更有效的药，有没有因此多送到患者手里。","topic":"drug","tags":["drug","life","chemistry"],"publishedAt":"2026-08-25T11:09:11.602Z","pieceKind":"deep","sourceKind":"journal","arxivId":null,"doi":"10.1038/s41573-026-01496-2","url":"/blog/bender-2026-ai-drug-discovery","audioUrl":null,"imageUrl":null},{"slug":"ribospan-2026-rna-foundation","title":"原生 10K 窗口的十亿级 RNA 模型","dek":"完整 mRNA 不再先截成 1024 nt。RiboSpan 把稠密双向注意力预训练到转录本尺度，并接到全长生成。","topic":"life","tags":["life","rna"],"publishedAt":"2026-08-25T10:25:30.829Z","pieceKind":"deep","sourceKind":"arxiv","arxivId":"2608.22849","doi":null,"url":"/blog/ribospan-2026-rna-foundation","audioUrl":null,"imageUrl":null},{"slug":"imno-2026-inertial-manifold","title":"把惯性流形写进神经算子","dek":"IMNO 不跟 FNO 比单步拟合，比的是耗散 PDE 的长时自回归稳不稳。混沌区作者自己标了边界。","topic":"physics","tags":["physics","math"],"publishedAt":"2026-08-25T10:25:30.825Z","pieceKind":"deep","sourceKind":"arxiv","arxivId":"2608.23546","doi":null,"url":"/blog/imno-2026-inertial-manifold","audioUrl":null,"imageUrl":null},{"slug":"earthverse-2026-scientific-agents","title":"局部算对，整案仍常断链","dek":"EarthVerse 用 199 个真实灾害包考科学智能体：最高均准 84.65%，Strict@95 只有 34.81%。","topic":"climate","tags":["climate","earth"],"publishedAt":"2026-08-25T10:25:30.821Z","pieceKind":"deep","sourceKind":"arxiv","arxivId":"2608.23525","doi":null,"url":"/blog/earthverse-2026-scientific-agents","audioUrl":null,"imageUrl":null}]}