1000 colonies, we isolated 19 of MagTAQed mutants with altered cell morphology (e.g. cell size, roundness, and colony morphology).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7420, \"txt\": \" Of >1000 colonies, we isolated 19 of MagTAQed mutants with altered cell morphology (e.g. cell size, roundness, and colony morphology).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[13]/em\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 170, \"global_sentence_id\": 238, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The images of the MagTAQed cells cultured in liquid YPD media at 30°C were acquired using microscopy BZ-X810 (Keyence Corporation, Japan) equipped with Plan Apochromat 100× Oil lens (BZ-PA100, Keyence Corporation, Japan).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7421, \"txt\": \" The images of the MagTAQed cells cultured in liquid YPD media at 30°C were acquired using microscopy BZ-X810 (Keyence Corporation, Japan) equipped with Plan Apochromat 100× Oil lens (BZ-PA100, Keyence Corporation, Japan).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[13]/em\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 170, \"global_sentence_id\": 239, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Illumina short-read sequencing\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7423, \"txt\": \"Illumina short-read sequencing\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/h3[9]\"}]}, \"tags\": [\"h3\"], \"label\": \"title2\", \"web_segment_id\": 171, \"global_sentence_id\": 240, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Genomic DNA extraction was performed by the Dr GenTLE™ High Recovery for Yeast Kit (Takara Bio Inc., Japan).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7425, \"txt\": \"Genomic DNA extraction was performed by the Dr GenTLE™ High Recovery for Yeast Kit (Takara Bio Inc., Japan).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[14]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 172, \"global_sentence_id\": 241, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Covaris Focused-ultrasonicator M220 (Covaris, LLC., USA) was used for DNA shearing to a size of ∼300 bp.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7426, \"txt\": \" Covaris Focused-ultrasonicator M220 (Covaris, LLC., USA) was used for DNA shearing to a size of ∼300 bp.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[14]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 172, \"global_sentence_id\": 242, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" DNA library was prepared using the NEBNext Ultra II DNA Library Prep Kit for Illumina 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breakpoint features; NHEJ-mediated translocations (NMTLs) with chimeric reads and discordant paired-end reads from different chromosome locus, and nonallelic homologous recombinations (NAHRs) as TLs at homologous repetitive sequences.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7460, \"txt\": \" TLs were classified into two types by their breakpoint features; NHEJ-mediated translocations (NMTLs) with chimeric reads and discordant paired-end reads from different chromosome locus, and nonallelic homologous recombinations (NAHRs) as TLs at homologous repetitive sequences.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/a[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 174, \"global_sentence_id\": 254, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" NMTLs were identified by calling chimeric alignments with SAMtools [47] and finding “discordant pair-end reads” around breakpoints with marked 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other homogenous repetitive sequences with the same changes in mapped coverage.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/a[7]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 174, \"global_sentence_id\": 256, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" All NMTLs and NAHRs were confirmed by PCR (Primers were listed in Supplementary Table S2).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7475, \"txt\": \" All NMTLs and NAHRs were confirmed by PCR (Primers were listed in \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/a[7]\"}, {\"position_id\": 7477, \"txt\": \"Supplementary Table S2\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/span[11]/a\"}, {\"position_id\": 7479, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/span[11]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 174, \"global_sentence_id\": 257, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Circular plots visualizing genome rearrangements were generated by OMGenomics Circa 1.2.2 (https://omgenomics.com/circa/).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7480, \"txt\": \" Circular plots visualizing genome rearrangements were generated by OMGenomics Circa 1.2.2 (\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/span[11]\"}, {\"position_id\": 7482, \"txt\": \"https://omgenomics.com/circa/\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[15]/a[8]\"}, {\"position_id\": 7484, \"txt\": \").\", \"x\": 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\"position\": {\"atoms\": [{\"position_id\": 7801, \"txt\": \" An uncropped image is in \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/strong[7]\"}, {\"position_id\": 7803, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/span[3]/a\"}]}, \"tags\": [\"strong\"], \"label\": \"figure_title\", \"web_segment_id\": 190, \"global_sentence_id\": 341, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" S5.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7804, \"txt\": \" S5\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/span[3]/a\"}, {\"position_id\": 7806, \"txt\": \".\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/span[3]\"}]}, \"tags\": [], \"label\": \"figure_title\", \"web_segment_id\": 190, \"global_sentence_id\": 342, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" (H) Ratio of signal intensity of P-Rad53 to total Rad53.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7807, \"txt\": \" (\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/span[3]\"}, {\"position_id\": 7809, \"txt\": \"H\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/strong[8]\"}, {\"position_id\": 7811, \"txt\": \") Ratio of signal intensity of P-Rad53 to total Rad53.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[4]/div/div/div[2]/p/strong[8]\"}]}, \"tags\": [\"strong\"], \"label\": \"figure_title\", \"web_segment_id\": 190, \"global_sentence_id\": 343, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"To identify the optimal split site of MboI, we prepared 15 types of vectors expressing fragments of MboI, each split at a different location and linked to Magnets (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7813, \"txt\": \"To identify the optimal split site of MboI, we prepared 15 types of vectors expressing fragments of MboI, each split at a different location and linked to Magnets (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 191, \"global_sentence_id\": 344, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1B).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7814, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]\"}, {\"position_id\": 7816, \"txt\": \"1B\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/a\"}, {\"position_id\": 7818, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 191, \"global_sentence_id\": 345, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The vectors express the N-terminal fragment fused to nMag (N-MboI) and the C-terminal fragment linked with pMag (C-MboI), separated by an in-frame 2A self-cleaving peptide (P2A) (Supplementary Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7819, \"txt\": \" The vectors express the N-terminal fragment fused to nMag (N-MboI) and the C-terminal fragment linked with pMag (C-MboI), separated by an in-frame 2A self-cleaving peptide (P2A) (\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/a\"}, {\"position_id\": 7821, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/span[3]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 191, \"global_sentence_id\": 346, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S3).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7822, \"txt\": \" S3\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/span[3]/a\"}, {\"position_id\": 7824, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[22]/span[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 191, \"global_sentence_id\": 347, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"To select the optimal MagMboI set that shows the most efficient light-dependent activity, we introduced each expression plasmid into a haploid S. cerevisiae strain to test the growth defect under blue light exposure for 48 h (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7826, \"txt\": \"To select the optimal MagMboI set that shows the most efficient light-dependent activity, we introduced each expression plasmid into a haploid \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]\"}, {\"position_id\": 7828, \"txt\": \"S. cerevisiae\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/em\"}, {\"position_id\": 7830, \"txt\": \" strain to test the growth defect under blue light exposure for 48 h (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/em\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 348, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1C).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7831, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/em\"}, {\"position_id\": 7833, \"txt\": \"1C\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}, {\"position_id\": 7835, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 349, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Most of the MagMboI sets (except for MagMboI-2 and MagMboI-3) showed equivalent growth to the control (empty vector) under dark conditions due to the inactivation of DNA cleavage activity.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7836, \"txt\": \" Most of the MagMboI sets (except for MagMboI-2 and MagMboI-3) showed equivalent growth to the control (empty vector) under dark conditions due to the inactivation of DNA cleavage activity.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 350, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Control cells with the empty vector exhibited the same growth rate under blue light as under dark conditions, indicating that the blue light exposure had little effect on yeast growth.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7837, \"txt\": \" Control cells with the empty vector exhibited the same growth rate under blue light as under dark conditions, indicating that the blue light exposure had little effect on yeast growth.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 351, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" MagMboI-2 and MagMboI-3 sets showed obvious growth defect under both dark and light conditions.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7838, \"txt\": \" MagMboI-2 and MagMboI-3 sets showed obvious growth defect under both dark and light conditions.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 352, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In contrast, MagMboI-8 (splitting at 157th/158th amino acids) and MagMboI-12 (splitting at 227th/228th amino acids) sets showed equivalent growth rate to the control in dark conditions, but significant growth defects were observed only under blue light exposure.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7839, \"txt\": \" In contrast, MagMboI-8 (splitting at 157th/158th amino acids) and MagMboI-12 (splitting at 227th/228th amino acids) sets showed equivalent growth rate to the control in dark conditions, but significant growth defects were observed only under blue light exposure.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 353, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" To compare the DSB levels among different constructs, we quantified the cleaved DNA extracted from each strain carrying each MagMboI construct using TapeStation system (Agilent Technologies).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7840, \"txt\": \" To compare the DSB levels among different constructs, we quantified the cleaved DNA extracted from each strain carrying each MagMboI construct using TapeStation system (Agilent Technologies).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 354, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" As a result, MagMboI-8 was the well-controlled variant that exhibited activity exclusively under blue light exposure (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7841, \"txt\": \" As a result, MagMboI-8 was the well-controlled variant that exhibited activity exclusively under blue light exposure (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 355, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1D).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7842, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[1]\"}, {\"position_id\": 7844, \"txt\": \"1D\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[2]\"}, {\"position_id\": 7846, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 356, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The results of other variants were shown in Supplementary Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7847, \"txt\": \" The results of other variants were shown in \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[2]\"}, {\"position_id\": 7849, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/span[4]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 357, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S4.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7850, \"txt\": \" S4\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/span[4]/a\"}, {\"position_id\": 7852, \"txt\": \".\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 358, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Since the 3D structure of MboI has not been elucidated, we predicted structural model of MboI using AlphaFold2 [44].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7853, \"txt\": \" Since the 3D structure of MboI has not been elucidated, we predicted structural model of MboI using AlphaFold2 [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/span[4]\"}, {\"position_id\": 7855, \"txt\": \"44\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[3]\"}, {\"position_id\": 7857, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 359, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Mapping of amino acid residues important for DNA cleavage activity showed that the active site is located inside the structural groove of MboI [61] (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7858, \"txt\": \" Mapping of amino acid residues important for DNA cleavage activity showed that the active site is located inside the structural groove of MboI [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[3]\"}, {\"position_id\": 7860, \"txt\": \"61\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[4]\"}, {\"position_id\": 7862, \"txt\": \"] (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 360, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1E).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7863, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[4]\"}, {\"position_id\": 7865, \"txt\": \"1E\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[5]\"}, {\"position_id\": 7867, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[5]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 361, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Overlaying the structural model of MboI with that of MagMboI revealed that the dimerized pMag and nMag were on the opposite side of the active site (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7868, \"txt\": \" Overlaying the structural model of MboI with that of MagMboI revealed that the dimerized pMag and nMag were on the opposite side of the active site (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[5]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 362, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1F).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7869, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[5]\"}, {\"position_id\": 7871, \"txt\": \"1F\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[6]\"}, {\"position_id\": 7873, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 363, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Therefore, it is likely that the split sets of MagMboI-8 can efficiently assemble to active enzymes only when exposed to blue light.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7874, \"txt\": \" Therefore, it is likely that the split sets of MagMboI-8 can efficiently assemble to active enzymes only when exposed to blue light.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[23]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 192, \"global_sentence_id\": 364, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"To verify whether MagMboI induces DNA damage response, phosphorylation of a DNA damage checkpoint protein Rad53 was examined by the band mobility shift in sodium dodecyl sulfate–polyacrylamide gel electrophoresis.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7876, \"txt\": \"To verify whether MagMboI induces DNA damage response, phosphorylation of a DNA damage checkpoint protein Rad53 was examined by the band mobility shift in sodium dodecyl sulfate–polyacrylamide gel electrophoresis.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 193, \"global_sentence_id\": 365, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" While the band size of Rad53 in the control strain carrying the empty vector did not change upon blue light irradiation, the strain expressing MagMboI-8 showed a partial band shift (representing phosphorylated Rad53) in response to blue light irradiation, which diminished after returning to dark conditions (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7877, \"txt\": \" While the band size of Rad53 in the control strain carrying the empty vector did not change upon blue light irradiation, the strain expressing MagMboI-8 showed a partial band shift (representing phosphorylated Rad53) in response to blue light irradiation, which diminished after returning to dark conditions (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 193, \"global_sentence_id\": 366, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 1G and H, and Supplementary Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7878, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]\"}, {\"position_id\": 7880, \"txt\": \"1G\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/a[1]\"}, {\"position_id\": 7882, \"txt\": \" and \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/a[1]\"}, {\"position_id\": 7884, \"txt\": \"H\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/a[2]\"}, {\"position_id\": 7886, \"txt\": \", and \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/a[2]\"}, {\"position_id\": 7888, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/span[4]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 193, \"global_sentence_id\": 367, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S5).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7889, \"txt\": \" S5\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/span[4]/a\"}, {\"position_id\": 7891, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 193, \"global_sentence_id\": 368, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" These results indicate that MagMboI activates a DNA damage response upon blue light irradiation and is reversibly inactivated when returned to dark conditions.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7892, \"txt\": \" These results indicate that MagMboI activates a DNA damage response upon blue light irradiation and is reversibly inactivated when returned to dark conditions.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[24]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 193, 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\"label\": \"content\", \"web_segment_id\": 200, \"global_sentence_id\": 402, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In mal41, we estimated that at least seven DSBs were induced across five chromosomes, generating four rearranged chromosomes.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 7999, \"txt\": \" In mal41, we estimated that at least seven DSBs were induced across five chromosomes, generating four rearranged chromosomes.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[27]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 200, \"global_sentence_id\": 403, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" All rearranged chromosomes had a single centromere, and no simultaneous DELs of homozygous alleles were detected.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8000, \"txt\": \" All rearranged chromosomes had a single centromere, and no simultaneous DELs of homozygous alleles were detected.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[27]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 200, \"global_sentence_id\": 404, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The presence of a single centromere per chromosome is explained by the lethal effects of malfunction of centromeres such as dicentric chromosome formation or centromere DEL.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8001, \"txt\": \" The presence of a single centromere per chromosome is explained by the lethal effects of malfunction of centromeres such as dicentric chromosome formation or centromere DEL.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[27]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 200, \"global_sentence_id\": 405, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" These findings indicates that light-controlled MagMboI-induced DSBs can cause complex chromosomal rearrangements.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8002, \"txt\": \" These findings indicates that light-controlled MagMboI-induced DSBs can cause complex chromosomal rearrangements.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[27]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 200, \"global_sentence_id\": 406, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Furthermore, the activity of MagMboI, which induces genome-wide simultaneous DSBs and triggers recombination, can also be inferred from viability.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8003, \"txt\": \" Furthermore, the activity of MagMboI, which induces genome-wide simultaneous DSBs and triggers recombination, can also be inferred from viability.\", \"x\": 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\"IOS\"}, {\"txt\": \" We assume that these identical ploidy sets of two viable spores were presumably due to a lack of MagMboI-8 activation with insufficient exposure to blue light during the sporulation culture.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8512, \"txt\": \" We assume that these identical ploidy sets of two viable spores were presumably due to a lack of MagMboI-8 activation with insufficient exposure to blue light during the sporulation culture.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[33]/em[9]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 214, \"global_sentence_id\": 503, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Next, we examined the relationship between recombination sites and the higher-order structure of chromosomes.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8514, \"txt\": \"Next, we examined the relationship between recombination sites and the higher-order structure of chromosomes.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 504, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Meiotic chromosomes form a higher-order structure known as the axis-loop.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8515, \"txt\": \" Meiotic chromosomes form a higher-order structure known as the axis-loop.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 505, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The axis is composed of the cohesin complex that adheres to sister chromatids and other axis proteins interacting with Spo11 core complex [6, 24, 26–28, 67–70].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8516, \"txt\": \" The axis is composed of the cohesin complex that adheres to sister chromatids and other axis proteins interacting with Spo11 core complex [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]\"}, {\"position_id\": 8518, \"txt\": \"6\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[1]\"}, {\"position_id\": 8520, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[1]\"}, {\"position_id\": 8522, \"txt\": \"24\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[2]\"}, {\"position_id\": 8524, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[2]\"}, {\"position_id\": 8526, \"txt\": \"26–28\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[3]\"}, {\"position_id\": 8528, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[3]\"}, {\"position_id\": 8530, \"txt\": \"67–70\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[4]\"}, {\"position_id\": 8532, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 506, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" On the other hand, since DSB hotspots exist in the loop regions, it is thought that the axis and loop are at least in part physically connected during DSB formation [22, 23].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8533, \"txt\": \" On the other hand, since DSB hotspots exist in the loop regions, it is thought that the axis and loop are at least in part physically connected during DSB formation [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[4]\"}, {\"position_id\": 8535, \"txt\": \"22\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[5]\"}, {\"position_id\": 8537, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[5]\"}, {\"position_id\": 8539, \"txt\": \"23\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[6]\"}, {\"position_id\": 8541, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 507, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" When we examined the distance between the MagMboI-CO and the Rec8 binding sites representing the axis, no statistically significant difference was observed in comparison with the distribution of recombination sites in SPO11+ (Supplementary Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8542, \"txt\": \" When we examined the distance between the MagMboI-CO and the Rec8 binding sites representing the axis, no statistically significant difference was observed in comparison with the distribution of recombination sites in \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/a[6]\"}, {\"position_id\": 8544, \"txt\": \"SPO11\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/em\"}, {\"position_id\": 8546, \"txt\": \"+\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/sup\"}, {\"position_id\": 8548, \"txt\": \" (\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/sup\"}, {\"position_id\": 8550, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/span[8]/a\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 508, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S16).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8551, \"txt\": \" S16\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/span[8]/a\"}, {\"position_id\": 8553, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[34]/span[8]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 215, \"global_sentence_id\": 509, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Spo11-induced DSB hotspots are preferentially localized in NDRs [6, 29, 30], since Spo11 and Spo11-associated DSB proteins can easily access DNA.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8555, \"txt\": \"Spo11-induced DSB hotspots are preferentially localized in NDRs [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]\"}, {\"position_id\": 8557, \"txt\": \"6\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[1]\"}, {\"position_id\": 8559, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[1]\"}, {\"position_id\": 8561, \"txt\": \"29\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[2]\"}, {\"position_id\": 8563, \"txt\": \", \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[2]\"}, {\"position_id\": 8565, \"txt\": \"30\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}, {\"position_id\": 8567, \"txt\": \"], since Spo11 and Spo11-associated DSB proteins can easily access DNA.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 510, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" However, not all NDRs are Spo11 hotspots, and some NDRs are hardly subject to Spo11-induced DSBs.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8568, \"txt\": \" However, not all NDRs are Spo11 hotspots, and some NDRs are hardly subject to Spo11-induced DSBs.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 511, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" We examined the distance between these NDRs and the recombination sites.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8569, \"txt\": \" We examined the distance between these NDRs and the recombination sites.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 512, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The distance between all NDRs and MagMboI-COs was not significantly different from that of Spo11-COs.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8570, \"txt\": \" The distance between all NDRs and MagMboI-COs was not significantly different from that of Spo11-COs.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 513, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" This suggests that MagMboI induces DSBs in NDRs similarly to Spo11 (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8571, \"txt\": \" This suggests that MagMboI induces DSBs in NDRs similarly to Spo11 (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 514, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 4C).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8572, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[3]\"}, {\"position_id\": 8574, \"txt\": \"4C\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[4]\"}, {\"position_id\": 8576, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[35]/a[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 216, \"global_sentence_id\": 515, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"The NDRs with or without Spo11-induced DSBs were identified by Spo11-bound oligonucleotide (Spo11-oligo) sequencing [6].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8578, \"txt\": \"The NDRs with or without Spo11-induced DSBs were identified by Spo11-bound oligonucleotide (Spo11-oligo) sequencing [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]\"}, {\"position_id\": 8580, \"txt\": \"6\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[1]\"}, {\"position_id\": 8582, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 217, \"global_sentence_id\": 516, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" We thus compared the distances between MagMboI-COs and DSB-hot NDRs (with Spo11-oligo reads) or DSB-cold NDRs (without Spo11-oligo reads).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8583, \"txt\": \" We thus compared the distances between MagMboI-COs and DSB-hot NDRs (with Spo11-oligo reads) or DSB-cold NDRs (without Spo11-oligo reads).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 217, \"global_sentence_id\": 517, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The results showed that the distance of MagMboI-COs to DSB-cold NDRs was statistically shorter than that to Spo11-COs (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8584, \"txt\": \" The results showed that the distance of MagMboI-COs to DSB-cold NDRs was statistically shorter than that to Spo11-COs (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 217, \"global_sentence_id\": 518, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 4D and E).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8585, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[1]\"}, {\"position_id\": 8587, \"txt\": \"4D\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[2]\"}, {\"position_id\": 8589, \"txt\": \" and \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[2]\"}, {\"position_id\": 8591, \"txt\": \"E\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[3]\"}, {\"position_id\": 8593, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 217, \"global_sentence_id\": 519, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" These results suggest that MagMboI can introduces DSBs in DSB-cold NDRs as well as in DSB-hot NDRs.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8594, \"txt\": \" These results suggest that MagMboI can introduces DSBs in DSB-cold NDRs as well as in DSB-hot NDRs.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[36]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 217, \"global_sentence_id\": 520, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"To further confirm this feature, we examined the frequency of MagMboI-COs in specific chromosomal regions where meiotic recombination is suppressed.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8596, \"txt\": \"To further confirm this feature, we examined the frequency of MagMboI-COs in specific chromosomal regions where meiotic recombination is suppressed.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 218, \"global_sentence_id\": 521, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In this study, COs involving the rDNA region were quantified based on a single event when a shift in chromosome origin was identified at the boundary of the rDNA region.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8597, \"txt\": \" In this study, COs involving the rDNA region were quantified based on a single event when a shift in chromosome origin was identified at the boundary of the rDNA region.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 218, \"global_sentence_id\": 522, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" As a result, consecutive COs occurring through the rDNA region, if present, remain undetectable under this approach.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8598, \"txt\": \" As a result, consecutive COs occurring through the rDNA region, if present, remain undetectable under this approach.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 218, \"global_sentence_id\": 523, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The centromere-proximal (±10 kb) regions and rDNA are chromosomal regions where Spo11-induced DSBs are hardly detected [6].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8599, \"txt\": \" The centromere-proximal (±10 kb) regions and rDNA are chromosomal regions where Spo11-induced DSBs are hardly detected [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]\"}, {\"position_id\": 8601, \"txt\": \"6\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]/a[1]\"}, {\"position_id\": 8603, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 218, \"global_sentence_id\": 524, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" The proportions of these regions in the genome are 1.3% and 11.3%, respectively (indicated by yellow bars in Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8604, \"txt\": \" The proportions of these regions in the genome are 1.3% and 11.3%, respectively (indicated by yellow bars in Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 218, \"global_sentence_id\": 525, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 4F), and these proportions are the expected CO frequencies if COs occurred uniformly across all chromosomes.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8605, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]/a[1]\"}, {\"position_id\": 8607, \"txt\": \"4F\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[37]/a[2]\"}, {\"position_id\": 8609, \"txt\": \"), and these proportions are the expected CO frequencies if COs occurred uniformly across all chromosomes.\", \"x\": 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DUPs were caused by HRs between homologues and NAHRs between repetitive sequences.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[8]/div/div/div[2]/p/strong[3]\"}]}, \"tags\": [\"strong\"], \"label\": \"figure_title\", \"web_segment_id\": 223, \"global_sentence_id\": 550, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"Chromosomal aberrations in return-to-growth isolates\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8682, \"txt\": \"Chromosomal aberrations in return-to-growth isolates\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/h3[21]\"}]}, \"tags\": [\"h3\"], \"label\": \"title2\", \"web_segment_id\": 224, \"global_sentence_id\": 551, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"MagMboI-induced meiotic NAHRs led us to hypothesize that lethal chromosomal abnormalities decreased spore viability.\", \"language\": \"english\", \"position\": {\"atoms\": 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return-to-growth (RTG) experiment [71], a recovery of meiotic cells from sporulation culture to the vegetative mitotic cell cycle in a nutrient-rich condition, was employed to analyze the formation of chromosomal abnormalities during meiosis I.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8686, \"txt\": \" Therefore, a return-to-growth (RTG) experiment [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]\"}, {\"position_id\": 8688, \"txt\": \"71\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/a[1]\"}, {\"position_id\": 8690, \"txt\": \"], a recovery of meiotic cells from sporulation culture to the vegetative mitotic cell cycle in a nutrient-rich condition, was employed to analyze the formation of chromosomal abnormalities during meiosis I.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 225, \"global_sentence_id\": 554, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In RTG experiments, meiotic cells exposed to blue light were immediately transferred to nutrient-rich plates to isolate MagTAQed RTG cells (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8691, \"txt\": \" In RTG experiments, meiotic cells exposed to blue light were immediately transferred to nutrient-rich plates to isolate MagTAQed RTG cells (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 225, \"global_sentence_id\": 555, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 6A).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8692, \"txt\": \" \", \"x\": 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\"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/span[4]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 225, \"global_sentence_id\": 557, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S17 and Supplementary Table S4).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8700, \"txt\": \" S17\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/span[4]/a\"}, {\"position_id\": 8702, \"txt\": \" and \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/span[4]\"}, {\"position_id\": 8704, \"txt\": \"Supplementary Table S4\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/span[6]/a\"}, {\"position_id\": 8706, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[39]/span[6]\"}]}, 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\"figure_title\", \"web_segment_id\": 228, \"global_sentence_id\": 570, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" The blue-light-exposed spo11Δ diploids expressing MagMboI-8 also generated multiple NCOs.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8780, \"txt\": \" The blue-light-exposed \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[40]/a\"}, {\"position_id\": 8782, \"txt\": \"spo11\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[40]/em[3]\"}, {\"position_id\": 8784, \"txt\": \"Δ diploids expressing MagMboI-8 also generated multiple NCOs.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[40]/em[3]\"}]}, \"tags\": [\"em\"], \"label\": \"figure_title\", \"web_segment_id\": 228, \"global_sentence_id\": 571, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" We also detected BIR events possibly reflecting COs 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\"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 229, \"global_sentence_id\": 578, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 6D).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8813, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/span[4]\"}, {\"position_id\": 8815, \"txt\": \"6D\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/a[3]\"}, {\"position_id\": 8817, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 229, \"global_sentence_id\": 579, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" More importantly, NAHRs were detected in the MagTAQed spores (0.49%) and MagTAQed RTG isolates (6.67%) 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\"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/a[4]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 229, \"global_sentence_id\": 581, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" These results suggest that NAHRs are presumed to induce nondisjunction of chromosomes and genomic instability during sporulation, possibly leading to a decrease in spore viability.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8836, \"txt\": \" These results suggest that NAHRs are presumed to induce nondisjunction of chromosomes and genomic instability during sporulation, possibly leading to a decrease in spore viability.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[41]/a[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 229, \"global_sentence_id\": 582, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Discussion\", \"language\": \"english\", 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cancer-specific rearrangements and chromothripsis.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[44]/em[4]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 234, \"global_sentence_id\": 597, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Comparison of genome rearrangements induced by MagMboI during mitosis and meiosis\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8904, \"txt\": \"Comparison of genome rearrangements induced by MagMboI during mitosis and meiosis\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/h3[23]\"}]}, \"tags\": [\"h3\"], \"label\": \"title2\", \"web_segment_id\": 235, \"global_sentence_id\": 598, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Using MagTAQing, we compared genome rearrangement patterns during mitosis and meiosis.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8906, \"txt\": \"Using MagTAQing, we compared genome rearrangement patterns during mitosis and meiosis.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[45]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 236, \"global_sentence_id\": 599, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Environmental factors such as temperature changes and media exchange are expected to influence meiotic progression in yeast.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8907, \"txt\": \" Environmental factors such as temperature changes and media exchange are expected to influence meiotic progression in yeast.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[45]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 236, \"global_sentence_id\": 600, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" For instance, increased temperatures affect meiotic recombination [79, 80].\", 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{\"txt\": \" Therefore, the original TAQing system, which activates the restriction enzyme TaqI by an increase in temperature, could not be applied to meiosis.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8917, \"txt\": \" Therefore, the original TAQing system, which activates the restriction enzyme TaqI by an increase in temperature, could not be applied to meiosis.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[45]/a[2]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 236, \"global_sentence_id\": 602, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In contrast, activation of MagMboI requires only blue light exposure, which has very low invasiveness to meiotic yeast cells.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8918, \"txt\": \" In contrast, activation of MagMboI requires only blue light exposure, which has very low invasiveness to meiotic yeast cells.\", 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mal61.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8950, \"txt\": \" Additionally, if meiosis had occurred, HRs should be detectable in most chromosomes; however, HRs were rare and small-scale in mal61.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[46]/em[1]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 237, \"global_sentence_id\": 610, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" A similar phenomenon has been observed during serial cultivation of rad52Δ diploid [81], where unrepaired DSB ends accumulate leading to haploidization.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8951, \"txt\": \" A similar phenomenon has been observed during serial cultivation of \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[46]/em[1]\"}, {\"position_id\": 8953, \"txt\": \"rad52Δ\", \"x\": 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\"english\", \"position\": {\"atoms\": [{\"position_id\": 8965, \"txt\": \" This phenomenon significantly elevated the total count of aneuploidies among the 19 MagTAQed isolates, as we counted the haploidized 16 chromosomes in mal61 as 16 aneuploidies.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[46]/em[3]\"}]}, \"tags\": [\"em\"], \"label\": \"content\", \"web_segment_id\": 237, \"global_sentence_id\": 613, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Aneuploidy formation has also been proposed to occur at a relatively high frequency, since the presence of extra chromosomes in aneuploid cells would confer genetic redundancy and advantages such as increased stress tolerance, beyond morphological traits [82], potentially enhancing their survival likelihood.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 8966, \"txt\": \" Aneuploidy formation has also been proposed to occur at a relatively high frequency, 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{\"txt\": \" In contrast, MagMboI-induced DSBs are not under such complex regulation, potentially leading to a higher incidence of chromosomal abnormalities (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9053, \"txt\": \" In contrast, MagMboI-induced DSBs are not under such complex regulation, potentially leading to a higher incidence of chromosomal abnormalities (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[49]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 241, \"global_sentence_id\": 633, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 7).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9054, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[49]/a[6]\"}, {\"position_id\": 9056, \"txt\": \"7\", \"x\": 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chromosomal abnormality.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/div[10]/div/div/div[2]/p/strong[2]\"}]}, \"tags\": [\"strong\"], \"label\": \"figure_title\", \"web_segment_id\": 244, \"global_sentence_id\": 644, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"Additionally, DSB formation by Spo11 is controlled by meiotic chromosome-specific axis-loop structures.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9087, \"txt\": \"Additionally, DSB formation by Spo11 is controlled by meiotic chromosome-specific axis-loop structures.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 245, \"global_sentence_id\": 645, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Spo11 accessory proteins are mostly located in the axis, while DSB hotspots are observed in the loop.\", \"language\": \"english\", 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Spo11-CO sites (Supplementary Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9105, \"txt\": \" We observed that the distance between MagMboI-CO sites and Rec8 binding sites was comparable to that of Spo11-CO sites (\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]/a[2]\"}, {\"position_id\": 9107, \"txt\": \"Supplementary Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]/span[4]/a\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 245, \"global_sentence_id\": 651, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" S16), suggesting that the axis-loop structure may affect MagMboI-COs.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9108, \"txt\": \" S16\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]/span[4]/a\"}, {\"position_id\": 9110, \"txt\": \"), suggesting that the axis-loop structure may affect MagMboI-COs.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 245, \"global_sentence_id\": 652, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Since the axis is also the site for sister chromatid cohesion, MagMboI-induced DSBs in the axis may initiate inter-sister recombination which is indistinguishable by genome sequencing.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9111, \"txt\": \" Since the axis is also the site for sister chromatid cohesion, MagMboI-induced DSBs in the axis may initiate inter-sister recombination which is indistinguishable by genome sequencing.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[50]/span[4]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 245, \"global_sentence_id\": 653, 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\"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[3]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 656, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 4A and B).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9128, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[3]\"}, {\"position_id\": 9130, \"txt\": \"4A\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[4]\"}, {\"position_id\": 9132, \"txt\": \" and \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[4]\"}, {\"position_id\": 9134, \"txt\": \"B\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[5]\"}, {\"position_id\": 9136, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[5]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 657, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Notably, some chromosomes showed no recombination with MagMboI leading to the generation of spores with aneuploidy, suggesting stochastic DSB formation alone is insufficient for stable chromosome segregation (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9137, \"txt\": \" Notably, some chromosomes showed no recombination with MagMboI leading to the generation of spores with aneuploidy, suggesting stochastic DSB formation alone is insufficient for stable chromosome segregation (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[5]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 658, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 3D, mm11 chromosome X, mm16 chromosome IX).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9138, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[5]\"}, {\"position_id\": 9140, \"txt\": \"3D\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[6]\"}, {\"position_id\": 9142, \"txt\": \", mm11 chromosome X, mm16 chromosome IX).\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 659, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Furthermore, many closely spaced COs were observed in MagTAQed cells, suggesting that there is no CO interference (Fig.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9143, \"txt\": \" Furthermore, many closely spaced COs were observed in MagTAQed cells, suggesting that there is no CO interference (Fig.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[6]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 660, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 3D).\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9144, \"txt\": \" \", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[6]\"}, {\"position_id\": 9146, \"txt\": \"3D\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[7]\"}, {\"position_id\": 9148, \"txt\": \").\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[51]/a[7]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 246, \"global_sentence_id\": 661, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" It is known that 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nematodes, fruit flies, and fission yeast, specific mechanisms are known to facilitate homologous chromosome pairing during meiosis.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9171, \"txt\": \"In nematodes, fruit flies, and fission yeast, specific mechanisms are known to facilitate homologous chromosome pairing during meiosis.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 249, \"global_sentence_id\": 669, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" For example, in nematodes, there are regions called “pairing centers” at the ends of chromosomes, where specific DNA-binding proteins bind to mediate homologous chromosome pairing [93].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9172, \"txt\": \" For example, in nematodes, there are regions called “pairing centers” at the ends of chromosomes, where specific DNA-binding proteins bind to mediate homologous chromosome pairing [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]\"}, {\"position_id\": 9174, \"txt\": \"93\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]/a[1]\"}, {\"position_id\": 9176, \"txt\": \"].\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 249, \"global_sentence_id\": 670, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" In fission yeast, meiosis-specific noncoding RNAs are transcribed and function as “pairing centers” through binding proteins to hold homologous chromosomes together.\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9177, \"txt\": \" In fission yeast, meiosis-specific noncoding RNAs are transcribed and function as “pairing centers” through binding proteins to hold homologous chromosomes together.\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]/a[1]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 249, \"global_sentence_id\": 671, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" Additionally, the “horsetail movement”, a back-and-forth nuclear movement, assists in homologous chromosome pairing and recombination [94, 95].\", \"language\": \"english\", \"position\": {\"atoms\": [{\"position_id\": 9178, \"txt\": \" Additionally, the “horsetail movement”, a back-and-forth nuclear movement, assists in homologous chromosome pairing and recombination [\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]/a[1]\"}, {\"position_id\": 9180, \"txt\": \"94\", \"x\": \"/html/body/div[1]/div[2]/section/div/div[2]/div[3]/div[3]/div[3]/div[2]/div[1]/div/div/p[53]/a[2]\"}, {\"position_id\": 9182, \"txt\": \", \", \"x\": 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Development of photoactivatable MboI restriction enzyme MagMboI\n### Chromosomal rearrangements induced by MagMboI in mitotic cells\n### Expression of MagMboI in meiotic cells\n### Meiotic recombinations in viable MagTAQed spores\n### Noncanonical recombinations between repetitive sequences\n### Chromosomal aberrations in return-to-growth isolates\n## Discussion\n### Development of optogenetic system conditionally inducing large-scale genome rearrangements\n### Comparison of genome rearrangements induced by MagMboI during mitosis and meiosis\n### Differences in consequence of DSBs induced by Spo11 and MagMboI\n### Species-dependent response to artificial DSBs in spo11 deficient cells\n### Spo11-independent recombination and chromosomal 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LLM下一个发展未来是什么\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 627, \"txt\": \"1. 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\"edu_l1_label\": \"IOS\"}, {\"txt\": \"基于这个问题，可以延伸出若干个子方向：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 678, \"txt\": \"基于这个问题，可以延伸出若干个子方向：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[20]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 61, \"global_sentence_id\": 38, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"开源平替小模型，例如Meta开源的LLama及延伸出Alpaca-lora，ColossalChat等等，通过针对性微调，在更小参数量级（10B或100B）级别上对齐千亿参数的效果。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 680, \"txt\": \"开源平替小模型，例如Meta开源的LLama及延伸出Alpaca-lora，\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[21]/span\"}, {\"position_id\": 682, \"txt\": \"ColossalChat等等，通过针对性微调，在更小参数量级（10B或100B）级别上对齐千亿参数的效果。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[21]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 62, \"global_sentence_id\": 39, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"上下文压缩，通过文件分块后语义检索，或者长文分段摘要在合并等方式缩减上下文长度。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 684, \"txt\": \"上下文压缩，通过文件分块后语义检索，或者长文分段摘要在合并等方式缩减上下文长度。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[22]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 63, \"global_sentence_id\": 40, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"例如ChatPDF，乃至bing（虽然他没公开，但我猜是）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 685, \"txt\": \"例如ChatPDF，乃至bing（虽然他没公开，但我猜是）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[22]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 63, \"global_sentence_id\": 41, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"LLM本身的优化，例如英伟达在芯片层的工作，以及算法、模型结构、任务调度方面的优化。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 687, \"txt\": \"LLM本身的优化，例如英伟达在芯片层的工作，以及算法、模型结构、任务调度方面的优化。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[23]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 64, \"global_sentence_id\": 42, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"可谓是八仙过海，各显神通，大语言核心厂家在做优化的同时，小玩家也通过各种手段拼命压缩成本。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 689, \"txt\": \"可谓是八仙过海，各显神通，大语言核心厂家在做优化的同时，小玩家也通过各种手段拼命压缩成本。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[24]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 65, \"global_sentence_id\": 43, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"要让LLM进一步踏入千家万户，迎来像AI绘画侧SD算法那种爆发，推理成本一定是最重要的第一个方向。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 690, \"txt\": \"要让LLM进一步踏入千家万户，迎来像AI绘画侧SD算法那种爆发，推理成本一定是最重要的第一个方向。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[24]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 65, \"global_sentence_id\": 44, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"并且他也一定能快速被解决，不管从LLM本身出发，还是上下文压缩的技术迭进，还是开源平替小模型，他的各项技术前景都是现实的。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 692, \"txt\": \"并且他也一定能快速被解决，不管从LLM本身出发，还是上下文压缩的技术迭进，还是开源平替小模型，他的各项技术前景都是现实的。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[25]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 66, \"global_sentence_id\": 45, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"所以如果4月1号OpenAI又宣布降价，别惊讶，常规操作。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 693, \"txt\": \"所以如果4月1号OpenAI又宣布降价，别惊讶，常规操作。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[25]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 66, \"global_sentence_id\": 46, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.2 垂直适配难题\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 695, \"txt\": \"No.2 垂直适配难题\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[26]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 67, \"global_sentence_id\": 47, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"目前要微调一些专用于垂直领域的LLM，会面临若干问题：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 697, \"txt\": \"目前要微调一些专用于垂直领域的LLM，会面临若干问题：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[27]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 68, \"global_sentence_id\": 48, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"头部大模型价格高昂：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 699, \"txt\": \"头部大模型价格高昂：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[28]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 69, \"global_sentence_id\": 49, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"OpenAI的Davanci基本模型调用价格为0.02美元/1Ktoken，但微调后模型的使用价格变成了0.12美元/1Ktoken，翻了6倍。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 700, \"txt\": \"OpenAI的Davanci基本模型调用价格为0.02美元/1Ktoken，但微调后模型的使用价格变成了0.12美元/1Ktoken，翻了6倍。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[28]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 69, \"global_sentence_id\": 50, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而事实上，基于Lora机制（冻结大部分模型参数，仅微调调整少量参数）实现的微调新模型，他的成本不可能翻6倍之多。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 702, \"txt\": \"而事实上，基于Lora机制（冻结大部分模型参数，仅微调调整少量参数）实现的微调新模型，他的成本不可能翻6倍之多。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[29]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 70, \"global_sentence_id\": 51, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"我怀疑OpenAI在通过这种极其高昂的定价策略，逼迫使用者进行低阶模型的微调（在次一级模型上微调后，尽管价格仍然翻6倍，但只是上一级模型价格的60%），从而获得低阶模型微调适配的珍贵数据。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 703, \"txt\": \"我怀疑OpenAI在通过这种极其高昂的定价策略，逼迫使用者进行低阶模型的微调（在次一级模型上微调后，尽管价格仍然翻6倍，但只是上一级模型价格的60%），从而获得低阶模型微调适配的珍贵数据。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[29]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 70, \"global_sentence_id\": 52, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"所以OpenAI下调微调模型价格的空间理论上是存在的。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 704, \"txt\": \"所以OpenAI下调微调模型价格的空间理论上是存在的。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[29]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 70, \"global_sentence_id\": 53, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而现在开源平替模型的出现可能冲击OpenAI的这种策略，他的微调价格可能会产生相应调整，并可能也开放自己的小模型平替。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 706, \"txt\": \"而现在开源平替模型的出现可能冲击OpenAI的这种策略，他的微调价格可能会产生相应调整，并可能也开放自己的小模型平替。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[30]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 71, \"global_sentence_id\": 54, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但这种情况其实和Google推出LLM一样，是自己在刨自己的根，非常难做出决定。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 707, \"txt\": \"但这种情况其实和Google推出LLM一样，是自己在刨自己的根，非常难做出决定。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[30]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 71, \"global_sentence_id\": 55, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"另一方面，微调的任务能力有限，目前常见的微调主要为通用领域，例如更好的营销文案写作，更友好/更专业/更严肃的回答方式，针对性的文本提取，情绪分类等传统NLP任务。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 709, \"txt\": \"另一方面，微调的任务能力有限，目前常见的微调主要为通用领域，例如更好的营销文案写作，更友好/更专业/更严肃的回答方式，针对性的文本提取，情绪分类等传统NLP任务。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[31]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 72, \"global_sentence_id\": 56, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"真正迫切的知识更新效果很差的，即让LLM专门记住我这批专业数据，并老实回答，这也是为什么ChatGPT到现在还是只有21年以前记忆的原因之一。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 710, \"txt\": \"真正迫切的知识更新效果很差的，即让LLM专门记住我这批专业数据，并老实回答，这也是为什么ChatGPT到现在还是只有21年以前记忆的原因之一。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[31]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 72, \"global_sentence_id\": 57, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.3 上下文中注意力失控\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 712, \"txt\": \"No.3 上下文中注意力失控\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[32]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 73, \"global_sentence_id\": 58, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在这里要简单科普一下上下文和注意力是什么。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 714, \"txt\": \"在这里要简单科普一下上下文和注意力是什么。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[33]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 74, \"global_sentence_id\": 59, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"大家会看到GPT的原始版本是2K左右的token上下文支持，GPT-3时代变成4K，GPT-4时代变成8K和32K。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 715, \"txt\": \"大家会看到GPT的原始版本是2K左右的token上下文支持，GPT-3时代变成4K，GPT-4时代变成8K和32K。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[33]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 74, \"global_sentence_id\": 60, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"那么为什么上下文会是一个要逐步被解决的问题呢？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 717, \"txt\": \"那么为什么上下文会是一个要逐步被解决的问题呢？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[34]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 75, \"global_sentence_id\": 61, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"因为他的本质是，当你输入一个超长上下文（包括你的指示、你的补充知识、你的示例等），LLM需要对你的上下文进行全面的理解，用到一个叫“注意力”的技术去计算每个字与字之间的关系，甚至这种关系产生在你输入的第一个字和你回答的最后一个字之间也存在。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 718, \"txt\": \"因为他的本质是，当你输入一个超长上下文（包括你的指示、你的补充知识、你的示例等），LLM需要对你的上下文进行全面的理解，用到一个叫“注意力”的技术去计算每个字与字之间的关系，甚至这种关系产生在你输入的第一个字和你回答的最后一个字之间也存在。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[34]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 75, \"global_sentence_id\": 62, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"当LLM生成回答的时候，他会基于注意力权重来计算本次应该生成哪个字来形成答案。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 720, \"txt\": \"当LLM生成回答的时候，他会基于注意力权重来计算本次应该生成哪个字来形成答案。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[35]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 76, \"global_sentence_id\": 63, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而这个注意力权重他是要对所有你输入的上下文文本进行计算的，文本越多，他的计算资源要求就越多（这也是为什么OpenAI以token计费，并且输入的文本也要钱）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 721, \"txt\": \"而这个注意力权重他是要对所有你输入的上下文文本进行计算的，文本越多，他的计算资源要求就越多（这也是为什么OpenAI以token计费，并且输入的文本也要钱）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[35]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 76, \"global_sentence_id\": 64, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"大概了解上下文和注意力后，我们回归这个问题——那么当我计算了所有的注意力后，哪些注意力是更重要的呢？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 723, \"txt\": \"大概了解上下文和注意力后，我们回归这个问题——那么当我计算了所有的注意力后，哪些注意力是更重要的呢？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[36]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 77, \"global_sentence_id\": 65, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"例如这篇1W字的文章，你看到这里了，你还记得我开头让你记得“点赞，转发，在看”吗？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 724, \"txt\": \"例如这篇1W字的文章，你看到这里了，你还记得我开头让你记得“点赞，转发，在看”吗？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[36]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 77, \"global_sentence_id\": 66, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"假设你看到文章底部，你又还记得吗？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 725, \"txt\": \"假设你看到文章底部，你又还记得吗？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[36]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 77, \"global_sentence_id\": 67, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"🤣，千万记得啊！\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 726, \"txt\": \"🤣，千万记得啊！\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[36]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 77, \"global_sentence_id\": 68, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这就是所谓注意力失控，或者说根本就不给我控。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 728, \"txt\": \"这就是所谓注意力失控，或者说根本就不给我控。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[37]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 78, \"global_sentence_id\": 69, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"通俗来说，如果我希望你记得某个关键信息，我会把那个字体标红、放大10倍。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 729, \"txt\": \"通俗来说，如果我希望你记得某个关键信息，我会把那个字体标红、放大10倍。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[37]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 78, \"global_sentence_id\": 70, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而在LLM的技术中，其实也有类似手段。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 731, \"txt\": \"而在LLM的技术中，其实也有类似手段。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[38]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 79, \"global_sentence_id\": 71, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在GPT-3.5 turbo API（即CHatGPT这个版本）中，他们定义了一个叫System的字段，可以看为是允许开发者自行定义最关键的注意力点。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 732, \"txt\": \"在GPT-3.5 turbo API（即CHatGPT这个版本）中，他们定义了一个叫System的字段，可以看为是允许开发者自行定义最关键的注意力点。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[38]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 79, \"global_sentence_id\": 72, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但实践中，system中的内容总是被遗忘，并且仅有一个字段来承载也不够适配业务中的丰富需求。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 733, \"txt\": \"但实践中，system中的内容总是被遗忘，并且仅有一个字段来承载也不够适配业务中的丰富需求。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[38]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 79, \"global_sentence_id\": 73, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"所以，可控，可配，可调的自定义注意力，是一个非常关键的优化点，可能在后续版本出现。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 735, \"txt\": 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\"从纯粹LLM技术本身，我不看好他被解决——神经网络的可解释性都是一个超级古老的大难题，更何况LLM这种集大成技术的可解释性。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 785, \"txt\": \"从纯粹LLM技术本身，我不看好他被解决——神经网络的可解释性都是一个超级古老的大难题，更何况LLM这种集大成技术的可解释性。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[57]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 98, \"global_sentence_id\": 108, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但通过Cot，产品设计，信源定位等方式总是能部分缓解的，这也可能成为未来所有LLM设计必涉及的一个范式。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 786, \"txt\": \"但通过Cot，产品设计，信源定位等方式总是能部分缓解的，这也可能成为未来所有LLM设计必涉及的一个范式。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[57]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 98, \"global_sentence_id\": 109, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.6 本质学习\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 788, \"txt\": \"No.6 本质学习\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[58]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 99, \"global_sentence_id\": 110, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个观念来自下面这篇文章，是OpenAI技术人员分享的的LLM迭进理念\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 790, \"txt\": \"这个观念来自下面这篇文章，是OpenAI技术人员分享的的LLM迭进理念\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[59]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 100, \"global_sentence_id\": 111, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"https://mp.weixin.qq.com/s/hQmvltuMlClBonM6UJmtLg\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 792, \"txt\": \"https://mp.weixin.qq.com/s/hQmvltuMlClBonM6UJmtLg\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[59]/span/br\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 101, \"global_sentence_id\": 112, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"文章中OpenAI的人员认为LLM的正确做法是：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 794, \"txt\": \"文章中OpenAI的人员认为LLM的正确做法是：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[60]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 113, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"“明确 AGI 基础模型的目标（任务）并搜集尽可能多的有效数据，然后使用所有可能的无损压缩方式，从而得到对任务方法的最小描述长度。”\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 795, \"txt\": \"“明确 AGI 基础模型的目标（任务）并搜集尽可能多的有效数据，然后使用所有可能的无损压缩方式，从而得到对任务方法的最小描述长度。”\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[60]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 114, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"我的理解就是学习本质，而不是学习表层知识。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 796, \"txt\": \"我的理解就是学习本质，而不是学习表层知识。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[60]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 115, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"整个思路有点像我本文的分享框架，比起给你表层知识，不如给你获得、分析这个知识的思考框架，用哲学上的话来说，就是先验胜于后验。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 798, \"txt\": \"整个思路有点像我本文的分享框架，比起给你表层知识，不如给你获得、分析这个知识的思考框架，用哲学上的话来说，就是先验胜于后验。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[61]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 103, \"global_sentence_id\": 116, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"例如我知道特朗普是美国总统，不如我理解总统、美国这些概念，进而再通过Bing获取信息来整合。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 799, \"txt\": \"例如我知道特朗普是美国总统，不如我理解总统、美国这些概念，进而再通过Bing获取信息来整合。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[61]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 103, \"global_sentence_id\": 117, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这也是我认为OpenAI放弃进一步堆叠知识，而借由外部工具（计算器，wiki，Bing）来提升能力的原因。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 801, \"txt\": \"这也是我认为OpenAI放弃进一步堆叠知识，而借由外部工具（计算器，wiki，Bing）来提升能力的原因。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[62]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 104, \"global_sentence_id\": 118, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"他并不是对现实妥协了，而是始终在坚持他心中的最优策略，就像这几年他一直坚持GPT方向一样。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 802, \"txt\": \"他并不是对现实妥协了，而是始终在坚持他心中的最优策略，就像这几年他一直坚持GPT方向一样。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[62]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 104, \"global_sentence_id\": 119, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但可惜的是，即使他发现了一些新知识，大概也不会发paper了。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 804, \"txt\": \"但可惜的是，即使他发现了一些新知识，大概也不会发paper了。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[63]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 105, \"global_sentence_id\": 120, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.7 业务安全\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 806, \"txt\": \"No.7 业务安全\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[64]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 106, \"global_sentence_id\": 121, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个部分逻辑很简单，排除成本问题，很多企业还面临数据安全问题。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 808, \"txt\": \"这个部分逻辑很简单，排除成本问题，很多企业还面临数据安全问题。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[65]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 107, \"global_sentence_id\": 122, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"并且这种安全问题可能到了云端私有化也解决不了的程度。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 809, \"txt\": \"并且这种安全问题可能到了云端私有化也解决不了的程度。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[65]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 107, \"global_sentence_id\": 123, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"因此OpenAI下一个重点一定会包括与Azure一起推进的云端私有化开放，但与此同时大量的小模型厂家（基于开源模型改一改自研的那些）也一定会迎来属于他们的机会。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 811, \"txt\": \"因此OpenAI下一个重点一定会包括与Azure一起推进的云端私有化开放，但与此同时大量的小模型厂家（基于开源模型改一改自研的那些）也一定会迎来属于他们的机会。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[66]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 108, \"global_sentence_id\": 124, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个真的很简单，我不多说什么了，只是这个事实确实还未完全发生，勉强算是预测，所以我放上来写一下。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 813, \"txt\": \"这个真的很简单，我不多说什么了，只是这个事实确实还未完全发生，勉强算是预测，所以我放上来写一下。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[67]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 109, \"global_sentence_id\": 125, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.8 降低门槛\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 815, \"txt\": \"No.8 降低门槛\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[68]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 110, \"global_sentence_id\": 126, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"门槛的一部分来自成本，在第一个章节已经讲过了\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 817, \"txt\": \"门槛的一部分来自成本，在第一个章节已经讲过了\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[69]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 111, \"global_sentence_id\": 127, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"门槛的第二部分来自各种开发框架，例如langchain或者Colossal-AI，支持开发者更便捷的实现应用\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 819, \"txt\": \"门槛的第二部分来自各种开发框架，例如langchain或者\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[70]/span\"}, {\"position_id\": 821, \"txt\": \"Colossal-AI，支持开发者更便捷的实现应用\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[70]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 112, \"global_sentence_id\": 128, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"门槛的第三部分我不太确定，有点怀疑是低代码+AI绘画+开发框架串起来的APP工作流。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 823, \"txt\": \"门槛的第三部分我不太确定，有点怀疑是低代码+AI绘画+开发框架串起来的APP工作流。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[71]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 113, \"global_sentence_id\": 129, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"即未来每个人都能极低成本实现自己的APP。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 824, \"txt\": \"即未来每个人都能极低成本实现自己的APP。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[71]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 113, \"global_sentence_id\": 130, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这部分OpenAI有可能会亲自下场，特别是门槛三种人人都是产品经理，人人都能构建自己APP的这个事情，具有非常大的意义。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 826, \"txt\": \"这部分OpenAI有可能会亲自下场，特别是门槛三种人人都是产品经理，人人都能构建自己APP的这个事情，具有非常大的意义。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[72]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 114, \"global_sentence_id\": 131, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"开拓增量\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 828, \"txt\": \"开拓增量\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[73]/span/strong\"}]}, \"tags\": [\"strong\"], \"label\": \"title1\", \"web_segment_id\": 115, \"global_sentence_id\": 132, \"edu_l1_label\": \"BOS\"}, {\"txt\": \"No.1 理解（多模态）\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 830, \"txt\": \"No.1 理解（多模态）\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[74]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 116, \"global_sentence_id\": 133, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在微软的KOSMOS-1论文中（即我发现多模态未来的那篇），他举的例子可不止图像理解，还在旁边放了音频、视频，这也是大家目前很容易预见的。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 832, \"txt\": \"在微软的KOSMOS-1论文中（即我发现多模态未来的那篇），他举的例子可不止图像理解，还在旁边放了音频、视频，这也是大家目前很容易预见的。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[75]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 117, \"global_sentence_id\": 134, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但我再补充另一部分细小的信源：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 834, \"txt\": \"但我再补充另一部分细小的信源：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[76]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 118, \"global_sentence_id\": 135, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"陀螺仪，触碰（屏幕），温度，红外线，光照，湿度等等。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 835, \"txt\": \"陀螺仪，触碰（屏幕），温度，红外线，光照，湿度等等。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[76]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 118, \"global_sentence_id\": 136, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这些概念其实和图像、音频、视频不太一样，他们本身不具备丰富的人类信息，并且通常以清晰明了的数据格式存在（例如温度=17°C）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 837, \"txt\": \"这些概念其实和图像、音频、视频不太一样，他们本身不具备丰富的人类信息，并且通常以清晰明了的数据格式存在（例如温度=17°C）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[77]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 119, \"global_sentence_id\": 137, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在LLM落地到手机这类新的终端后，他将远不止获取到图像、音频、视频这样的信息，还包括N多人类传统用于刻画客观环境的量化信息。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 838, \"txt\": \"在LLM落地到手机这类新的终端后，他将远不止获取到图像、音频、视频这样的信息，还包括N多人类传统用于刻画客观环境的量化信息。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[77]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 119, \"global_sentence_id\": 138, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"我反而很期待针对这些细小信源的应用，因为他们的信息结构很简单，基本都是代码常见格式，是现有能力能够快速兼容的，比起音频、视频要做的语义融入简单太多。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 840, \"txt\": \"我反而很期待针对这些细小信源的应用，因为他们的信息结构很简单，基本都是代码常见格式，是现有能力能够快速兼容的，比起音频、视频要做的语义融入简单太多。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[78]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 120, \"global_sentence_id\": 139, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"另外有一个超级遥远的未来（我觉得很遥远…\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 842, \"txt\": \"另外有一个超级遥远的未来（我觉得很遥远…\", \"x\": 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{\"txt\": \"理解的下一步是行动。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 847, \"txt\": \"理解的下一步是行动。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[81]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 123, \"global_sentence_id\": 143, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"首先，ChatGPT插件某种程度上就是一种干预行动，只是受限于安全风险，OpenAI做了控制，将所有步骤停留在产生影响的前一步（订机票，最后订那一步你自己做）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 849, \"txt\": \"首先，ChatGPT插件某种程度上就是一种干预行动，只是受限于安全风险，OpenAI做了控制，将所有步骤停留在产生影响的前一步（订机票，最后订那一步你自己做）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[82]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 124, \"global_sentence_id\": 144, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"其次，今日消息（28号），OpenAI投资了挪威机器人公司1X；\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 851, \"txt\": \"其次，今日消息（28号），OpenAI投资了挪威机器人公司1X；\", \"x\": 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\"在前面可解释性部分提过，AI仅仅辅助我们决策，我们都有那么高的要求，更何况他现在要直接干预世界？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 855, \"txt\": \"在前面可解释性部分提过，AI仅仅辅助我们决策，我们都有那么高的要求，更何况他现在要直接干预世界？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[84]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 126, \"global_sentence_id\": 148, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个部分，我在短期内是不抱期待的，我认为技术上的安全的问题很难解决。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 857, \"txt\": \"这个部分，我在短期内是不抱期待的，我认为技术上的安全的问题很难解决。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[85]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 127, \"global_sentence_id\": 149, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"毕竟谁也不想被剃头机器人真的把头剃掉吧。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 858, \"txt\": \"毕竟谁也不想被剃头机器人真的把头剃掉吧。\", \"x\": 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{\"txt\": \"一个原因是头部终端厂家没完全放弃，想自己搞搞看看能不能突破，另一方面是他们可能获得信息时间较晚，微软的整个动手准备可能从去年8月就开始尝试了，而大部分终端厂家可能等到11月30日ChatGPT发布才反应过来。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 868, \"txt\": \"一个原因是头部终端厂家没完全放弃，想自己搞搞看看能不能突破，另一方面是他们可能获得信息时间较晚，微软的整个动手准备可能从去年8月就开始尝试了，而大部分终端厂家可能等到11月30日ChatGPT发布才反应过来。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[89]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 131, \"global_sentence_id\": 156, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个趋势，大家也形成共识了，我不谈他的逻辑了，重点说说这个方向要注意的地方：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 870, \"txt\": \"这个趋势，大家也形成共识了，我不谈他的逻辑了，重点说说这个方向要注意的地方：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[90]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 132, \"global_sentence_id\": 157, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"1. 要去看更多的信息输入，例如我前面讲到的，PC所不具备的陀螺仪，温湿度，触碰等等\", \"language\": \"chinese\", 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\"web_segment_id\": 136, \"global_sentence_id\": 162, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.4 被绑住翅膀的插件\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 881, \"txt\": \"No.4 被绑住翅膀的插件\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[92]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title3\", \"web_segment_id\": 137, \"global_sentence_id\": 163, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"ChatGPT插件发布后，我没有写文章，因为没有想象中那么惊喜。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 883, \"txt\": \"ChatGPT插件发布后，我没有写文章，因为没有想象中那么惊喜。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[93]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 138, \"global_sentence_id\": 164, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"从目前来看，他更接近Alexa Echo的 Skill Store而不是苹果的Apple Store。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 885, \"txt\": \"从目前来看，他更接近Alexa Echo的 Skill 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\"要更进一步发展，一方面GPT-4的图像模态需要开放，另一方面ChatGPT要落到更多的应用端，从端上获得更丰富的信息输入，并掌握更多的输出手段。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[96]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 141, \"global_sentence_id\": 167, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"插件市场一定要用这种思维去看，LLM是核心能力，但这个核心能力也受限于端的输入（信息获取）和输出（交互手段），所以关键不是现在插件能做什么，而是未来插件能做什么。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 891, \"txt\": \"插件市场一定要用这种思维去看，LLM是核心能力，但这个核心能力也受限于端的输入（信息获取）和输出（交互手段），所以关键不是现在插件能做什么，而是未来插件能做什么。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[97]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 142, \"global_sentence_id\": 168, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"哪些落地方向更有前景\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 893, \"txt\": \"哪些落地方向更有前景\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[98]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title1\", \"web_segment_id\": 143, \"global_sentence_id\": 169, \"edu_l1_label\": \"BOS\"}, {\"txt\": \"在我的另一个文档《AIGC开源分析库》中，我针对69个方向进行了落地分析，其中33个与LLM有关。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 895, \"txt\": \"在我的另一个文档《AIGC开源分析库》中，我针对69个方向进行了落地分析，其中33个与LLM有关。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[99]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 144, \"global_sentence_id\": 170, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"文档链接在这里：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 897, \"txt\": \"文档链接在这里：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[99]/span/br[1]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 145, \"global_sentence_id\": 171, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"https://docs.qq.com/sheet/DRE5jalZKeVZzQlFj?tab=BB08J2\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 898, \"txt\": \"https://docs.qq.com/sheet/DRE5jalZKeVZzQlFj?tab=BB08J2\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[99]/span/br[1]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 145, \"global_sentence_id\": 172, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"思考框架\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 900, \"txt\": \"思考框架\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[100]/span/strong\"}]}, \"tags\": [\"strong\"], \"label\": \"title1\", \"web_segment_id\": 146, \"global_sentence_id\": 173, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这次是我自己问自己：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 902, \"txt\": \"这次是我自己问自己：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[101]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 147, \"global_sentence_id\": 174, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"“你分析的依据是什么？\", \"language\": 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这次技术与以往的根本性差异是什么？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 907, \"txt\": \"1. 这次技术与以往的根本性差异是什么？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[102]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 148, \"global_sentence_id\": 178, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"就像插件部分对音箱、手机、PC的分析一样，我们先看清楚技术带来的本质的变化\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 909, \"txt\": \"就像插件部分对音箱、手机、PC的分析一样，我们先看清楚技术带来的本质的变化\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[103]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 149, \"global_sentence_id\": 179, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第一，更成熟的CUI，可以让LLM帮你做任何事情，基本如臂指使（做不做得到，做不做的对两说）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 911, \"txt\": \"第一，更成熟的CUI，可以让LLM帮你做任何事情，基本如臂指使（做不做得到，做不做的对两说）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[104]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 150, \"global_sentence_id\": 180, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第二，强大的理解能力，不仅限于文字，同时包括图像、音频、视频、3D\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 913, \"txt\": \"第二，强大的理解能力，不仅限于文字，同时包括图像、音频、视频、3D\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[104]/span/br[1]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 151, \"global_sentence_id\": 181, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第三，强大的生成能力，不仅限于内容生成，也包括代码（应用），数据（标注数据）\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 915, \"txt\": \"第三，强大的生成能力，不仅限于内容生成，也包括代码（应用），数据（标注数据）\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[104]/span/br[2]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 152, \"global_sentence_id\": 182, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第四，一定的推理能力，能够进行基本逻辑的推理，例如先干什么在干什么最后干什么，能够帮助你把一些事情串起来（我说的不是做数学题哈哈，不是那种推理）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 917, \"txt\": \"第四，一定的推理能力，能够进行基本逻辑的推理，例如先干什么在干什么最后干什么，能够帮助你把一些事情串起来（我说的不是做数学题哈哈，不是那种推理）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[104]/span/br[3]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 153, \"global_sentence_id\": 183, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第五，人机信任，人类以往对AI都是恶意接触，即我不相信你是个人，并且会做各种极端测试，那么新技术带来的信任（或者说局部信任）将是一个本质变化。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 919, \"txt\": \"第五，人机信任，人类以往对AI都是恶意接触，即我不相信你是个人，并且会做各种极端测试，那么新技术带来的信任（或者说局部信任）将是一个本质变化。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[104]/span/br[4]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 154, \"global_sentence_id\": 184, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"2. 你正在看的这个方向是存量还是增量？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 921, \"txt\": \"2. 你正在看的这个方向是存量还是增量？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[105]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 155, \"global_sentence_id\": 185, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"存量市场指这个市场以前就存在，例如客服，教育，游戏，通常来说存量市场的壁垒在于资深的业务逻辑，同时已经拥有非常多的资深玩家。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 923, \"txt\": \"存量市场指这个市场以前就存在，例如客服，教育，游戏，通常来说存量市场的壁垒在于资深的业务逻辑，同时已经拥有非常多的资深玩家。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[106]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 156, \"global_sentence_id\": 186, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"当新技术到来时，旧玩家会纷纷拥抱，进入新一轮内卷，直到卷完后再次形成动态平衡。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 924, \"txt\": \"当新技术到来时，旧玩家会纷纷拥抱，进入新一轮内卷，直到卷完后再次形成动态平衡。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[106]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 156, \"global_sentence_id\": 187, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在存量市场中，新玩家纯靠LLM技术几乎难以突破（特别是这种技术某种意义上非常平等，应用门槛很低）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 926, \"txt\": \"在存量市场中，新玩家纯靠LLM技术几乎难以突破（特别是这种技术某种意义上非常平等，应用门槛很低）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[107]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 157, \"global_sentence_id\": 188, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"同时存量市场本身服务于某些市场需求，这些市场需求是否会因为新技术带来的体验提升，进一步扩大便捷，推动增量产生也是不一定的（要分行业去看，甚至要分具体应用去看）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 928, \"txt\": \"同时存量市场本身服务于某些市场需求，这些市场需求是否会因为新技术带来的体验提升，进一步扩大便捷，推动增量产生也是不一定的（要分行业去看，甚至要分具体应用去看）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[108]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 158, \"global_sentence_id\": 189, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"增量市场指这个市场以前或许存在，但相关技术不达标，所以整个市场一片蓝海，没有强有力的老玩家，大家众生平等各凭本事。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 930, \"txt\": \"增量市场指这个市场以前或许存在，但相关技术不达标，所以整个市场一片蓝海，没有强有力的老玩家，大家众生平等各凭本事。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[109]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 159, \"global_sentence_id\": 190, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"请注意，不是说增量一定就比存量好，存量才是当前世界的绝大多数，并且AI对每个存量市场的破坏式更新和增量带动也都不一样。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 932, \"txt\": \"请注意，不是说增量一定就比存量好，存量才是当前世界的绝大多数，并且AI对每个存量市场的破坏式更新和增量带动也都不一样。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[110]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 160, \"global_sentence_id\": 191, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"3. 你正在看的这个方向会被巨头颠覆吗？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 934, \"txt\": \"3. 你正在看的这个方向会被巨头颠覆吗？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[111]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 161, \"global_sentence_id\": 192, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第一，这个方向在不在巨头们的主赛道上，这个大家懂的都懂\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 936, \"txt\": \"第一，这个方向在不在巨头们的主赛道上，这个大家懂的都懂\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[112]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 162, \"global_sentence_id\": 193, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"第二，观察OpenAI的未来发展方向，至少目前小模型，开发框架，整合工作流等都需要警惕OpenAI下场\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 938, \"txt\": \"第二，观察OpenAI的未来发展方向，至少目前小模型，开发框架，整合工作流等都需要警惕OpenAI下场\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[112]/span/br[1]\"}]}, \"tags\": [\"br\"], \"label\": \"content\", \"web_segment_id\": 163, \"global_sentence_id\": 194, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"最后，我分享一个可怕的猜测：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 940, \"txt\": \"最后，我分享一个可怕的猜测：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[113]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 164, \"global_sentence_id\": 195, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"GPT-X的迭代节奏是什么？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 941, \"txt\": \"GPT-X的迭代节奏是什么？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[113]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 164, \"global_sentence_id\": 196, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"A阶段，我提供一个1.0模型，给2B客户或2C用户使用，我需要从中收集的是“在当前1.0版本能力范围内”，你们做了怎样的微调，怎样的Prompt来令LLM达成你们想要的业务效果。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 943, \"txt\": \"A阶段，我提供一个1.0模型，给2B客户或2C用户使用，我需要从中收集的是“在当前1.0版本能力范围内”，你们做了怎样的微调，怎样的Prompt来令LLM达成你们想要的业务效果。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[114]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 165, \"global_sentence_id\": 197, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"B阶段，使用收集到的Prompt或微调数据进行人工校正，标注，形成SFT监督数据集，重新走RLHF模式，获得2.0模型\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 945, \"txt\": \"B阶段，使用收集到的Prompt或微调数据进行人工校正，标注，形成SFT监督数据集，重新走RLHF模式，获得2.0模型\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[115]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 166, \"global_sentence_id\": 198, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"C阶段，开放2.0模型，干翻一堆旧的延伸应用——以前需要额外优化的场景，现在通用的LLM能力已经能够支持了。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 947, \"txt\": \"C阶段，开放2.0模型，干翻一堆旧的延伸应用——以前需要额外优化的场景，现在通用的LLM能力已经能够支持了。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[116]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 167, \"global_sentence_id\": 199, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"然后基于2.0版本，再次收集“在2.0版本能力范围内”，你们做了怎样的微调，怎样的Prompt来令LLM达成你想要的业务效果\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 948, \"txt\": \"然后基于2.0版本，再次收集“在2.0版本能力范围内”，你们做了怎样的微调，怎样的Prompt来令LLM达成你想要的业务效果\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[116]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 167, \"global_sentence_id\": 200, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"…\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 950, \"txt\": \"…\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[117]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 168, \"global_sentence_id\": 201, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"将以上过程无限循环\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 951, \"txt\": \"将以上过程无限循环\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[117]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 168, \"global_sentence_id\": 202, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"这个猜测你可以结合回顾我前面的“本质学习”章节，和OpenAI的理念是相符的。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 953, \"txt\": \"这个猜测你可以结合回顾我前面的“本质学习”章节，和OpenAI的理念是相符的。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[118]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 169, \"global_sentence_id\": 203, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"他们从始至终，要做到的事情，就不是锻炼LLM对于表层知识的理解（例如特朗普是谁），而是要锻炼LLM的思考框架。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 954, \"txt\": \"他们从始至终，要做到的事情，就不是锻炼LLM对于表层知识的理解（例如特朗普是谁），而是要锻炼LLM的思考框架。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[118]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 169, \"global_sentence_id\": 204, \"edu_l1_label\": 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{\"atoms\": [{\"position_id\": 963, \"txt\": \"这不是在一篇小文章里能说明白说完的事情。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[121]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 172, \"global_sentence_id\": 210, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"表层知识\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 965, \"txt\": \"表层知识\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[122]/span/strong\"}]}, \"tags\": [\"strong\"], \"label\": \"title1\", \"web_segment_id\": 173, \"global_sentence_id\": 211, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.1 情感方向\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 967, \"txt\": \"No.1 情感方向\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[123]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 174, \"global_sentence_id\": 212, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"情感方向是我目前看到唯一一个纯粹的增量市场，在过去技术的限制使这个方向的发展十分微弱。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 969, \"txt\": \"情感方向是我目前看到唯一一个纯粹的增量市场，在过去技术的限制使这个方向的发展十分微弱。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[124]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 175, \"global_sentence_id\": 213, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在LLM出现后，他的技术前提已经使得这个市场成为可能。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 970, \"txt\": \"在LLM出现后，他的技术前提已经使得这个市场成为可能。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[124]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 175, \"global_sentence_id\": 214, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"但是情感方向存在三个问题：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 972, \"txt\": \"但是情感方向存在三个问题：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[125]/span\"}]}, \"tags\": [], \"label\": 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{\"txt\": \"投注感情是一件看似不需要体力实则非常耗费精力的事情，用户在此类产品上消费的时间越多，会越觉疲惫，对产品的离心力会更大。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 984, \"txt\": \"投注感情是一件看似不需要体力实则非常耗费精力的事情，用户在此类产品上消费的时间越多，会越觉疲惫，对产品的离心力会更大。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[128]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 179, \"global_sentence_id\": 224, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"一个好的解决方式是构建心流，但难度很大。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 985, \"txt\": \"一个好的解决方式是构建心流，但难度很大。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[128]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 179, \"global_sentence_id\": 225, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而反面则是用户本身就难以有足够理由在这个APP上提供足够的时长。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 986, \"txt\": \"而反面则是用户本身就难以有足够理由在这个APP上提供足够的时长。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[128]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 179, \"global_sentence_id\": 226, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"No.2 新的范式\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 988, \"txt\": \"No.2 新的范式\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[129]/strong/span\"}]}, \"tags\": [\"strong\"], \"label\": \"title2\", \"web_segment_id\": 180, \"global_sentence_id\": 227, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"新的技术发展总会带来新的范式，例如PC时代表格工具对传统表格的降维打击（不仅仅是表格，更是查询、加工）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 990, \"txt\": \"新的技术发展总会带来新的范式，例如PC时代表格工具对传统表格的降维打击（不仅仅是表格，更是查询、加工）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[130]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 181, \"global_sentence_id\": 228, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而Notion更进一步，试图推进All-in-one，形成Word、Excel等多种格式的统一，让创作者专注表达想法，而Notion负责输出时的多样化演绎。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 991, \"txt\": \"而Notion更进一步，试图推进All-in-one，形成Word、Excel等多种格式的统一，让创作者专注表达想法，而Notion负责输出时的多样化演绎。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[130]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 181, \"global_sentence_id\": 229, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"那么Notion，或者说现在的Notion AI 就是最终的形式吗？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 993, \"txt\": \"那么Notion，或者说现在的Notion AI 就是最终的形式吗？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[131]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 182, \"global_sentence_id\": 230, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"或者说像Office Copilot那样快捷实现多种文件的互相转换和便捷操作是最终的形式吗?\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 994, \"txt\": \"或者说像Office 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\"tags\": [], \"label\": \"content\", \"web_segment_id\": 184, \"global_sentence_id\": 233, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"事实上，新技术出现初期，人类的想象力总会被约束在旧的思维框架中而不自知。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 1000, \"txt\": \"事实上，新技术出现初期，人类的想象力总会被约束在旧的思维框架中而不自知。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[134]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 185, \"global_sentence_id\": 234, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"例如《Power and Prediction》这本书中的例子，当电力出现时，要用它取代工厂中蒸汽机。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 1001, \"txt\": \"例如《Power and Prediction》这本书中的例子，当电力出现时，要用它取代工厂中蒸汽机。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[134]/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 185, \"global_sentence_id\": 235, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"仅仅只是替换就可以吗？\", \"language\": \"chinese\", \"position\": {\"atoms\": 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\"具体做法是，我们将各个工具的使用描述以文本形式传递给模型，从而使模型能够了解有哪些工具可供选择，并基于实时情况做出最佳选择。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2022, \"txt\": \"具体做法是，我们将各个工具的使用描述以文本形式传递给模型，从而使模型能够了解有哪些工具可供选择，并基于实时情况做出最佳选择。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[17]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 88, \"global_sentence_id\": 100, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"参考代码中的注释部分：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2023, \"txt\": \"参考代码中的注释部分：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[17]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 88, \"global_sentence_id\": 101, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"... # 省略了无关的代码asyncdefstart(self):\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2025, \"txt\": \"... \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[1]/span\"}, {\"position_id\": 2027, \"txt\": \"# 省略了无关的代码\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[1]/span/span\"}, {\"position_id\": 2029, \"txt\": \"async\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[2]/span/span[1]\"}, {\"position_id\": 2031, \"txt\": \"def\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[2]/span/span[2]\"}, {\"position_id\": 2033, \"txt\": \"start\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[2]/span/span[3]\"}, {\"position_id\": 2035, \"txt\": \"(\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[2]/span/span[3]\"}, {\"position_id\": 2037, \"txt\": \"self\", \"x\": 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Transform the raw data into a natural, conversational response\\\\n\\\"\\\"2. Keep responses concise but informative\\\\n\\\"\\\"3. Focus on the most relevant information\\\\n\\\"\\\"4. Use appropriate context from the user's question\\\\n\\\"\\\"5. Avoid simply repeating the raw data\\\\n\\\\n\\\"\\\"Please use only the tools that are explicitly defined above.\\\" ) messages = [{\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2137, \"txt\": \"\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[33]/span/span\"}, {\"position_id\": 2139, \"txt\": \"\\\"1. Transform the raw data into a natural, conversational response\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[34]/span/span\"}, {\"position_id\": 2141, \"txt\": \"\\\"2. Keep responses concise but informative\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[35]/span/span\"}, {\"position_id\": 2143, \"txt\": \"\\\"3. Focus on the most relevant information\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[36]/span/span\"}, {\"position_id\": 2145, \"txt\": \"\\\"4. Use appropriate context from the user's question\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[37]/span/span\"}, {\"position_id\": 2147, \"txt\": \"\\\"5. Avoid simply repeating the raw data\\\\n\\\\n\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[38]/span/span\"}, {\"position_id\": 2149, \"txt\": \"\\\"Please use only the tools that are explicitly defined above.\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[39]/span/span\"}, {\"position_id\": 2151, \"txt\": \" )\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[40]/span\"}, {\"position_id\": 2153, \"txt\": \" messages = [{\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span\"}, {\"position_id\": 2155, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[1]\"}, {\"position_id\": 2157, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[1]\"}, {\"position_id\": 2159, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 115, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"system\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2160, \"txt\": \"system\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[2]\"}, {\"position_id\": 2162, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[2]\"}, {\"position_id\": 2164, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[3]\"}, {\"position_id\": 2166, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 116, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" system_message}]whileTrue:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2167, \"txt\": \" system_message}]\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[41]/span/span[3]\"}, {\"position_id\": 2169, \"txt\": \"while\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[43]/span/span[1]\"}, {\"position_id\": 2171, \"txt\": \"True\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[43]/span/span[2]\"}, {\"position_id\": 2173, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[43]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 117, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"# Final... 假设这里已经处理了用户消息输入.\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2175, \"txt\": \"# Final... 假设这里已经处理了用户消息输入.\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[44]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 118, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" messages.append({\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2177, \"txt\": \" messages.append({\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[45]/span\"}, {\"position_id\": 2179, \"txt\": \"\\\"role\\\"\", \"x\": 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\"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[45]/span/span[3]\"}, {\"position_id\": 2190, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[45]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 120, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" user_input})# 将 system_message 和用户消息输入一起发送给 LLM llm_response = self.llm_client.get_response(messages) ... # 后面和确定使用哪些工具无关classTool:\\\"\\\"\\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2191, \"txt\": \" user_input})\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[45]/span/span[3]\"}, {\"position_id\": 2193, \"txt\": \"# 将 system_message 和用户消息输入一起发送给 LLM\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[47]/span/span\"}, {\"position_id\": 2195, \"txt\": \" llm_response = self.llm_client.get_response(messages)\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[48]/span\"}, {\"position_id\": 2197, \"txt\": \" ... \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[50]/span\"}, {\"position_id\": 2199, \"txt\": \"# 后面和确定使用哪些工具无关\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[50]/span/span\"}, {\"position_id\": 2201, \"txt\": \"class\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[53]/span/span[1]\"}, {\"position_id\": 2203, \"txt\": \"Tool\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[53]/span/span[2]\"}, {\"position_id\": 2205, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[53]/span/span[2]\"}, {\"position_id\": 2207, 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\"web_segment_id\": 89, \"global_sentence_id\": 123, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" str, input_schema:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2222, \"txt\": \" \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[57]/span/span[1]\"}, {\"position_id\": 2224, \"txt\": \"str\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[57]/span/span[2]\"}, {\"position_id\": 2226, \"txt\": \", input_schema:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[57]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 124, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" dict[str, Any] ) -> None:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2227, \"txt\": \" \", \"x\": 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\"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[57]/span/span[5]\"}, {\"position_id\": 2241, \"txt\": \" ) -> \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[58]/span\"}, {\"position_id\": 2243, \"txt\": \"None\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[58]/span/span\"}, {\"position_id\": 2245, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[58]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 125, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" self.name:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2247, \"txt\": \" self.name:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[59]/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 126, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" str = name self.description:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2248, \"txt\": \" \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[59]/span\"}, {\"position_id\": 2250, \"txt\": \"str\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[59]/span/span\"}, {\"position_id\": 2252, \"txt\": \" = name\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[59]/span/span\"}, {\"position_id\": 2254, \"txt\": \" self.description:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[60]/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 127, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" str = description self.input_schema:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2255, \"txt\": \" \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[60]/span\"}, {\"position_id\": 2257, \"txt\": \"str\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[60]/span/span\"}, {\"position_id\": 2259, \"txt\": \" = description\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[60]/span/span\"}, {\"position_id\": 2261, \"txt\": \" self.input_schema:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 89, \"global_sentence_id\": 128, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" dict[str, Any] = input_schema# 把工具的名字 / 工具的用途（description）和工具所需要的参数（args_desc）转化为文本defformat_for_llm(self) -> str:\\\"\\\"\\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2262, \"txt\": \" \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span\"}, {\"position_id\": 2264, \"txt\": \"dict\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span/span[1]\"}, {\"position_id\": 2266, \"txt\": \"[\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span/span[1]\"}, {\"position_id\": 2268, \"txt\": \"str\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span/span[2]\"}, {\"position_id\": 2270, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span/span[2]\"}, {\"position_id\": 2272, \"txt\": \"Any\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[5]/section/section/pre/code[61]/span/span[3]\"}, {\"position_id\": 2274, \"txt\": \"] = input_schema\", \"x\": 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\"当模型分析用户请求后，它会决定是否需要调用工具：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2523, \"txt\": \"当模型分析用户请求后，它会决定是否需要调用工具：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[20]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 94, \"global_sentence_id\": 158, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"无需工具时：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2525, \"txt\": \"无需工具时：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[9]/li[1]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 95, \"global_sentence_id\": 159, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"模型直接生成自然语言回复。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2526, \"txt\": \"模型直接生成自然语言回复。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[9]/li[1]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 95, 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\"web_segment_id\": 98, \"global_sentence_id\": 165, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"如果 tool call 的 json 代码存在问题或者模型产生了幻觉怎么办呢？\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2535, \"txt\": \"如果 tool call 的 json 代码存在问题或者模型产生了幻觉怎么办呢？\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[22]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 98, \"global_sentence_id\": 166, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"通过阅读代码 发现，我们会 skip 掉无效的调用请求。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2536, \"txt\": \"通过阅读代码 发现，我们会 skip 掉无效的调用请求。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[22]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 98, \"global_sentence_id\": 167, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"执行相关的代码与注释如下：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2537, \"txt\": \"执行相关的代码与注释如下：\", \"x\": 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上面已经介绍过了，模型如何选择工具\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[3]/span/span\"}, {\"position_id\": 2559, \"txt\": \"while\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[5]/span/span[1]\"}, {\"position_id\": 2561, \"txt\": \"True\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[5]/span/span[2]\"}, {\"position_id\": 2563, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[5]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 170, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"# 假设这里已经处理了用户消息输入.\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2565, \"txt\": \"# 假设这里已经处理了用户消息输入.\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[6]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 171, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" messages.append({\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2567, \"txt\": \" messages.append({\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span\"}, {\"position_id\": 2569, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[1]\"}, {\"position_id\": 2571, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[1]\"}, {\"position_id\": 2573, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 172, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"user\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2574, \"txt\": \"user\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[2]\"}, {\"position_id\": 2576, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[2]\"}, {\"position_id\": 2578, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[3]\"}, {\"position_id\": 2580, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 173, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" user_input})# 获取 LLM 的输出 llm_response = self.llm_client.get_response(messages)# 处理 LLM 的输出（如果有 tool call 则执行对应的工具） result = await self.process_llm_response(llm_response)# 如果 result 与 llm_response 不同，说明执行了 tool call （有额外信息了）# 则将 tool call 的结果重新发送给 LLM 进行处理。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2581, \"txt\": \" user_input})\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[7]/span/span[3]\"}, {\"position_id\": 2583, \"txt\": \"# 获取 LLM 的输出\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[9]/span/span\"}, {\"position_id\": 2585, \"txt\": \" llm_response = self.llm_client.get_response(messages)\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[10]/span\"}, {\"position_id\": 2587, \"txt\": \"# 处理 LLM 的输出（如果有 tool call 则执行对应的工具）\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[12]/span/span\"}, {\"position_id\": 2589, \"txt\": \" result = \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[13]/span\"}, {\"position_id\": 2591, \"txt\": \"await\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[13]/span/span\"}, {\"position_id\": 2593, \"txt\": \" self.process_llm_response(llm_response)\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[13]/span/span\"}, {\"position_id\": 2595, \"txt\": \"# 如果 result 与 llm_response 不同，说明执行了 tool call （有额外信息了）\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[15]/span/span\"}, {\"position_id\": 2597, \"txt\": \"# 则将 tool call 的结果重新发送给 LLM 进行处理。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[16]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 174, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"if result != llm_response:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2599, \"txt\": \"if\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[17]/span/span\"}, {\"position_id\": 2601, \"txt\": \" result != llm_response:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[17]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 175, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" messages.append({\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2603, \"txt\": \" messages.append({\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span\"}, {\"position_id\": 2605, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[1]\"}, {\"position_id\": 2607, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[1]\"}, {\"position_id\": 2609, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 176, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"assistant\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2610, \"txt\": \"assistant\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[2]\"}, {\"position_id\": 2612, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[2]\"}, {\"position_id\": 2614, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[3]\"}, {\"position_id\": 2616, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 177, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" llm_response}) messages.append({\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2617, \"txt\": \" llm_response})\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[18]/span/span[3]\"}, {\"position_id\": 2619, \"txt\": \" messages.append({\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span\"}, {\"position_id\": 2621, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[1]\"}, {\"position_id\": 2623, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[1]\"}, {\"position_id\": 2625, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 178, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"system\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2626, \"txt\": \"system\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[2]\"}, {\"position_id\": 2628, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[2]\"}, {\"position_id\": 2630, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[3]\"}, {\"position_id\": 2632, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 179, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" result}) final_response = self.llm_client.get_response(messages) logging.info(\\\"\\\\nFinal response:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2633, \"txt\": \" result})\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[19]/span/span[3]\"}, {\"position_id\": 2635, \"txt\": \" final_response = self.llm_client.get_response(messages)\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[21]/span\"}, {\"position_id\": 2637, \"txt\": \" logging.info(\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[22]/span\"}, {\"position_id\": 2639, \"txt\": \"\\\"\\\\nFinal response:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[22]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 180, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" %s\\\", final_response) messages.append( {\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2640, \"txt\": \" %s\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[22]/span/span\"}, {\"position_id\": 2642, \"txt\": \", final_response)\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[22]/span/span\"}, {\"position_id\": 2644, \"txt\": \" messages.append(\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[23]/span\"}, {\"position_id\": 2646, \"txt\": \" {\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span\"}, {\"position_id\": 2648, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[1]\"}, {\"position_id\": 2650, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[1]\"}, {\"position_id\": 2652, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 181, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"assistant\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2653, \"txt\": \"assistant\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[2]\"}, {\"position_id\": 2655, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[2]\"}, {\"position_id\": 2657, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[3]\"}, {\"position_id\": 2659, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 182, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" final_response} )# 否则代表没有执行 tool call，则直接将 LLM 的输出返回给用户。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2660, \"txt\": \" final_response}\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[24]/span/span[3]\"}, {\"position_id\": 2662, \"txt\": \" )\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[25]/span\"}, {\"position_id\": 2664, \"txt\": \"# 否则代表没有执行 tool call，则直接将 LLM 的输出返回给用户。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[26]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 183, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"else:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2666, \"txt\": \"else\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[27]/span/span\"}, {\"position_id\": 2668, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[27]/span/span\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 184, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" messages.append({\\\"role\\\": \\\"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2670, \"txt\": \" messages.append({\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span\"}, {\"position_id\": 2672, \"txt\": \"\\\"role\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[1]\"}, {\"position_id\": 2674, \"txt\": \": \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[1]\"}, {\"position_id\": 2676, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[2]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 185, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"assistant\\\", \\\"content\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2677, \"txt\": \"assistant\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[2]\"}, {\"position_id\": 2679, \"txt\": \", \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[2]\"}, {\"position_id\": 2681, \"txt\": \"\\\"content\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[3]\"}, {\"position_id\": 2683, \"txt\": \":\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 186, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \" llm_response})\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2684, \"txt\": \" llm_response})\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[7]/section/section/pre/code[28]/span/span[3]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 99, \"global_sentence_id\": 187, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"根据上述原理分析，可以看出工具文档至关重要。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2686, \"txt\": \"根据上述原理分析，\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[23]/span[1]/span/span\"}, {\"position_id\": 2688, \"txt\": \"可以看出工具文档至关重要\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[23]/span[2]/span/span\"}, {\"position_id\": 2690, \"txt\": \"。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[23]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 100, \"global_sentence_id\": 188, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"模型依赖于工具描述文本来理解和选择适用的工具，这意味着精心编写的工具名称、文档字符串（docstring）以及参数说明显得尤为重要。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2691, \"txt\": \"模型依赖于工具描述文本来理解和选择适用的工具，这意味着精心编写的工具名称、文档字符串（docstring）以及参数说明显得尤为重要。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[23]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 100, \"global_sentence_id\": 189, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"鉴于MCP的选择机制基于prompt实现，理论上任何模型只要能够提供相应的工具描述就能与MCP兼容使用。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2692, \"txt\": \"鉴于MCP的选择机制基于prompt实现，理论上任何模型只要能够提供相应的工具描述就能与MCP兼容使用。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[23]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 100, \"global_sentence_id\": 190, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"MCP Server 开发实践\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2694, \"txt\": \"MCP Server 开发实践\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[8]/section/section/p/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 101, \"global_sentence_id\": 191, \"edu_l1_label\": \"BOS\"}, {\"txt\": \"对绝大部分 AI 开发者来说，除了了解MCP的原理，我们更关心 Server 的实现。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2696, \"txt\": \"对绝大部分 AI 开发者来说，除了了解MCP的原理，我们更关心 Server 的实现。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[24]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 192, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"因此，我这里准备通过一个最简单的示例来介绍如何实现一个 MCP Server。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2697, \"txt\": \"因此，我这里准备通过一个最简单的示例来介绍如何实现一个 MCP Server。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[24]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 193, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"MCP servers 可以提供三种主要类型的功能：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2698, \"txt\": \"MCP servers 可以提供三种主要类型的功能：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[24]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 102, \"global_sentence_id\": 194, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Tools（工具）：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2700, \"txt\": \"Tools（工具）：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[1]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 103, \"global_sentence_id\": 195, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"可以被 LLM 调用的函数或外部服务接口，需要用户授权后执行。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2701, \"txt\": \"可以被 LLM 调用的函数或外部服务接口，需要用户授权后执行。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[1]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 103, \"global_sentence_id\": 196, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Resources（资源）：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2703, \"txt\": \"Resources（资源）：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[2]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 104, \"global_sentence_id\": 197, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"提供类似文件的结构化数据，供LLM读取和分析。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2704, \"txt\": \"提供类似文件的结构化数据，供LLM读取和分析。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[2]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 104, \"global_sentence_id\": 198, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"如本地文件内容、远程api返回的json数据、数据库查询结果等。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2705, \"txt\": \"如本地文件内容、远程api返回的json数据、数据库查询结果等。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[2]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 104, \"global_sentence_id\": 199, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Prompts（提示）：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2707, \"txt\": \"Prompts（提示）：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[3]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 105, \"global_sentence_id\": 200, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"预先编写的模板，帮助用户完成特定任务\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2708, \"txt\": \"预先编写的模板，帮助用户完成特定任务\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[10]/li[3]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 105, \"global_sentence_id\": 201, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"本教程将主要关注工具（Tools）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2710, \"txt\": \"本教程将主要关注工具（Tools）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[25]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 106, \"global_sentence_id\": 202, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"1、使用 LLM 构建 MCP 的最佳实践\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2712, \"txt\": \"1、使用 LLM 构建 MCP 的最佳实践\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/h3[1]/span/span/span\"}]}, \"tags\": [\"h3\"], \"label\": \"title2\", \"web_segment_id\": 107, \"global_sentence_id\": 203, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"在开始之前，Anthropic 为我们提供了一个基于LLM 的 MCP Server 的最佳开发实践（https://modelcontextprotocol.io/tutorials/building-mcp-with-llms），Guide里面特意提到了，该实践是基于Claude，也可以基于其它LLM。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2714, \"txt\": \"在开始之前，Anthropic 为我们提供了一个基于LLM 的 MCP Server 的最佳开发实践（\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[26]/span[1]/span/span\"}, {\"position_id\": 2716, \"txt\": 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\"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[27]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 109, \"global_sentence_id\": 206, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"访问 https://modelcontextprotocol.io/llms-full.txt 并复制完整的文档文本。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2723, \"txt\": \"访问 \", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[1]/p/span[1]/span/span\"}, {\"position_id\": 2725, \"txt\": \"https://modelcontextprotocol.io/llms-full.txt\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[1]/p/span[2]/span/span\"}, {\"position_id\": 2727, \"txt\": \" 并复制完整的文档文本。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[1]/p/span[3]/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 110, \"global_sentence_id\": 207, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"（实测这个太长了，可以忽略）\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2728, \"txt\": \"（实测这个太长了，可以忽略）\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[1]/p/span[3]/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 110, \"global_sentence_id\": 208, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"导航到 MCP TypeScript SDK 或 Python SDK Github 项目中并复制相关内容。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2730, \"txt\": \"导航到 MCP TypeScript SDK 或 Python SDK Github 项目中并复制相关内容。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[2]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 111, \"global_sentence_id\": 209, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"把这些作为 prompt 输入到你的 chat 对话中（作为 context）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2732, \"txt\": \"把这些作为 prompt 输入到你的 chat 对话中（作为 context）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[11]/li[3]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 112, \"global_sentence_id\": 210, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"2.描述你的需求\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2734, \"txt\": \"2.\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[28]/span[1]/span/span\"}, {\"position_id\": 2736, \"txt\": \"描述你的需求\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[28]/span[2]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 113, \"global_sentence_id\": 211, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"你的服务器会开放哪些资源\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2738, \"txt\": \"你的服务器会开放哪些资源\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/ul[12]/li[1]/p/span/span/span\"}]}, \"tags\": [\"li\"], \"label\": \"content\", \"web_segment_id\": 114, \"global_sentence_id\": 212, 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\"edu_l1_label\": \"IOS\"}, {\"txt\": \"- 连接到我公司的 PostgreSQL 数据库- 将表格结构作为资源开放出来- 提供运行只读 SQL 查询的工具- 包含常见数据分析任务的引导\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2752, \"txt\": \"- 连接到我公司的 PostgreSQL 数据库\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[9]/section/section/pre/code[5]/span/span\"}, {\"position_id\": 2754, \"txt\": \"- 将表格结构作为资源开放出来\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[9]/section/section/pre/code[6]/span/span\"}, {\"position_id\": 2756, \"txt\": \"- 提供运行只读 SQL 查询的工具\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[9]/section/section/pre/code[7]/span/span\"}, {\"position_id\": 2758, \"txt\": \"- 包含常见数据分析任务的引导\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[9]/section/section/pre/code[8]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 119, \"global_sentence_id\": 218, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"剩下的部分也很重要，但是偏重于方法论，实践性较弱，这里就不展开了，推荐直接看链接：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2760, \"txt\": \"剩下的部分也很重要，但是偏重于方法论，实践性较弱，这里就不展开了，推荐直接看链接：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[30]/span[1]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 120, \"global_sentence_id\": 219, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"https://modelcontextprotocol.io/tutorials/building-mcp-with-llms。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2762, \"txt\": \"https://modelcontextprotocol.io/tutorials/building-mcp-with-llms。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[30]/span[2]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 120, \"global_sentence_id\": 220, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2764, \"txt\": \"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[30]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 120, \"global_sentence_id\": 221, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"2、手动实践\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2766, \"txt\": \"2、手动实践\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/h3[2]/span/span/span\"}]}, \"tags\": [\"h3\"], \"label\": \"title2\", \"web_segment_id\": 121, \"global_sentence_id\": 222, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"本节内容主要参考了官方文档：\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2768, \"txt\": \"本节内容主要参考了官方文档：\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[31]/span[1]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 122, \"global_sentence_id\": 223, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Quick Start:\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2769, \"txt\": 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Server，用来统计当前桌面上的 txt 文件数量和获取对应文件的名字（你可以理解为一点用都没有，但是它足够简单，主要是为了难以配置环境的读者提供一个足够短的实践记录）。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2775, \"txt\": \"这里准备了一个简单的示例，使用 Python 实现一个 MCP Server，用来统计当前桌面上的 txt 文件数量和获取对应文件的名字（你可以理解为一点用都没有，但是它足够简单，主要是为了难以配置环境的读者提供一个足够短的实践记录）。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[31]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 122, \"global_sentence_id\": 226, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"以下实践均运行在我的 MacOS 系统上。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2776, \"txt\": \"以下实践均运行在我的 MacOS 系统上。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[31]/span[3]/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 122, \"global_sentence_id\": 227, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"Step1.\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2778, \"txt\": \"Step1.\", \"x\": 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\"txt\": \"Step4.\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/h4[4]/span/span/span\"}]}, \"tags\": [\"h4\"], \"label\": \"title3\", \"web_segment_id\": 134, \"global_sentence_id\": 249, \"edu_l1_label\": \"IOS\"}, {\"txt\": \" 实现 MCP Server\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2871, \"txt\": \" 实现 MCP Server\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/h4[4]/span/span/span\"}]}, \"tags\": [\"h4\"], \"label\": \"title3\", \"web_segment_id\": 134, \"global_sentence_id\": 250, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"以下代码由 Claude 3.7 直接生成。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 2873, \"txt\": \"以下代码由 Claude 3.7 直接生成。\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/p[33]/span/span/span\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 135, \"global_sentence_id\": 251, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"当然这里主要是因为需求足够简单，当需要实现一个复杂的 MCP Server 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desktop:\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[12]/section/section/pre/code[35]/span/span[6]\"}]}, \"tags\": [], \"label\": \"code\", \"web_segment_id\": 136, \"global_sentence_id\": 256, \"edu_l1_label\": \"EDU_O\"}, {\"txt\": \"\\\\n{file_list}\\\"if __name__ == \\\"__main__\\\":\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 3061, \"txt\": \"\\\\n\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[12]/section/section/pre/code[35]/span/span[6]\"}, {\"position_id\": 3063, \"txt\": \"{file_list}\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[12]/section/section/pre/code[35]/span/span[7]/span\"}, {\"position_id\": 3065, \"txt\": \"\\\"\", \"x\": \"/html/body/div[2]/div[2]/div[2]/div/div[1]/div[2]/section[12]/section/section/pre/code[35]/span/span[8]\"}, {\"position_id\": 3067, \"txt\": \"if\", \"x\": 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1275], \"position_id\": 2300000, \"bbox\": [[0.535, 0.285, 0.813, 0.295]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 25, \"global_sentence_id\": 29, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"平安观点：\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2400000, \"bbox\": [[0.433, 0.303, 0.523, 0.317]]}]}, \"tags\": [\"title\"], \"label\": \"title1\", \"web_segment_id\": 26, \"global_sentence_id\": 30, \"edu_l1_label\": \"BOS\"}, {\"txt\": \"毛利率提升，净利率下滑。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.471, 0.327, 0.645, 0.338]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 31, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"2024年公司销售毛利率为30.53%，同比提升5.76pct，主要受益于鸭副等原材料价格回落及供应链效率优化。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.645, 0.327, 0.949, 0.337], [0.47, 0.346, 0.9, 0.355]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 32, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"销售费用率同比上升3.21pct至10.65%，主因广告宣传投入加大；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.9, 0.346, 0.949, 0.355], [0.472, 0.364, 0.851, 0.373]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 33, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"管理费用率小幅提升0.82pct至7.20%；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.851, 0.364, 0.948, 0.374], [0.472, 0.381, 0.63, 0.391]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 34, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"财务费用率上升0.25pct至0.44％。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.63, 0.381, 0.865, 0.391]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 35, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"24全年净利率为3.26%，同比下降1.11pct。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2500000, \"bbox\": [[0.865, 0.381, 0.948, 0.391], [0.47, 0.399, 0.675, 0.409]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 27, \"global_sentence_id\": 36, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"鲜货类同比下滑，主因门店数量减少及单店承压。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.47, 0.431, 0.802, 0.441]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 37, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"分产品看，鲜货类产品实现营收48.59亿元，同比下滑15.76%，主因消费需求疲软、门店数量缩减及单店销量下滑。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.802, 0.431, 0.948, 0.441], [0.472, 0.449, 0.949, 0.459], [0.471, 0.467, 0.639, 0.476]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 38, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"鲜货类中，禽类制品作为核心品类实现收入37.34亿元，同比减少16.62%；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.639, 0.467, 0.949, 0.477], [0.47, 0.486, 0.689, 0.494]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 39, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"蔬菜产品收入6.12亿元，同比减少9.94％。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.689, 0.486, 0.948, 0.494], [0.47, 0.503, 0.523, 0.512]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 40, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"非鲜货类中，包装产品实现收入3.65亿元，同比增长29.13%，表现亮眼；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.523, 0.503, 0.942, 0.513], [0.471, 0.521, 0.539, 0.53]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 41, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"供应链物流服务收入4.89亿元，同比增长10.26%，实现正增长。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2600000, \"bbox\": [[0.539, 0.521, 0.948, 0.53], [0.471, 0.538, 0.492, 0.548]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 28, \"global_sentence_id\": 42, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"区域市场普遍收缩，25年积极求变。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2700000, \"bbox\": [[0.471, 0.57, 0.707, 0.58]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 29, \"global_sentence_id\": 43, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"分地区看，华中地区以16.37亿元收入居首，同比减少10.62%；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 2700000, \"bbox\": [[0.707, 0.57, 0.948, 0.58], [0.471, 0.588, 0.655, 0.598]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 29, \"global_sentence_id\": 44, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"华东、华南、西南、华北地区收入分别为10.95亿元、8.43亿元、7.91亿元、7.62亿元，同比降幅达15.29％、18.14％、4.92％、14.10％。\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 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2, \"global_sentence_id\": 55, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"风险提示：\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": [[0.108, 0.198, 0.177, 0.209]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 3, \"global_sentence_id\": 56, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"1、宏观经济疲软的风险：\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": [[0.177, 0.198, 0.354, 0.209]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 3, \"global_sentence_id\": 57, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"经济增速放缓，消费复苏不达预期，导致需求增速放缓；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": [[0.354, 0.198, 0.738, 0.208]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 3, \"global_sentence_id\": 58, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"2、重大食品安全事件的风险：\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": [[0.738, 0.198, 0.922, 0.208], [0.109, 0.216, 0.132, 0.226]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 3, \"global_sentence_id\": 59, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"消费者对食品安全问题尤为敏感，若发生重大食品安全事故，短期内消费者对品牌信心降至冰点且信心重塑需要很长一段时间；\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": [[0.132, 0.216, 0.922, 0.226], [0.109, 0.238, 0.176, 0.244]]}]}, \"tags\": [\"text\"], \"label\": \"content\", \"web_segment_id\": 3, \"global_sentence_id\": 60, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"3、原料价格上涨风险：\", \"language\": \"chinese\", \"position\": {\"pdf_position\": [{\"page_number\": 0, \"shape\": [1650, 1275], \"position_id\": 3200000, \"bbox\": 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{\"atoms\": [{\"position_id\": 385, \"txt\": \"此外，现在的小艺还可以帮忙代接电话：\", \"x\": \"/html/body/div[3]/div/div/div/div/div[1]/section/div/div/div[1]/div[4]/div/p[85]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 80, \"global_sentence_id\": 68, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"提前设定好代接的场景，让小艺去处理那些骚扰电话的同时，还能避免漏接重要来电。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 386, \"txt\": \"提前设定好代接的场景，让小艺去处理那些骚扰电话的同时，还能避免漏接重要来电。\", \"x\": \"/html/body/div[3]/div/div/div/div/div[1]/section/div/div/div[1]/div[4]/div/p[85]\"}]}, \"tags\": [], \"label\": \"content\", \"web_segment_id\": 80, \"global_sentence_id\": 69, \"edu_l1_label\": \"IOS\"}, {\"txt\": \"而诸如“AI人像精修”、”AI智能帮写”、“游记智能生成”等高频场景下的特点应用，本次也都在HarmonyOS 5系统上完成亮相。\", \"language\": \"chinese\", \"position\": {\"atoms\": [{\"position_id\": 388, \"txt\": \"而诸如“AI人像精修”、”AI智能帮写”、“游记智能生成”等高频场景下的特点应用，本次也都在HarmonyOS 5系统上完成亮相。\", \"x\": 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instance_id string | doc_type string | source string | url string | edu_pred_input string | ground_truth string |
|---|---|---|---|---|---|
745222d5-030f-4d50-a3d3-38562f8f0cd8 | web | test/raw_web_htmls/745222d5-030f-4d50-a3d3-38562f8f0cd8.html | https://news.microsoft.com/source/features/innovation/microsofts-majorana-1-chip-carves-new-path-for-quantum-computing/ | {"entry_id": "745222d5-030f-4d50-a3d3-38562f8f0cd8", "infos": [{"txt": "Microsoft’s Majorana 1 chip carves new path for quantum computing", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Microsoft’s Majorana 1 chip carves new path for quantum computing", "x": "//title"}]}, "tags": [], "label":... | # Microsoft’s Majorana 1 chip carves new path for quantum computing
## ‘It just gives you the answer’
## Rethinking quantum computing at scale
## Designing quantum materials atom by atom
|
219457ab-2ad5-4900-bd6e-85a73675b25d | web | test/raw_web_htmls/219457ab-2ad5-4900-bd6e-85a73675b25d.html | https://blog.geotribu.net/2025/03/04/working-with-json-and-postgresql/?utm_source=rss-feed&utm;_medium=RSS&utm;_campaign=feed-syndication | {"entry_id": "219457ab-2ad5-4900-bd6e-85a73675b25d", "infos": [{"txt": "Working with JSON", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Working with JSON", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "Working w... | # Working with JSON in PostgreSQL#
## JSON for beginners#
## PostgreSQL's json types#
## Indexes#
## Table creation#
## Data insertion and retrieval#
### Simple example#
### With nested JSON#
#### Data recovery#
## Let's tackle the census#
## Now what ? What do we do with this ?# |
75cb04a1-2001-410a-866d-541b82ea39d6 | web | test/raw_web_htmls/75cb04a1-2001-410a-866d-541b82ea39d6.html | https://embrace-autism.com/hyper-systemizing/ | {"entry_id": "75cb04a1-2001-410a-866d-541b82ea39d6", "infos": [{"txt": "Hyper-systemizing", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Hyper-systemizing", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "Skip to m... | # Hyper-systemizing
## Systemizing
## Hyper-systemizing
|
7f3473ed-d193-4844-b6d2-a1a2240877f9 | pdf | test/raw_pdf_files/7f3473ed-d193-4844-b6d2-a1a2240877f9.pdf | null | {"entry_id": "7f3473ed-d193-4844-b6d2-a1a2240877f9", "infos": [{"txt": "微光汇聚，Micro LED 开启显示新时代", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.288, 0.105, 0.679, 0.122]]}]}, "tags": ["title"], "label": "article_title", "web_segment_id": 3, "... | # 微光汇聚，Micro LED 开启显示新时代
## 国星光电积极布局Micro LED 领域
## Micro LED 研发成果斐然
### 基于玻璃基板的Micro LED 全彩显示模组
### 基于COMS 基板的万级像素智能化大灯Micro LED 光源
### 基于Micro LED 芯片的MIP 器件
|
2d1212db-d637-43c0-897e-c7cd83b6d914 | web | test/raw_web_htmls/2d1212db-d637-43c0-897e-c7cd83b6d914.html | https://www.aspendigital.org/report/strategic-reorientation-on-ai-competition-with-china/ | {"entry_id": "2d1212db-d637-43c0-897e-c7cd83b6d914", "infos": [{"txt": "Strategic Reorientation on A", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Strategic Reorientation on A", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O... | # Strategic Reorientation on A.I. Competition with China
## Executive Summary
## The view from London
### Understanding competitiveness
#### AI Competition with China
#### Reframe the narrative
#### How to strengthen domestic roots
### Driving competitiveness: a path forward for the UK
#### Bolster tech ecosystems
####... |
dc30a949-28e8-46fa-9f9a-31a068457560 | web | test/raw_web_htmls/dc30a949-28e8-46fa-9f9a-31a068457560.html | https://mp.weixin.qq.com/s?__biz=MzAwODUyMjIzOQ==&mid=2651920030&idx=1&sn=6a0bb6f657ceb7401dd135fef6374ffa&scene=0 | {"entry_id": "dc30a949-28e8-46fa-9f9a-31a068457560", "infos": [{"txt": "车圈震动！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "车圈震动！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "王传福突发重磅：", "language": "chinese", "posit... | # 车圈震动！王传福突发重磅：充电5分钟，续航400公里！
## 探索电动车技术无人区
## 电动车充电功率进入兆瓦时代
## 超级e平台正式发布
|
d28fa48f-fa13-4c8b-a2e0-21cabd580825 | web | test/raw_web_htmls/d28fa48f-fa13-4c8b-a2e0-21cabd580825.html | https://mp.weixin.qq.com/s?__biz=MzA5MDEzNjQwMA==&mid=2656222445&idx=4&sn=447784373f9215572c0d6aafb812c0f3&scene=0 | {"entry_id": "d28fa48f-fa13-4c8b-a2e0-21cabd580825", "infos": [{"txt": "最新批复！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "最新批复！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "两家银行：", "language": "chinese", "position... | # 最新批复！两家银行：吸收合并、解散
## 福州农商银行获准吸收合并闽侯民本村镇银行
## 福建连城杭兴村镇银行获批解散
|
d0a72b67-2ae9-43c6-84c8-fdcd6ffe2dfe | web | test/raw_web_htmls/d0a72b67-2ae9-43c6-84c8-fdcd6ffe2dfe.html | https://mp.weixin.qq.com/s?__biz=MzA4NDIyOTMxNw==&mid=2650507819&idx=6&sn=18ec34751947a08b985a20dd518e9739&scene=0 | {"entry_id": "d0a72b67-2ae9-43c6-84c8-fdcd6ffe2dfe", "infos": [{"txt": "“清明遇双春，3人不上坟” 究竟哪3人？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "“清明遇双春，3人不上坟” 究竟哪3人？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "最好了解下", "l... | # “清明遇双春，3人不上坟” 究竟哪3人？最好了解下
## 01三人不上坟
### 怀孕的妇女
### 高龄的老人
### 年幼的孩子
## 02三事不要做：
### 上坟不按时
### 扫墓不除草
### 祭祀不庄重 |
5dfe3ba0-9d4f-4243-a8fd-5791d706eb25 | web | test/raw_web_htmls/5dfe3ba0-9d4f-4243-a8fd-5791d706eb25.html | https://mp.weixin.qq.com/s/ftBds-zDE2i1HJ22UP--xg | {"entry_id": "5dfe3ba0-9d4f-4243-a8fd-5791d706eb25", "infos": [{"txt": "中国风=国际潮，中国风席卷Etsy！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "中国风=国际潮，中国风席卷Etsy！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "用东方美学狂赚美金！", "... | # 中国风=国际潮，中国风席卷Etsy！用东方美学狂赚美金！
## 1、中国风为何在Etsy“躺赚”？
### 文化溢价
### 市场需求与趋势
### 中国风产品在这个平台的优势
## 2、文化差异就是定价权！
### 产品的独特性
### 定价灵活性
## 3、Etsy有哪些卖得好的国风产品？
### 国风项链
### 国风茶具
### 中国木雕
## 4、如何让你的国风产品在Etsy众多卖家中“走俏”。
### 产品定位要明确，强调文化独特性
### 产品页面要进行优化，可以提升转化率
### 多渠道的推广
## 5、Etsy物流发货模式
### 一、国内直发模
### 二、海外仓模式
### 三、虚拟仓发货模式
### 四、... |
bba2e150-8f63-441e-b25c-3c575304fe38 | pdf | test/raw_pdf_files/bba2e150-8f63-441e-b25c-3c575304fe38.pdf | null | {"entry_id": "bba2e150-8f63-441e-b25c-3c575304fe38", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.847, 0.036, 0.927, 0.049]]}]}, "tags": ["header"], "label": "O", "web_segment_id": -1, "global_sentence_id": 0, "e... | # 2024 年ESG 市场回顾与展望监管新时代，ESG 投资再出发
## 平安观点
### ■2024 年全球ESG 市场发展冷热不均，一是全球ESG 监管制度建设加快与投资增势放缓的不均，二是欧美ESG 基金发行降温与国内ESG 概念基金发行逆势增长的不均。
### 全球回顾：ESG 监管规范化提速，增量资金入市节奏放缓。
### ■国内回顾：ESG 信披监管体系正式落地，ESG 指数型基金快速增长。
### 未来展望：机遇与挑战并存，国内绿色金融与ESG 产品创新大有可为。
### ■风险提示：
## 一全球回顾：ESG 监管规范化提速，市场投资进入平台期
### 1.1 监管规范：ESG 监管体系建设加速，欧盟继续领先但美国... |
9541ac1c-40fc-476d-9020-c67fa28a2f91 | web | test/raw_web_htmls/9541ac1c-40fc-476d-9020-c67fa28a2f91.html | https://mp.weixin.qq.com/s?__biz=MzUzOTk2NDI1OA==&mid=2247500973&idx=1&sn=4d1975510192162d2d61fac0489ab43e&chksm=fbc449af6defe69caefa791d19b09db7e1cef59c29f4df9a310e64b55f014851216aac7b4626 | {"entry_id": "9541ac1c-40fc-476d-9020-c67fa28a2f91", "infos": [{"txt": "“刀刃向内”，越南政府的深入改革将引爆怎样的经济奇迹？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "“刀刃向内”，越南政府的深入改革将引爆怎样的经济奇迹？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt... | # “刀刃向内”，越南政府的深入改革将引爆怎样的经济奇迹？
## 中央部委“减法逻辑”：从30到21
## 胡志明市：体制试验田
### 1.万亿级基建投资：
### 2.特殊政策试点：
## 释放经济动能
### 1. 国企市场化激活产业升级
### 2. 数字化转型打通增长经脉
### 3. 地方放权孕育区域增长极
## 改革的“越南特色”平衡术
## 结语 |
779034a8-8926-49c2-9019-44e89eb72cdb | web | test/raw_web_htmls/779034a8-8926-49c2-9019-44e89eb72cdb.html | https://mp.weixin.qq.com/s?__biz=MjM5OTgxMjA4MA==&mid=2652800140&idx=3&sn=795cc620f77b071e17671fcc7950c2ef&chksm=bde9795b834d07345142d77a5c0ecd0d3e841e8118e71207122e88e3a6e633ea003ad03d90de | {"entry_id": "779034a8-8926-49c2-9019-44e89eb72cdb", "infos": [{"txt": "失明失能！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "失明失能！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "女子新婚2月，遭丈夫家暴后重伤，仅仅因为……", "language": "ch... | # 失明失能！女子新婚2月，遭丈夫家暴后重伤，仅仅因为……
## 因没给丈夫游戏充钱女子新婚两个月被殴打
## 正式批捕，男方获刑11年
|
6a1f28df-c0d9-4232-81a7-ce065d6a4deb | web | test/raw_web_htmls/6a1f28df-c0d9-4232-81a7-ce065d6a4deb.html | https://mmssai.com/archives/32933 | {"entry_id": "6a1f28df-c0d9-4232-81a7-ce065d6a4deb", "infos": [{"txt": "2025AI开发新范式：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "2025AI开发新范式：", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "Cherry Studio × MCP... | # 2025AI开发新范式：Cherry Studio × MCP如何实现”思考即执行”？【附保姆教程】
## 一、总体概述
### （一）什么是MCP？
### （二）Cherry Studio 简介
### （三）Cherry Studio 与 MCP 的融合
## 二、技术优势
### （一）即插即用
### （二）热插拔
### （三）统一接口
### （四）高效的数据交互
## 三、应用场景
### （一）本地文件操作
### （二）网页数据抓取
### （三）云端API 调用
### （四）数据分析与可视化
### （五）自动化任务
## 四、实战体验
### 1. 安装MCP服务器
### 2. 配置 MCP服务器
#... |
32a65c1f-6719-4792-8ec8-77e55aa58206 | web | test/raw_web_htmls/32a65c1f-6719-4792-8ec8-77e55aa58206.html | https://mp.weixin.qq.com/s?__biz=MjM5NzUzNjE2MA==&mid=2652324873&idx=1&sn=2ae734f167f011b3b1056a47bc741411&scene=0 | {"entry_id": "32a65c1f-6719-4792-8ec8-77e55aa58206", "infos": [{"txt": "全文｜国务院办公厅印发《关于做好金融“五篇大文章”的指导意见》", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "全文｜国务院办公厅印发《关于做好金融“五篇大文章”的指导意见》", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"... | # 全文｜国务院办公厅印发《关于做好金融“五篇大文章”的指导意见》
## 一、总体要求
## 二、金融“五篇大文章”重点领域和主要着力点
## 三、提升金融机构服务能力和支持强度
## 四、强化金融市场和基础设施服务功能
## 五、加强政策引导和配套支撑
## 六、加强组织协调和风险管控
|
6b27939d-5d5b-42ab-961c-8db9da18258d | web | test/raw_web_htmls/6b27939d-5d5b-42ab-961c-8db9da18258d.html | https://mp.weixin.qq.com/s/ePG4M_9wlSu_7sa0pWuIGQ | {"entry_id": "6b27939d-5d5b-42ab-961c-8db9da18258d", "infos": [{"txt": "心理学科普：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "心理学科普：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "强迫性人格障碍（完美主义虽是枷锁，也有解法）", "language": "... | # 心理学科普：强迫性人格障碍（完美主义虽是枷锁，也有解法）
## 强迫性人格障碍的内在体验：他们在想什么？
### 1. “如果不做到完美，一切就会出错。”
### 2. “只有遵守规则，事情才是可控的。”
### 3. “如果我放松下来，一切都会失控。”
### 4. “我必须控制情绪，不能显得软弱。”
### 01 生物学因素
### 02 早期家庭环境
### 03 文化影响
### 04 发展阶段的心理需求
## OCPD个体的自助方法
### 1. 提升自我觉察
### 2. 学会放下控制，接受“合格”
### 3. 情绪调节训练
### 4. 重建人际互动模式
## 家庭与社会支持的作用
### 1. 家庭引导
###... |
8bc521ae-0c1e-472a-8bdb-7d569186c722 | web | test/raw_web_htmls/8bc521ae-0c1e-472a-8bdb-7d569186c722.html | https://gijn.org/stories/silenced-stories-debate-uk-mps/ | {"entry_id": "8bc521ae-0c1e-472a-8bdb-7d569186c722", "infos": [{"txt": "How TBIJ Teamed up with UK Members of Parliament to Uncover ‘Silenced Stories’", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "How TBIJ Teamed up with UK Members of Parliament to Uncover ‘Silenced Stories’", "x": "//title... | # How TBIJ Teamed up with UK Members of Parliament to Uncover ‘Silenced Stories’
## Eleanor Rose — Enablers Editor
### Finding the Cases
## Lucy Nash — Enablers Impact Editor
### Securing the Debate
## Ed Siddons — Enablers Reporter
|
0dadee29-efc6-47a9-8947-3af207ebefe5 | web | test/raw_web_htmls/0dadee29-efc6-47a9-8947-3af207ebefe5.html | https://mp.weixin.qq.com/s?__biz=MjM5NjM2MzQwMQ==&mid=2650835686&idx=1&sn=6729cce0b548a376041b6ab9889e371b&scene=0 | {"entry_id": "0dadee29-efc6-47a9-8947-3af207ebefe5", "infos": [{"txt": "Deepseek是“算力屠夫”还是“新春红包”？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "Deepseek是“算力屠夫”还是“新春红包”？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " ... | # Deepseek是“算力屠夫”还是“新春红包”？
## Deepseek或是算力星辰大海的一朵“小浪花
### 1. 556万美元远远低估DeepSeek v3真实训练算力与未来发展需求
### 2. 太阳底下无新鲜事：后发模型的算力效率优势曾导致英伟达股价大跌，事后看只是算力需求发展星辰大海的小浪花
### 3. Jevons 悖论：降低AI行业进入门槛与成本，反而推动总需求上升 |
74d5d8c6-9a6f-4d08-b606-d218b6aabf98 | web | test/raw_web_htmls/74d5d8c6-9a6f-4d08-b606-d218b6aabf98.html | https://mp.weixin.qq.com/s?__biz=MjM5MDgxNjc0MA==&mid=2651627633&idx=1&sn=da02f9c75f81d2854de9de837613e883&scene=0 | {"entry_id": "74d5d8c6-9a6f-4d08-b606-d218b6aabf98", "infos": [{"txt": "用DeepSeek做Excel，到底能做到什么水平？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "用DeepSeek做Excel，到底能做到什么水平？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt":... | # 用DeepSeek做Excel，到底能做到什么水平？答案来了！
## 连续区域求和
## 累加求和
## 条件求和
## 逻辑函数
## 查询引用函数
## 文本函数
## 日期函数
## VBA 编程
|
e2037d5a-8b92-413a-bcd2-369736769fb8 | web | test/raw_web_htmls/e2037d5a-8b92-413a-bcd2-369736769fb8.html | https://mp.weixin.qq.com/s/r6T3EiExfgOUPDVc_uEe1g | {"entry_id": "e2037d5a-8b92-413a-bcd2-369736769fb8", "infos": [{"txt": "ICLR 2024重磅论文！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "ICLR 2024重磅论文！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "华人团队揭开OpenAI o1模型核心技术成... | # ICLR 2024重磅论文！华人团队揭开OpenAI o1模型核心技术成功秘诀
## 1.o1模型核心原理
### ★强化学习
### ★思维链（Chain of Thought, CoT）
#### ♥思维链（CoT）让Transformer更强大
#### ♥CoT 的实验验证：4个核心问题，CoT 全面胜出！
#### ♥CoT+Transformer模拟门电路
#### ♥理论打通，实际可行？
## 2.o1模型的优势与应用
### 性能优势
### 应用场景广泛
### 未来展望
## 3.o1 背后4位华人作者
|
b01ef7ae-d3dd-40e6-8904-39f955e6fc61 | web | test/raw_web_htmls/b01ef7ae-d3dd-40e6-8904-39f955e6fc61.html | https://mp.weixin.qq.com/s/WEMoWc6mtPBNKQgdmjoiBg | {"entry_id": "b01ef7ae-d3dd-40e6-8904-39f955e6fc61", "infos": [{"txt": "【家长必读】外研社培训师揭秘AI时代的英语启蒙全攻略——从零到绘本阅读", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "【家长必读】外研社培训师揭秘AI时代的英语启蒙全攻略——从零到绘本阅读", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label":... | # 【家长必读】外研社培训师揭秘AI时代的英语启蒙全攻略——从零到绘本阅读
## 01 英语启蒙的底层逻辑和目标
## 02 一条完整的英语启蒙路线
### 0-3岁阶段:听力先行互动中消除英语的陌生感。
#### 1、多听儿歌，多跟着儿歌互动
#### 2、AI 如何辅助家庭儿歌启蒙？
#### 3、创造亲子口语沉浸式环境
#### 4、AI 辅助创造亲子对话环境
### 3-6岁：自然拼读+分级读物+绘本
#### 1、自然拼读学习路线和避坑指南
#### 2、自然拼读到底学什么？
#### 3、自然拼读练习方式
#### 4、AI如何辅助自然拼读
##### 练习方式一：学会提问
##### 练习方式二：AI 智能体生成自拼小... |
2137b28f-a4be-432d-bb0a-bc8f1d34d3b4 | web | test/raw_web_htmls/2137b28f-a4be-432d-bb0a-bc8f1d34d3b4.html | http://www.chinanews.com/sh/2025/04-10/10397133.shtml | {"entry_id": "2137b28f-a4be-432d-bb0a-bc8f1d34d3b4", "infos": [{"txt": "近十年，重庆师范大学三万多名毕业生投身西部建设", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "近十年，重庆师范大学三万多名毕业生投身西部建设", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt"... | # 近十年，重庆师范大学三万多名毕业生投身西部建设
## 到最需要的地方挥洒青春热情(报效祖国 建功西部)
## 榜样引领，激扬青春理想
## 政策支持，助力奋斗成长
## 青春绽放，书写动人篇章 |
d7846d5f-a31f-4d4e-89e3-ef1af2434937 | pdf | test/raw_pdf_files/d7846d5f-a31f-4d4e-89e3-ef1af2434937.pdf | null | {"entry_id": "d7846d5f-a31f-4d4e-89e3-ef1af2434937", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.67, 0.052, 0.928, 0.068]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "edu... | # 科赋消费，智能化＋机器人双驱动
## 1 科技为基、产品为核，智能短交龙头业务多点开花
### 1.1 投资逻辑：产品创新引领智能化革命，资本赋能创新基因商业化
### 1.2 平衡车和滑板车稳健，两轮车、机器人打造多元增长极
#### 收入基本盘从平衡车＆滑板车转变为两轮车，新拓业务逐步成为增长引擎。
#### 国内市场表现稳健，海外业务高歌猛进，内外销占比趋于均衡。
#### 渠道调整接近尾声，自主品牌业务快速增长。
## 2 两轮车：卡位智能化、高端化赛道，新国标及国补刺激需求释放
### 2.1 国内市场：新国标$+$国补政策释放焕新需求，行业集中度持续提升
#### 千亿级市场空间广阔，多重利好因素催化下，行业增长动力... |
ce660328-fdc5-4f98-92c3-c39ce0e7ac4b | web | test/raw_web_htmls/ce660328-fdc5-4f98-92c3-c39ce0e7ac4b.html | https://arstechnica.com/google/2025/03/google-agrees-with-openai-that-copyright-has-no-place-in-ai-development/ | {"entry_id": "ce660328-fdc5-4f98-92c3-c39ce0e7ac4b", "infos": [{"txt": "Google joins OpenAI in pushing feds to codify AI training as fair use", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Google joins OpenAI in pushing feds to codify AI training as fair use", "x": "//title"}]}, "tags": [], ... | # Google joins OpenAI in pushing feds to codify AI training as fair use
## Google’s position on AI regulation: Trust us, bro
|
1d08e99d-7ff6-49c5-b6f9-0d3a6ad0bd00 | web | test/raw_web_htmls/1d08e99d-7ff6-49c5-b6f9-0d3a6ad0bd00.html | http://www.leikeji.com/article/69112 | {"entry_id": "1d08e99d-7ff6-49c5-b6f9-0d3a6ad0bd00", "infos": [{"txt": "OPPO Find X8 Ultra 评测：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "OPPO Find X8 Ultra 评测：", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": ... | # OPPO Find X8 Ultra 评测：是手机，更是「小白相机」
## 首款超大杯直屏，观感手感都能打
## 「五颗镜头」加持，影像又破天花板了？
## Ultra级的夜景人像，到底有多能打？
## 评测总结：是超大杯，更是便携「小白相机」
### 优点：
### 缺点： |
bb33da57-ac2e-48b7-891d-9a1050227026 | pdf | test/raw_pdf_files/bb33da57-ac2e-48b7-891d-9a1050227026.pdf | null | {"entry_id": "bb33da57-ac2e-48b7-891d-9a1050227026", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.051, 0.023, 0.318, 0.052]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "ed... | # 消费强，投资弱，增长惯性下不急于降息
## 、消费增长稳固，投资疲弱
## 二、风险提示
### （1）美国劳动市场数据和经济超预期上行的风险
### （2）美国银行系统意外出现流动性问题的风险
### （3）特朗普政策超预期刺激通胀的风险
|
a1694661-bfe2-431e-8bc0-707d5eee24de | web | test/raw_web_htmls/a1694661-bfe2-431e-8bc0-707d5eee24de.html | https://github.com/dapr/dapr-agents | {"entry_id": "a1694661-bfe2-431e-8bc0-707d5eee24de", "infos": [{"txt": "GitHub dapr/dapragents:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "GitHub dapr/dapragents:", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"tx... | # Dapr Agents: A Framework for Agentic AI Systems
## Key Features
### Scale and Efficiency:
### Workflow Resilience:
### Kubernetes-Native:
### Data-Driven Agents:
### Multi-Agent Systems:
### Vendor-Neutral & Open Source:
### Platform-Ready:
## Why Choose Dapr Agents?
### Scalable Workflows as a First Class Citizen
##... |
1aab8801-66a5-42a3-9e8d-2706df6f1d0e | web | test/raw_web_htmls/1aab8801-66a5-42a3-9e8d-2706df6f1d0e.html | https://www.sciencedirect.com/science/article/pii/S0022169425005384?dgcid=rss_sd_all | {"entry_id": "1aab8801-66a5-42a3-9e8d-2706df6f1d0e", "infos": [{"txt": "sink caused by enhanced chemical weathering in the Rongbuk glacier runoff at the initial ablation, Mt.", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "sink caused by enhanced chemical weathering in the Rongbuk glacier run... | # Atmospheric CO2 sink caused by enhanced chemical weathering in the Rongbuk glacier runoff at the initial ablation, Mt. Qomolangma (Everest)
## Abstract
## Graphical abstract
## Introduction
## Section snippets
### Study area
### Physical and biochemical characteristics across RBM
### A comparison of the CO2 sink with... |
d2e69b83-ac1f-4a26-8ec3-755ba41e9d02 | web | test/raw_web_htmls/d2e69b83-ac1f-4a26-8ec3-755ba41e9d02.html | https://yorickpeterse.com/articles/a-decade-of-developing-a-programming-language/ | {"entry_id": "d2e69b83-ac1f-4a26-8ec3-755ba41e9d02", "infos": [{"txt": "A decade of developing a programming language", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "A decade of developing a programming language", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sente... | # A decade of developing a programming language
## Avoid gradual typing
## Avoid self-hosting your compiler
## Avoid writing your own code generator, linker, etc
## Avoid bike shedding about syntax
## Cross-platform support is a challenge
## Compiler books aren't worth the money
## Growing a language is hard
## The bes... |
bc02294a-2781-48f9-baac-fcfed8cd0654 | web | test/raw_web_htmls/bc02294a-2781-48f9-baac-fcfed8cd0654.html | https://www.jiemian.com/article/12471391.html | {"entry_id": "bc02294a-2781-48f9-baac-fcfed8cd0654", "infos": [{"txt": "最高法：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "最高法：", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "严肃追责打击遏制“卷款跑路” 教育部：", "language": "... | # 直通部委 | 最高法：严肃追责打击遏制“卷款跑路” 教育部：适度扩大招录高校毕业生规模
## 最高法司法解释：预付式消费可享七日无理由退款权利
## 2024年检察机关批捕生产销售伪劣商品犯罪7716人
## 《通信建设工程安全生产管理规定》 自5月1日起施行
## 国资委今年修订《中央企业发展规划管理办法》等规章
## 国家金融监管总局发文：加大个人消费贷款投放力度
## 教育部部署开展高校毕业生“春季促就业攻坚行动”
## 市监总局：去年查处民生领域价格违法案件1.84万件
## 邮政局：1-2月快递发展指数为368.6，同比增长11.8%
## 消防救援局：春夏季森林草原火灾呈现超规律变化趋势 |
c198bc8a-4930-4f6d-9268-08a12c559520 | web | test/raw_web_htmls/c198bc8a-4930-4f6d-9268-08a12c559520.html | https://mp.weixin.qq.com/s?__biz=MjM5NDEzMTAwMA==&mid=2652610409&idx=2&sn=19fb720a16c3ab8584f5fbca039d05c7&chksm=bc9ced9f7ab910a5f4a6a2b952cd0e8da27f9f63b22609bb4f5825ad7c19bfeb28e809f0b74e | {"entry_id": "c198bc8a-4930-4f6d-9268-08a12c559520", "infos": [{"txt": "私募大佬杨东，扫货多只港股！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "私募大佬杨东，扫货多只港股！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 私募大佬杨东，扫货多... | # 私募大佬杨东，扫货多只港股！
## 举牌碧桂园服务
## 扫货多只港股
## 涨涨跌跌慢牛才会显现
|
7f499441-4ff6-4112-9569-f4f3edd2c6c0 | web | test/raw_web_htmls/7f499441-4ff6-4112-9569-f4f3edd2c6c0.html | https://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-024-01961-3 | {"entry_id": "7f499441-4ff6-4112-9569-f4f3edd2c6c0", "infos": [{"txt": "potentially modulates the association between citrus intake and depression", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "potentially modulates the association between citrus intake and depression", "x": "//title"}]}, "t... | # F. prausnitzii potentially modulates the association between citrus intake and depression
## Abstract
### Background
### Results
### Conclusions
## Introduction
## Materials and methods
### Study population
### Assessment of citrus intake
### Assessment of depression
### Covariate assessment
### Blood collection and ... |
a6f38895-2fd7-4145-85a5-951c656b88ab | web | test/raw_web_htmls/a6f38895-2fd7-4145-85a5-951c656b88ab.html | https://phys.org/news/2025-02-tiny-based-reactors-pharmaceutical-industry.html | {"entry_id": "a6f38895-2fd7-4145-85a5-951c656b88ab", "infos": [{"txt": "Tiny water-based reactors could help pharmaceutical industry avoid toxic solvents", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Tiny water-based reactors could help pharmaceutical industry avoid toxic solvents", "x": "/... | # Tiny water-based reactors could help pharmaceutical industry avoid toxic solvents
## How the discovery works
|
f517e9bb-bc2b-49da-bf68-66cca85a2f36 | pdf | test/raw_pdf_files/f517e9bb-bc2b-49da-bf68-66cca85a2f36.pdf | null | {"entry_id": "f517e9bb-bc2b-49da-bf68-66cca85a2f36", "infos": [{"txt": "Research and", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.346, 0.128, 0.485, 0.143]]}]}, "tags": ["text"], "label": "content", "web_segment_id": 1, "global_sentence_i... | # 12月用电增速企稳回升，分布式光伏管理办法正式发布-电力行业12月月报
## 本期内容提要：
### 月度专题点评：2024用电情况分析及2025年用电情况展望。
### 月度板块及重点上市公司表现：
### 月度电力需求情况分析：12月电力消费增速环比企稳回升。
### 月度电力生产情况分析：整体需求不佳导致火电出力同比转负，光伏出力同比大幅提高。
### 月度电力市场数据分析：2月代理购电均价环比持续下行。
### 行业新闻：
#### (1）四川构建煤电政府授权合约机制，2025年合约价为0.4392元／千瓦时；
#### (2）广西2025年政府授权合约价：绿电0.375、常规0.36元／度、核电超7000小时0.3元／... |
1ffdbe78-7c74-46ee-8e26-cd2ea19812f0 | web | test/raw_web_htmls/1ffdbe78-7c74-46ee-8e26-cd2ea19812f0.html | https://github.com/a-sit-plus/signum | {"entry_id": "1ffdbe78-7c74-46ee-8e26-cd2ea19812f0", "infos": [{"txt": "GitHub asitplus/signum:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "GitHub asitplus/signum:", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"tx... | # GitHub asitplus/signum: Kotlin Multiplatform Crypto/PKI/ASN.1 Library with Attestation and Hardware
## Using it in your Projects
## Rationale
## Supreme Demo Reel
### Signature Creation
#### Platform Signers
#### Key Attestation
### Signature Verification
#### Platform Verifiers
## Symmetric Encryption
### Baseline U... |
e9e63132-a3f2-4042-bb02-7746ca139b48 | web | test/raw_web_htmls/e9e63132-a3f2-4042-bb02-7746ca139b48.html | https://mp.weixin.qq.com/s?__biz=Mzk0ODMyODYzOA==&mid=2247492860&idx=1&sn=07fb4caae07fe69a0ef2bb46fcc22a0b&scene=0 | {"entry_id": "e9e63132-a3f2-4042-bb02-7746ca139b48", "infos": [{"txt": "王兆胜：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "王兆胜：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "困惑与迷失——论当前中国散文的文化选择（上）", "language": "chin... | # 王兆胜：困惑与迷失——论当前中国散文的文化选择（上）
## 1知识崇拜与思想缺失
## 2思想之累与心灵之蔽 |
8b09cab7-526e-414b-bccd-c91f1f72965e | web | test/raw_web_htmls/8b09cab7-526e-414b-bccd-c91f1f72965e.html | https://mp.weixin.qq.com/s?__biz=Mzg4NTczMDQxNw==&mid=2247659924&idx=3&sn=264104dedc3f531132a71666f79c3fe2&scene=0 | {"entry_id": "8b09cab7-526e-414b-bccd-c91f1f72965e", "infos": [{"txt": "新刊推荐丨聚光灯下，揭开科技新浪潮的“浙商密码”", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "新刊推荐丨聚光灯下，揭开科技新浪潮的“浙商密码”", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " ... | # 新刊推荐丨聚光灯下，揭开科技新浪潮的“浙商密码”
## | 总编手记：未曾离开的马云与他的新叙事 |
## | 特别策划：杭州“六小龙” |
## | 封面人物：新生力量的崛起 |
## | 浙商智库：六大商学院院长眼中的杉杉困局 |
|
cdfa470e-c5a1-41c1-b1da-26071c99fe1d | web | test/raw_web_htmls/cdfa470e-c5a1-41c1-b1da-26071c99fe1d.html | https://www.techradar.com/cameras/video-cameras/sony-fx3-ii-5-upgrades-i-want-to-see-as-a-pro-filmmaker | {"entry_id": "cdfa470e-c5a1-41c1-b1da-26071c99fe1d", "infos": [{"txt": "Sony FX3 II:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Sony FX3 II:", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"txt": " 5 upgrades I wa... | # Sony FX3 II: 5 upgrades I want to see as a pro filmmaker
## 1. An open gate sensor and improved video resolution
## 2. 16-bit Internal RAW
## 3. CFexpress Type B media
## 4. A more robust body
## 5. 32-bit float audio
## What I pray won't happen
|
05ccf504-ab97-4cab-a850-ea607131d621 | web | test/raw_web_htmls/05ccf504-ab97-4cab-a850-ea607131d621.html | https://36kr.com/p/3213104463187073 | {"entry_id": "05ccf504-ab97-4cab-a850-ea607131d621", "infos": [{"txt": "AI一周写出ICLR研讨会论文，成果简洁有效获审稿人大赞", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "AI一周写出ICLR研讨会论文，成果简洁有效获审稿人大赞", "x": "//h1[contains(@class, \"article-title\")]"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sente... | # AI一周写出ICLR研讨会论文，成果简洁有效获审稿人大赞
## 两篇论文入选ICLR
### 让7B Llama-2超越GPT-3.5
### 发现大模型安全漏洞
### 预测蛋白质-核酸结合位点
## 多智能体协作完成科研流程
## “AI科研”仍然争议不断
|
5370c630-084c-4fa6-95ca-5f8467a7bbb6 | web | test/raw_web_htmls/5370c630-084c-4fa6-95ca-5f8467a7bbb6.html | https://ryjo.codes/tour-of-clipsraylib.html | {"entry_id": "5370c630-084c-4fa6-95ca-5f8467a7bbb6", "infos": [{"txt": "Tour of CLIPSraylib", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Tour of CLIPSraylib", "x": "//title"}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"tx... | # Tour of CLIPSraylib
## What is this?
## What is CLIPS?
## What is raylib?
## What is Emscripten?
|
c59ac3e0-8d5d-4def-ba88-537ecee1f02e | web | test/raw_web_htmls/c59ac3e0-8d5d-4def-ba88-537ecee1f02e.html | https://mp.weixin.qq.com/s?__biz=MzI5MzE0NDUzNQ==&mid=2650389128&idx=2&sn=0afc13af1729cdc4786047bbcd048522&chksm=f5dd4d306f2be808c73dd439d832f7b07096ad739026a162e043a926c256d756dcad3f7647e0 | {"entry_id": "c59ac3e0-8d5d-4def-ba88-537ecee1f02e", "infos": [{"txt": "央视为何重点关注？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "央视为何重点关注？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "开普勒人形机器人量产与商业化进展揭秘！", "language"... | # 央视为何重点关注？开普勒人形机器人量产与商业化进展揭秘！
## ▍获得央视报道，量产进度惹行业关注
## ▍携手柯力传感，推动传感器技术创新
|
c113cd26-810d-4750-bd69-6688a6a44006 | web | test/raw_web_htmls/c113cd26-810d-4750-bd69-6688a6a44006.html | http://www.chinanews.com/gj/2025/02-20/10371471.shtml | {"entry_id": "c113cd26-810d-4750-bd69-6688a6a44006", "infos": [{"txt": "国际新闻小课堂丨“空军一号2.0”为何等了8年还没交付？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "国际新闻小课堂丨“空军一号2.0”为何等了8年还没交付？", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O... | # 国际新闻小课堂丨“空军一号2.0”为何等了8年还没交付？
## 特朗普亲自“砍价” “空军一号”2.0项目启动！
## “地狱级难度副本” 2.0改装任务困难重重
## 一再推迟交付 特朗普质问：“波音怎么了？”
## 波音到底怎么了？ |
4a1e0cd3-43a2-4177-ba7a-88edac935cd9 | web | test/raw_web_htmls/4a1e0cd3-43a2-4177-ba7a-88edac935cd9.html | https://www.sciencedirect.com/science/article/pii/S0001457525000442?dgcid=rss_sd_all | {"entry_id": "4a1e0cd3-43a2-4177-ba7a-88edac935cd9", "infos": [{"txt": "Modelling low temporal, large spatial data of fatal crashes:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Modelling low temporal, large spatial data of fatal crashes:", "x": "//title"}]}, "tags": [], "label": "O", "web... | # Modelling low temporal, large spatial data of fatal crashes: An application of negative binomial GSARIMAX time series
## Highlights
### •GSARIMA models daily fatal crashes using 8 years (2014-2022) of Iran's data.
### •Compared Negative Binomial GSARIMA vs. Gaussian GSARIMA for 2,920 crash counts.
### •Data includes ... |
e2bc43c0-b20e-4a16-81bf-701c1f63edb8 | web | test/raw_web_htmls/e2bc43c0-b20e-4a16-81bf-701c1f63edb8.html | https://mp.weixin.qq.com/s/EAzDyA5HWzogB0qg4O45OA | {"entry_id": "e2bc43c0-b20e-4a16-81bf-701c1f63edb8", "infos": [{"txt": "一周资讯 | AI跨入Agent时代？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "一周资讯 | AI跨入Agent时代？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " ... | # 一周资讯 | AI跨入Agent时代？
## AI迈入Agent时代？
### 1OpenAI推出AI Agent——ChatGPT Tasks
### 2智源发布2025十大AI技术趋势
#### 科学的未来:AI4S驱动科学研究范式变革；
#### “具身智能元年”:具身大小脑和本体的协同进化；
#### “下一个Token预测”:统一的多模态大模型实现更高效；
#### Scaling Law扩展:RL+ LLMS，模型泛化从预训练向后训练、推理迁移；
#### 世界模型加速发布，有望成为多模态大模型的下一阶段；
#### 合成数据将成为大模型迭代与应用落地的重要催化剂；
#### 推理优化迭代加速... |
4a8d8d75-75a8-4e61-9413-03053b721ba2 | web | test/raw_web_htmls/4a8d8d75-75a8-4e61-9413-03053b721ba2.html | https://mp.weixin.qq.com/s?__biz=Mzg3MTcyMjUyNA==&mid=2247508353&idx=1&sn=57ebb385d09d5c3ea1c8acb4cb904b57&chksm=cf9ccc0568d95113228d4cf9b40c1609e4ea903594d32f6d03ec6ac8d6a390cc603b1d2a6f1f | {"entry_id": "4a8d8d75-75a8-4e61-9413-03053b721ba2", "infos": [{"txt": "R2来袭？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "R2来袭？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "DeepSeek与清华联手，开启大模型推理新时代", "language": "... | # R2来袭？DeepSeek与清华联手，开启大模型推理新时代
## 两项核心技术的原理
### （一）自我原则点评调优
#### 技术实现分为两阶段：
#### 优势对比传统方法：
### （二）元奖励模型
#### 实验效果：
## 两项核心技术的优势
### （一）突破传统训练范式
### （二）成本与性能的“双重革命”
### （三）开源生态的“催化剂”
## R2模型的猜想
### （一）R2可能具备的优势预测
#### 1、推理能力跃升
#### 2、成本效率革命
#### 3、泛化能力增强
### （二）R2可能带来的对AI行业的冲击
## 畅想R2之后的AI新图景
### （一）技术融合趋势
### （二）伦理与治理... |
f7fa6fb2-a150-4065-80bf-01534f65845b | web | test/raw_web_htmls/f7fa6fb2-a150-4065-80bf-01534f65845b.html | https://phys.org/news/2025-02-beauty-standard.html | {"entry_id": "f7fa6fb2-a150-4065-80bf-01534f65845b", "infos": [{"txt": "The beauty standard is intensifying.", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "The beauty standard is intensifying.", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l... | # The beauty standard is intensifying. At what cost?
## Social media pressure
## Relax, sculpt, lift: High-definition make-up
## Priced out, excluded or in debt
## Signs of resistance
|
8977569c-2c8d-4fda-8e11-dc10b0c0ed56 | pdf | test/raw_pdf_files/8977569c-2c8d-4fda-8e11-dc10b0c0ed56.pdf | null | {"entry_id": "8977569c-2c8d-4fda-8e11-dc10b0c0ed56", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.051, 0.023, 0.318, 0.052]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "ed... | # 劳动数据如何反映联邦政府裁员的影响？
## 一、劳动数据略弱于预期，稳定中稍有下滑
## 二、非农就业修正有限，但注意裁员数量上升
## 三、风险提示
### （1）政府裁员、财政紧缩和移民政策冲击就业的风险
### （2）美国银行系统意外出现流动性问题的风险
### （3）劳动市场不同统计序列和方式存在误差的风险
|
b44af73f-25bc-4a0f-8b7f-f7b5155016a6 | web | test/raw_web_htmls/b44af73f-25bc-4a0f-8b7f-f7b5155016a6.html | https://mp.weixin.qq.com/s?__biz=MjM5MTgzNDM0MA==&mid=2652712687&idx=4&sn=f12c79876f7ea0f8d7c0432f6aabe2de&scene=0 | {"entry_id": "b44af73f-25bc-4a0f-8b7f-f7b5155016a6", "infos": [{"txt": "30年资深游戏玩家:", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "30年资深游戏玩家:", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 挡不住娃玩游戏，那就玩这些最好的", "language"... | # 30年资深游戏玩家: 挡不住娃玩游戏，那就玩这些最好的
## 孩子沉迷电子游戏，是因为好游戏玩得太少了
### 第一，游戏是一种爱好选择。
### 第二，玩高质量游戏，反而可以抵制游戏成瘾。
## 只要有规则和引导，小娃也可以玩游戏
### 1. 孩子三岁半左右，就可以开始带着玩游戏了
### 2. 要限制时间：4岁之前是每天20分钟，4岁后是每天30分钟。
### 3. 游戏并不是奖励，只是日程的一部分
### 4. 玩游戏不是为了学习，而是为了开心
### 5. 多和孩子一起玩合作类游戏
## 要玩好游戏，把娃的口味养“刁”
### 1. 多玩主机游戏（如Xbox和Switch上的游戏）
### 2. 玩给大孩子设计的“家庭... |
a1875564-2ee9-43a0-a30a-ce8fae58eb31 | pdf | test/raw_pdf_files/a1875564-2ee9-43a0-a30a-ce8fae58eb31.pdf | null | {"entry_id": "a1875564-2ee9-43a0-a30a-ce8fae58eb31", "infos": [{"txt": "证券研究报告·策略报告·策略点评", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.083, 0.026, 0.458, 0.041]]}]}, "tags": ["text"], "label": "O", "web_segment_id": 1, "global_sentence_id"... | # DeepSeek 引发全球涨跌互现？--全球市场观察系列
## 本周（2025年1月27日-2025年2月2日），全球大类资产涨势收窄甚至转跌：MSCI发达市场扭转今年以来的上涨趋势，本周转跌（-0.5%)，新兴市场相对于发达市场略微领先（0.3%）。
## 美国股指涨势暂歇，主要是受到DeepSeek对美股科技的冲击，拖累标普500及纳指的表现。
### DeepSeek引发美股科技焦虑。
### 科技巨头财报不及预期。
### 美联储降息的“新剧本”。
## 欧洲股市何以创新高？我们认为有几个因素：
### 一，欧洲股市连续3周上涨，主要基于补涨逻辑。
### 二，市场阶段性布局“低估”的欧洲。
### 三，欧洲财报部分超预... |
affad031-3374-477e-b5c0-62f55cdab39b | web | test/raw_web_htmls/affad031-3374-477e-b5c0-62f55cdab39b.html | https://mp.weixin.qq.com/s?__biz=MzAxNzg2NjUyMQ==&mid=2655616878&idx=3&sn=7a90a6f2d7dab495d7be023395f5cb42&scene=0 | {"entry_id": "affad031-3374-477e-b5c0-62f55cdab39b", "infos": [{"txt": "《湮灭之潮》首支实机演示公开 | 索尼总裁对PS5前景表示乐观", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "《湮灭之潮》首支实机演示公开 | 索尼总裁对PS5前景表示乐观", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"... | # 《湮灭之潮》首支实机演示公开 | 索尼总裁对PS5前景表示乐观
## 1.《湮灭之潮》首支实机演示现已公开
## 2.索尼总裁对PS5市场前景表示乐观
## 3.Steam 2025年特卖活动日程公布
### 游戏节日程：
### 特卖日程：
## 4.《黑神话：悟空》获DICE最佳艺术指导奖
## 5.Key社经典作品《AIR》将于3月登陆Steam
## 6.《真·三国无双 起源》销量突破100万份
## 7.《失落之魂》2月19日开启预购
## 8.PlayStation官推公开情人节整活动态 |
a1b21483-2abf-4ec0-aab6-f44aa24ae413 | web | test/raw_web_htmls/a1b21483-2abf-4ec0-aab6-f44aa24ae413.html | https://blog.csdn.net/weixin_43151418/article/details/145515557?spm=1001.2100.3001.7377&utm_medium=distribute.pc_feed_blog_category.none-task-blog-classify_tag-8-145515557-null-null.nonecase&depth_1-utm_source=distribute.pc_feed_blog_category.none-task-blog-classify_tag-8-145515557-null-null.nonecase | {"entry_id": "a1b21483-2abf-4ec0-aab6-f44aa24ae413", "infos": [{"txt": "AI多维度创新探索：", "language": "chinese", "position": {"atoms": [{"immutable": false, "orig_start": 0, "position_id": 0, "size": 0, "start": 0, "tags": [], "tail": 0, "txt": "AI多维度创新探索：", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id"... | # AI多维度创新探索：ChatGPT大模型提示词使用技巧全维度智能体提示框架
## 一、ChatGPT架构
### 特色1：ChatGPT全新功能深入解析
### 特色2：丰富的应用场景
### 特色3：GPTs全面介绍
### 特色4：简洁明了的实战案例
### 特色5：配套资源支持
## 二、提示词和问答模式
### 2.1 理解提示词的重要性
### 2.1 AI的回答模式
#### 1.解释模式
#### 2.类比模式
#### 3.列举模式
#### 4.限制模式
#### 5.转换模式
#### 6.增改模式
#### 7.对比模式
#### 8.翻译模式
#### 9.模拟模式
#### 10.推理模式
## 三、基... |
2f5dbb5b-9555-453c-8e5d-b7da6953db00 | web | test/raw_web_htmls/2f5dbb5b-9555-453c-8e5d-b7da6953db00.html | https://mp.weixin.qq.com/s?__biz=MzA3ODM4MzY4OA==&mid=2651737410&idx=1&sn=39a9ba0d0590026a53793414b0cf6f4b&scene=0 | {"entry_id": "2f5dbb5b-9555-453c-8e5d-b7da6953db00", "infos": [{"txt": "“菜价”疯涨，郑商所出手", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "“菜价”疯涨，郑商所出手", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " “菜价”疯涨，郑商所出手 ... | # “菜价”疯涨，郑商所出手
## 01菜粕率先反馈
## 02菜籽与豆粕跟随上涨
|
6f5b3a05-1430-4e2e-9fca-c3bf89847b29 | web | test/raw_web_htmls/6f5b3a05-1430-4e2e-9fca-c3bf89847b29.html | https://every.to/p/how-to-be-more-agentic-5546023c-3569-431e-84bb-a41b510c8a32 | {"entry_id": "6f5b3a05-1430-4e2e-9fca-c3bf89847b29", "infos": [{"txt": "How to Be More", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "How to Be More", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "<img https://d2... | # How to Be More Agentic
## Court rejection
## Seek real feedback
## Increase your surface area for luck
## Assume everything is learnable
## Learn to love the moat of low status
## Don’t work too hard
## Agency has built our world |
b8ee7ae1-bdc4-4885-8bbf-4c319ad0ca31 | web | test/raw_web_htmls/b8ee7ae1-bdc4-4885-8bbf-4c319ad0ca31.html | https://mp.weixin.qq.com/s?__biz=MTI0MDU3NDYwMQ==&mid=2657753398&idx=1&sn=225f4ffde3e0e3cc9d57ed662f3e625b&chksm=7b8344c9aa00e88cbadad9f2860cd383f31edb0db9c6f8321b0951cf06b1a2b0ae61d1067d8a | {"entry_id": "b8ee7ae1-bdc4-4885-8bbf-4c319ad0ca31", "infos": [{"txt": "独身女子病逝，叔姑舅姨9人争遗产，法院判了！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "独身女子病逝，叔姑舅姨9人争遗产，法院判了！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " ... | # 独身女子病逝，叔姑舅姨9人争遗产，法院判了！
## 独身女子去世9名旁系亲属主张分遗产
## 上海一独居老人猝死堂弟要求继承遗产
## 法官：无人继承又无人受遗赠的遗产归国家所有
## 法官：为避免身后财产纠纷最好立遗嘱
|
9012e0db-e210-4b74-a11d-1e09118a499f | web | test/raw_web_htmls/9012e0db-e210-4b74-a11d-1e09118a499f.html | https://github.com/jandrewrogers/RotoHash | {"entry_id": "9012e0db-e210-4b74-a11d-1e09118a499f", "infos": [{"txt": "GitHub jandrewrogers/RotoHash:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "GitHub jandrewrogers/RotoHash:", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": ... | # RotoHash: Checksum for High-Bandwidth Data
## Performance
## Quality
## Construction
## Status
|
a1a74175-6cb6-417f-89da-aa6bd7d33915 | web | test/raw_web_htmls/a1a74175-6cb6-417f-89da-aa6bd7d33915.html | https://mp.weixin.qq.com/s/htx7yA_0O-8B0qTKIjITaw | {"entry_id": "a1a74175-6cb6-417f-89da-aa6bd7d33915", "infos": [{"txt": "如何编发政府信息公开工作年度报告", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "如何编发政府信息公开工作年度报告", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 如何编发政府... | # 如何编发政府信息公开工作年度报告
## 一、提高认识站位
## 二、正确理解指标
## 三、集中统一发布
## 四、强化成果运用
|
5855e1f2-454e-4f29-85c2-287150ff86d8 | web | test/raw_web_htmls/5855e1f2-454e-4f29-85c2-287150ff86d8.html | https://mp.weixin.qq.com/s?__biz=MjM5MDI1NjI0Mw==&mid=2652278595&idx=1&sn=947387a1fbba3657cfc91e22ad5a169c&scene=0 | {"entry_id": "5855e1f2-454e-4f29-85c2-287150ff86d8", "infos": [{"txt": "再萌也不要碰！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "再萌也不要碰！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "国家卫健委紧急提醒", "language": "chinese", "... | # 再萌也不要碰！国家卫健委紧急提醒
## 看完《哪吒2》女子网购土拨鼠当宠物
## 国家卫健委紧急提醒：土拨鼠也传播鼠疫
## 土拨鼠到底是什么“鼠”？
## 土拨鼠是鼠疫杆菌的主要自然宿主
## 鼠疫如何传播？
## 感染鼠疫后有哪些症状？
## 如何预防鼠疫？
## 鼠疫可防可治 |
fb666d35-7ed9-4bf7-bc0e-2acd3450e41d | web | test/raw_web_htmls/fb666d35-7ed9-4bf7-bc0e-2acd3450e41d.html | https://mp.weixin.qq.com/s?__biz=MjM5NTAwMTI5Mg==&mid=2653078192&idx=1&sn=9667efe8f8538e6750516d247ecab2b7&scene=0 | {"entry_id": "fb666d35-7ed9-4bf7-bc0e-2acd3450e41d", "infos": [{"txt": "轻薄本跑DeepSeek大模型谁更快？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "轻薄本跑DeepSeek大模型谁更快？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "AMD锐龙AI 9 HX... | # 轻薄本跑DeepSeek大模型谁更快？AMD锐龙AI 9 HX 370对比英特尔酷睿Ultra 9 285H
## DeepSeek-R1系列大模型介绍
## 测试平台介绍 AMD锐龙AI 9 HX 370 VS 英特尔酷睿Ultra 9 285H
## 理论性能对比 UL Procyon AI Text Generation Benchmark
## DeepSeek-R1系列大模型实测对比 llama-bench
## AMD可变显存技术 游戏改变者
### ·诗歌创作
### ·数学计算
### ·翻译
## 总结 |
953603a0-90c1-427d-a6b0-2091727f79bb | pdf | test/raw_pdf_files/953603a0-90c1-427d-a6b0-2091727f79bb.pdf | null | {"entry_id": "953603a0-90c1-427d-a6b0-2091727f79bb", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.083, 0.065, 0.231, 0.076]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "ed... | # 春节错月叠加油价走高，CPI超预期上行-2025年1月通胀数据点评
## 点评
### ·CPI同比超预期扩大，非食品价格强于季节性。
### ·春节错位叠加气温下降，菜猪价格同比均走扩。
### ·服务价格同比涨幅扩大，汽油价格同比降幅收敛。
### ·PPI同比保持平稳，生产、生活资料价格走势分化。
### ·基数影响下2月CPI同比或边际回落，PPI同比降幅或收敛。
### ·风险提示：政策落地节奏不及预期，国际大宗商品价格波动超预期。
|
5d9c9a96-e2e7-4946-8109-7d4e14258666 | web | test/raw_web_htmls/5d9c9a96-e2e7-4946-8109-7d4e14258666.html | https://mp.weixin.qq.com/s?__biz=MzIxNzU1NTQwNQ==&mid=2247693613&idx=1&sn=44e4a79bfef25e1160e83dd613cbb328&chksm=9604aaa058672c37e17bcb1ba71e74dea18f57ad63f0292ddf3323ef59f79852b21e2f921fde | {"entry_id": "5d9c9a96-e2e7-4946-8109-7d4e14258666", "infos": [{"txt": "创新纪录！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "创新纪录！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "总台2025年春晚奏响和美乐章", "language": "chinese",... | # 创新纪录！总台2025年春晚奏响和美乐章
|
cf4412ed-5e5b-4149-88d6-35af646c1754 | web | test/raw_web_htmls/cf4412ed-5e5b-4149-88d6-35af646c1754.html | https://longform.asmartbear.com/never-compete-on-price/ | {"entry_id": "cf4412ed-5e5b-4149-88d6-35af646c1754", "infos": [{"txt": "Sometimes never compete on price", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Sometimes never compete on price", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_l... | # Sometimes never compete on price
## Low price as a complete strategy
### Costco
### Southwest Airlines
### Vanguard Funds
### IKEA
## Low-cost strategies don’t always require significant financing
|
18d6c156-522c-40d5-8563-f429a734ba8c | web | test/raw_web_htmls/18d6c156-522c-40d5-8563-f429a734ba8c.html | https://taylorpearson.me/bookreview/tempo/ | {"entry_id": "18d6c156-522c-40d5-8563-f429a734ba8c", "infos": [{"txt": "Tempo - Book Summary", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Tempo - Book Summary", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "Tem... | # Tempo: timing, tactics and strategy in narrative-driven decision-making Summary
## Summary
## My Highlights and Notes
### Momentum accumulates and degrades constantly during the dozens of micro-decisions we make every minute.
### At 30 miles per hour, we are exposed to about 1,320 “items of information” per minute.
#... |
7a292135-8445-4866-bea6-91f178205de1 | web | test/raw_web_htmls/7a292135-8445-4866-bea6-91f178205de1.html | https://mp.weixin.qq.com/s?__biz=MzA5NzAzMjIxMw==&mid=2651013312&idx=3&sn=5336774f230221bdb304602cb59f0573&scene=0 | {"entry_id": "7a292135-8445-4866-bea6-91f178205de1", "infos": [{"txt": "凡事有交代，件件有着落，事事有回音", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "凡事有交代，件件有着落，事事有回音", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 凡事有交... | # 凡事有交代，件件有着落，事事有回音
## 01靠谱的人，就该被狠狠地奖励
## 02凡事有交代
## 03件件有着落
## 04事事有回音
## 05结语
|
19df119c-cdd6-4dca-867d-602501245c65 | pdf | test/raw_pdf_files/19df119c-cdd6-4dca-867d-602501245c65.pdf | null | {"entry_id": "19df119c-cdd6-4dca-867d-602501245c65", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.074, 0.03, 0.215, 0.055]]}]}, "tags": ["header"], "label": "O", "web_segment_id": -1, "global_sentence_id": 0, "ed... | # 新能源仍是顶层重点关注方向，国网输变电设备招标开门红
## 子行业周观点详情
### ■光伏&储能：
#### 一、《政府工作报告》仍重点关注新能源产业发展，能源局相关领导紧随其后具体部署。
#### 二、集中式电站季节性需求恢复叠加分布式抢装，3-4 月行业量价右侧启动强度超预期，玻璃3 月提价1.5-2 元/平米成交落地，上下游循环涨价趋势形成，玻璃、电池片仍是盈利修复弹性和持续性最好环节。
#### 三、投资建议：当前光储板块仍是业绩、情绪、关注度的三重底部，重申年度策略提出的“玻璃、电池片、新技术、大储”四大核心推荐方向，短期重点关注有望受组件排产拉升驱动而实现盈利改善弹性最显著的：玻璃、电池片、胶膜环节。
### ... |
64f7055a-1289-48c6-bfab-47c33ed94024 | web | test/raw_web_htmls/64f7055a-1289-48c6-bfab-47c33ed94024.html | https://venturebeat.com/ai/the-great-software-rewiring-ai-isnt-just-eating-everything-it-is-everything/ | {"entry_id": "64f7055a-1289-48c6-bfab-47c33ed94024", "infos": [{"txt": "The great software rewiring:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "The great software rewiring:", "x": "//title"}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_la... | # The great software rewiring: AI isn't just eating everything; it is everything
## The incumbent risk: Traditional marketplaces are on the clock
## The new power structures: AI models and vertical AI solutions
## The inevitable disruption
|
98ecc05f-abc6-43f6-8cf5-0ae5f394fa84 | web | test/raw_web_htmls/98ecc05f-abc6-43f6-8cf5-0ae5f394fa84.html | https://mp.weixin.qq.com/s/mgeh_r_Hj1BFbmDIFTBvhA | {"entry_id": "98ecc05f-abc6-43f6-8cf5-0ae5f394fa84", "infos": [{"txt": "深度文章分享| 矿石对决芯片：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "深度文章分享| 矿石对决芯片：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "中美如何在高科技领域展开竞争", "la... | # 矿石对决芯片：中美如何在高科技领域展开竞争
## 为什么东大不断加强的矿物出口限制对政府和企业都至关重要
## 背景：这场“双向”出口管制之争
### 1、华盛顿的“技术封锁”
### 2、东大的非对称出口管制
## 限制带来的潜在影响，以及供应多元化的机会
## 对大国竞争与产业实力的意义
## 未来观察信号与可能出现的走向 |
a66d3d28-ea04-49f5-af62-14e3881406de | web | test/raw_web_htmls/a66d3d28-ea04-49f5-af62-14e3881406de.html | https://mp.weixin.qq.com/s?__biz=MjM5MDc0NTY2OA==&mid=2651855006&idx=1&sn=3cfe788f2c27f537300866d7de766ad4&scene=0 | {"entry_id": "a66d3d28-ea04-49f5-af62-14e3881406de", "infos": [{"txt": "比Deepseek还强的Manus（马牛死）爆火：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "比Deepseek还强的Manus（马牛死）爆火：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "... | # 比Deepseek还强的Manus（马牛死）爆火：打工人的天彻底塌了
## 01
## 02
## 03
## 04
### 1. 培养淘金思维，提升认知免疫力。
### 2. 培养全局观，提升领导力。
### 3. 置顶情感，提升自己的感受力。
|
a3064917-528d-4466-b925-e1a53e43faf0 | pdf | test/raw_pdf_files/a3064917-528d-4466-b925-e1a53e43faf0.pdf | null | {"entry_id": "a3064917-528d-4466-b925-e1a53e43faf0", "infos": [{"txt": "SACNet:", "language": "english", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.151, 0.062, 0.293, 0.098]]}]}, "tags": ["title"], "label": "article_title", "web_segment_id": 9, "global_sentence... | # SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation
## I.INTRODUCTION
## II.METHOD
### A. Encoder
### B.Decoder
### C. Training Loss
## III.EXPERIMENT
### A. Dataset and Evaluation
### B. Setups
## IV.RESULT
### A.Performance on Synapse Dataset
### B. Ablation Study
## V. CONCLUSI... |
5df5a8b5-45ec-44fb-a2ca-ac69efce867b | pdf | test/raw_pdf_files/5df5a8b5-45ec-44fb-a2ca-ac69efce867b.pdf | null | {"entry_id": "5df5a8b5-45ec-44fb-a2ca-ac69efce867b", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.076, 0.03, 0.218, 0.055]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "edu... | # 春节新房销售同比$+8\%$，节后二手成交率先回暖
## 春节期间28城新房销售较去年有所上升
## 年后二手房成交逐步回暖
## 行情回顾
### 地产行情回顾
### 物业行情回顾
## 数据跟踪
### 宅地成交
### 新房成交
### 二手房成交
### 重点城市库存与去化周期
## 地产行业政策和新闻
## 地产公司动态
## 物管行业政策和新闻
## 非开发公司动态
## 行业估值
## 风险提示
|
f175fef8-7272-48e1-b747-9ad451c15ad8 | web | test/raw_web_htmls/f175fef8-7272-48e1-b747-9ad451c15ad8.html | https://www.huxiu.com/article/4027582.html?f=rss | {"entry_id": "f175fef8-7272-48e1-b747-9ad451c15ad8", "infos": [{"txt": "狂潮30天，DeepSeek改变了谁？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "狂潮30天，DeepSeek改变了谁？", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"txt": "<i... | # 狂潮30天，DeepSeek改变了谁？
## 一、狂潮出现
## 二、生态：聚拢效应正在形成
## 三、下游应用：奇点到来？
## 四、算力：巨变前兆
## 五、新时代开启
|
f0754367-9746-4412-9338-92d7d93254d5 | pdf | test/raw_pdf_files/f0754367-9746-4412-9338-92d7d93254d5.pdf | null | {"entry_id": "f0754367-9746-4412-9338-92d7d93254d5", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.821, 0.018, 0.902, 0.03]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "edu... | # 大公国际：《提振消费专项行动方案》出台，供需两端协同发力，提振内需助力经济回暖
## 摘要：
## 一、2025年1-2月消费市场整体回暖，复苏基础还需巩固
### 亮点一：消费增速回升，市场整体回暖。
### 亮点二：消费升级趋势明显，品质需求增长。
### 亮点三：服务消费表现亮眼，文旅需求走高。
### 尽管消费出现了积极向好的态势，但消费市场的复苏基础仍然不够稳固，仍面临一些亟待解决的挑战。
## 二、《方案》靶向发力，为消费潜力的持续释放奠定坚实基础
### 发力点一：需求侧政策加码，三管齐下提升消费能力。
### 发力点二：供给侧创新体系，多维度推动供需高效匹配。
### 发力点三：消费信心提升，信用赋能消费环境优化... |
1e7bd174-4e2e-4fe8-a2b3-4808958952e6 | web | test/raw_web_htmls/1e7bd174-4e2e-4fe8-a2b3-4808958952e6.html | https://www.ithome.com/0/838/520.htm | {"entry_id": "1e7bd174-4e2e-4fe8-a2b3-4808958952e6", "infos": [{"txt": "微信近期更新盘点：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "微信近期更新盘点：", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "iOS 功能对齐安卓、PC 体验多端统一", "l... | # 微信近期更新盘点：iOS 功能对齐安卓、PC 体验多端统一
## 一、公众号推文内容可选中写评论
## 二、支持自动翻译
## 三、一次性快速多选消息
## 四、群聊显示引用消息来源
## 五、送礼物可筛选
## 六、群礼物操作优化
## 七、设置新增插件
## 八、多端统一
## 九、总结
|
ee71d422-d4d5-4d27-aa49-517b7611f011 | web | test/raw_web_htmls/ee71d422-d4d5-4d27-aa49-517b7611f011.html | https://mp.weixin.qq.com/s?__biz=MzU2NjM3Mzk0Nw==&mid=2247770302&idx=4&sn=60cabe8b242d372deabfb8763f3cd7dc&scene=0 | {"entry_id": "ee71d422-d4d5-4d27-aa49-517b7611f011", "infos": [{"txt": "完成600多篇论文的审稿后，该审稿人精心总结：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "完成600多篇论文的审稿后，该审稿人精心总结：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "研究生回... | # 完成600多篇论文的审稿后，该审稿人精心总结：研究生回复审稿意见的门道
## 逐条回复审稿意见
## 对审稿人不要犟，而要有策略
|
95998eb2-0751-4dd8-b735-6c9a4594b762 | pdf | test/raw_pdf_files/95998eb2-0751-4dd8-b735-6c9a4594b762.pdf | null | {"entry_id": "95998eb2-0751-4dd8-b735-6c9a4594b762", "infos": [{"txt": "Adaptive Locally Linear Embedding", "language": "english", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.295, 0.121, 0.705, 0.142]]}]}, "tags": ["title"], "label": "article_title", "web_segmen... | # Adaptive Locally Linear Embedding
## 1Introduction
### 1.1 Motivation
### 1.2Topological Space and Neighborhoods
### 1.3The Metric Topology
### 1.4Innovation: Need for a Flexible Metric
### 1.5Manifold Perspective
## 2Related Work
## 3The proposed method
### 3.1Notations and defnitions
### 3.2Problem Formulation
### ... |
466f107e-7e4e-44b8-be81-2d99fd1be05a | web | test/raw_web_htmls/466f107e-7e4e-44b8-be81-2d99fd1be05a.html | https://mp.weixin.qq.com/s/o-xaWZL4WokqnMztRAdMag | {"entry_id": "466f107e-7e4e-44b8-be81-2d99fd1be05a", "infos": [{"txt": "2.5万字解读《竞争优势》中：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "2.5万字解读《竞争优势》中：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "评估竞争优势的三步骤，苹果、沃尔玛案例... | # 2.5万字解读《竞争优势》中：评估竞争优势的三步骤，苹果、沃尔玛案例解析
## 01 评估竞争优势三步骤
### 第一个步骤，也是最重要的步骤是制作展现相关市场竞争结构的行业地图。
### 第二个步骤，是针对每个细分市场判断在位企业是否受到进入壁垒的保护。
#### 1）企业间市场份额的稳定
#### 2）细分市场里企业的盈利情况
### 第三个步骤，是识别和确认竞争优势的可能来源。
## 02 苹果案例解析
### 第一步，制作行业地图
### 第二步，竞争优势的检验与判定
#### 1）CPU细分市场
#### 2）竞争优势的检验与判定：软件细分市场
#### 3）竞争优势的检验与判定：个人计算机制造细分市场
### 总结... |
d76fb40e-b962-479a-a33a-8006bd3a9b93 | pdf | test/raw_pdf_files/d76fb40e-b962-479a-a33a-8006bd3a9b93.pdf | null | {"entry_id": "d76fb40e-b962-479a-a33a-8006bd3a9b93", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.084, 0.085, 0.29, 0.099]]}]}, "tags": ["header"], "label": "O", "web_segment_id": -1, "global_sentence_id": 0, "ed... | # 短剧市场供需双驱，文化出海内外齐振
## 1.市场概览
### 1.1.发展历程：行业生态逐渐完整，加速进入主流视野
#### 起源阶段（2013-2018 年）：2013 年，优酷土豆推出迷你剧《万万没想到》拉开了短剧行业序幕，同时期各平台陆续推出不同短剧，剧集风格多以搞笑为主，数量较少，质量良莠不齐。
#### 萌芽阶段（2019-2020 年）：2019 年，快手推出“快手小剧场”“光合计划”开始尝试探索整合短剧赛道；2020 年末，国家广电总局在备案系统新增“网络微短剧”板块，从而将微短剧正式纳入视频剧集赛道，2020 年也因此被称为“网络微短剧元年”。
#### 成长阶段（2021-2022 年）：
#### 爆发阶段... |
7f3b2b9b-4078-4c08-8cb6-6512be495215 | web | test/raw_web_htmls/7f3b2b9b-4078-4c08-8cb6-6512be495215.html | https://36kr.com/p/3243728522592262?f=rss | {"entry_id": "7f3b2b9b-4078-4c08-8cb6-6512be495215", "infos": [{"txt": "1029亿，中国车企在欧洲撕开一个千亿市场", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "1029亿，中国车企在欧洲撕开一个千亿市场", "x": "//h1[contains(@class, \"article-title\")]"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "e... | # 1029亿，中国车企在欧洲撕开一个千亿市场
## 欧洲消费者买车：要么看品牌，要么看科技
## 进入欧洲市场前，先交“过路费”
## 科技不保值，欧洲市场正在对特斯拉说“不”
## 卷不动价格，就卷服务、卷时间、卷信任
|
63646d1f-80f5-4c47-8dae-2f12e6ae2437 | pdf | test/raw_pdf_files/63646d1f-80f5-4c47-8dae-2f12e6ae2437.pdf | null | {"entry_id": "63646d1f-80f5-4c47-8dae-2f12e6ae2437", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.084, 0.018, 0.376, 0.065]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "ed... | # 开源晨会0206-晨会纪要
## 观点精粹
### 总量视角
#### 【策略】关税向左，AI向右-投资策略专题-20250204
#### 【金融工程】券商金股解析月报（2025年2月）-金融工程定期-20250205
### 行业公司
#### 【社服】小积木塑造大生意，国产IP拼搭潮玩品牌创新突围-行业深度报告-20250205
#### 【汽车】DeepSeek-R1 横空出世，智能车产业升级加速--行业点评报告-20250204
#### 【非银金融】非银板块冲高环比减仓，并购主线和高股息标的增仓-主动权益基金2024Q4非银重仓股点评-20250204
#### 【计算机：亚信安全（688225.SH）】业绩符合预期... |
24011b01-8055-4de7-a7e8-586b70cdc0af | web | test/raw_web_htmls/24011b01-8055-4de7-a7e8-586b70cdc0af.html | https://mp.weixin.qq.com/s?__biz=MjM5MTczMTM5Mw==&mid=2650025638&idx=1&sn=65e31a0d26862c0ffa84fd8135a41eff&scene=0 | {"entry_id": "24011b01-8055-4de7-a7e8-586b70cdc0af", "infos": [{"txt": "政府工作报告里的物流热词；", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "政府工作报告里的物流热词；", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "京东搬家上线；", "language": "c... | # 政府工作报告里的物流热词；京东搬家上线；李嘉诚拟卖掉43个港口；DHL将裁8000人；丰巢IPO受阻；极兔盈利……
## 01政府工作报告里的物流热词
## 02京东搬家上线
## 03李嘉诚拟228亿美元卖掉43个港口
## 04丰巢港股IPO招股书失效
## 05美团王兴发声
## 06极兔盈利
## 07DHL拟裁员八千人
|
8ce6bdd5-4a99-48bd-bc57-b2811397a445 | web | test/raw_web_htmls/8ce6bdd5-4a99-48bd-bc57-b2811397a445.html | https://www.huxiu.com/article/3974228.html?f=rss | {"entry_id": "8ce6bdd5-4a99-48bd-bc57-b2811397a445", "infos": [{"txt": "“SpaceX模式”能救美国六代机吗？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "“SpaceX模式”能救美国六代机吗？", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"txt": "<i... | # “SpaceX模式”能救美国六代机吗？
## 一
## 二
## 三
## 四
## 五
|
52a46eb3-a437-4672-b3b2-0983a4db6153 | web | test/raw_web_htmls/52a46eb3-a437-4672-b3b2-0983a4db6153.html | https://mp.weixin.qq.com/s?__biz=MjM5MTIwMzU1NA==&mid=2651910707&idx=3&sn=8020b2ee96dfd420a3e58e690acde9b4&scene=0 | {"entry_id": "52a46eb3-a437-4672-b3b2-0983a4db6153", "infos": [{"txt": "关于举办2025年西城区定向运动裁判员培训班的通知", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "关于举办2025年西城区定向运动裁判员培训班的通知", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "... | # 关于举办2025年西城区定向运动裁判员培训班的通知
## 一、主办单位
## 二、承办单位
## 三、协办单位
## 四、日程安排
## 五、培训内容
## 六、考核
### （一）考核内容：
### （二）考核项目：
### （三）考核通过标准及申报裁判员流程：
## 七、报名及报到
### （一）报名资格：
### （二）报名信息
### （三）报到时间、地点及联系方式
### (四)资料费：
## 八、其他 |
16ca3738-3f7e-4e85-af62-42dac267c55a | web | test/raw_web_htmls/16ca3738-3f7e-4e85-af62-42dac267c55a.html | https://mp.weixin.qq.com/s?__biz=MzAxNDA4NTY1OQ==&mid=2247592527&idx=3&sn=f10dd592d9f84bdadf0d19023d46a8c1&chksm=9ad1e00f10e87593fd190797f2dc107e1084a81e5abece0a4283a9f2340b3a8b4f92c301c5a3 | {"entry_id": "16ca3738-3f7e-4e85-af62-42dac267c55a", "infos": [{"txt": "山西大同“破门亮灯”事件后续：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "山西大同“破门亮灯”事件后续：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "赔偿补贴措施将进一步通报", "lang... | # 山西大同“破门亮灯”事件后续：赔偿补贴措施将进一步通报
## 当地倡议“亮灯”营造节日氛围店铺闭店后被“撬锁开灯”
## 涉事街道办道歉当地：赔偿补贴将进一步通报
## 律师：涉嫌非法侵入当地应追究法律责任
|
3afd6d07-0a44-42fe-a21e-233ca8783077 | web | test/raw_web_htmls/3afd6d07-0a44-42fe-a21e-233ca8783077.html | https://mp.weixin.qq.com/s?__biz=Mzg4MDY5NDMyMg==&mid=2247762961&idx=1&sn=a82dfa8cf446c4a35c9bef549b96c6e5&scene=0 | {"entry_id": "3afd6d07-0a44-42fe-a21e-233ca8783077", "infos": [{"txt": "震动汽车圈！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "震动汽车圈！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "两大央企集团筹划重组", "language": "chinese", "p... | # 震动汽车圈！两大央企集团筹划重组
## 东风系公司密集公告
## 兵装系上市公司密集公告
|
ecd56232-80b1-46bb-b142-1ac961e69642 | web | test/raw_web_htmls/ecd56232-80b1-46bb-b142-1ac961e69642.html | https://www.cnn.com/2025/02/04/sport/1984-super-bowl-commercial-spt-intl/index.html | {"entry_id": "ecd56232-80b1-46bb-b142-1ac961e69642", "infos": [{"txt": "How Apple’s ‘1984’ Super Bowl commercial changed advertising forever", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "How Apple’s ‘1984’ Super Bowl commercial changed advertising forever", "x": "//title"}]}, "tags": [], "l... | # How Apple’s ‘1984’ Super Bowl commercial changed advertising forever
## A big splash
## A new age |
32221229-47e6-4222-9101-85ec0c1f0edb | web | test/raw_web_htmls/32221229-47e6-4222-9101-85ec0c1f0edb.html | https://mp.weixin.qq.com/s?__biz=MjM5MzcxMTIyMw==&mid=2650481912&idx=1&sn=485af131c8de16a1d0712a780f927442&scene=0 | {"entry_id": "32221229-47e6-4222-9101-85ec0c1f0edb", "infos": [{"txt": "第一波用DeepSeek“搞钱”的人出现了", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "第一波用DeepSeek“搞钱”的人出现了", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " ... | # 第一波用DeepSeek“搞钱”的人出现了
## “卖的就是信息差”
## “网课”泛滥普通人有必要学吗？
## 注意鉴别“假网站”
|
cb684674-a13d-4762-ba42-e80a34cbccc8 | web | test/raw_web_htmls/cb684674-a13d-4762-ba42-e80a34cbccc8.html | https://mp.weixin.qq.com/s?__biz=MzI1NDMyNjgwNQ==&mid=2247494914&idx=1&sn=cdb37601ba4528823dfa5458412e28fd&chksm=e833574b4b1cce24d263ddd97d2108f3e937c53c172af44efb772747c1da9863e5226e45d324 | {"entry_id": "cb684674-a13d-4762-ba42-e80a34cbccc8", "infos": [{"txt": "速度！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "速度！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "工行90元立减金，支付宝50元立减金！", "language": "chinese",... | # 速度！工行90元立减金，支付宝50元立减金！必胜客0元汉堡又来啦！
## 1、工行10-90元立减金
## 2、支付宝30元立减金
## 3、支付宝20元红包
## 4、近期微信立减金
## 5、海底捞外送大羊毛
## 6、0元必胜客汉堡
## 7、美团 12张无门槛劵
## 8、交行132元立减金大羊毛
|
d34b72ef-8e7f-49ba-b39f-0e4e433cff21 | web | test/raw_web_htmls/d34b72ef-8e7f-49ba-b39f-0e4e433cff21.html | https://mp.weixin.qq.com/s?__biz=MzkwMjMwMTAwMw==&mid=2247880632&idx=1&sn=7f68f193f29967a9370bb5d954448f6a&scene=0 | {"entry_id": "d34b72ef-8e7f-49ba-b39f-0e4e433cff21", "infos": [{"txt": "央行重磅！", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "央行重磅！", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "继续买买买", "language": "chinese", "position... | # 央行重磅！继续买买买
## 央行连续四个月增持黄金
## 金价震荡走高
## 保险资金投资黄金业务试点开展
|
ec3561e8-584b-4911-b562-9d168acb626e | web | test/raw_web_htmls/ec3561e8-584b-4911-b562-9d168acb626e.html | https://mp.weixin.qq.com/s?__biz=MjM5ODI2NDMwMw==&mid=2653256778&idx=1&sn=55dd8a1df77034c4548ea805828e659e&chksm=bc5ed34ac181ee47f708354029cadaaadfe0aa75edb9ccb4143e1e735fd60b2869655cda29ab | {"entry_id": "ec3561e8-584b-4911-b562-9d168acb626e", "infos": [{"txt": "刚刚确认：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "刚刚确认：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "上海监管部门介入调查！", "language": "chinese", "po... | # 刚刚确认：上海监管部门介入调查！3·15晚会最新曝光，上海两家企业涉及，不少市民烦透了
## 监管部门介入调查
## 网络平台上偷数据
## 外呼公司规避监管
|
ee3ab814-4106-4a8c-bdca-789ee0f2078d | web | test/raw_web_htmls/ee3ab814-4106-4a8c-bdca-789ee0f2078d.html | https://mp.weixin.qq.com/s?__biz=Mzg5NTc0MjgwMw==&mid=2247513711&idx=1&sn=8cc9992b69f61f16a2acb9f69193a4cb&chksm=c19922d5d57cb57936601f2e7eba7a2726823cc1f0cdd4ddd828b3feb90211078030856e74da | {"entry_id": "ee3ab814-4106-4a8c-bdca-789ee0f2078d", "infos": [{"txt": "AI 医疗赛道最受关注的独角兽：", "language": "chinese", "position": {"atoms": [{"immutable": false, "orig_start": 0, "position_id": 0, "size": 0, "start": 0, "tags": [], "tail": 0, "txt": "AI 医疗赛道最受关注的独角兽：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id"... | # AI 医疗赛道最受关注的独角兽：5000万ARR、25亿估值，AI Scribe场景PMF已验证
## 01 AI + Healthcare 是高需求行业，AI Scribe 是首先 PMF 的场景
### 1.1 美国医疗行业正在跨越式采用 GenAI 应用
### 1.2 AI Scribe 能帮助解决行业根本性的痛点
## 02 产品与技术
### 2.1 产品介绍
### 2.2 AI-Native 的技术优势
## 03 商业化：如何在医疗企业 GTM 中胜出
## 04 团队及融资
### 4.1 团队
### 4.2 融资
## 05 市场竞争
|
a5951bd1-4552-4e27-8c02-c2a8f735d3fd | web | test/raw_web_htmls/a5951bd1-4552-4e27-8c02-c2a8f735d3fd.html | https://www.notboring.co/p/weekly-dose-of-optimism-140 | {"entry_id": "a5951bd1-4552-4e27-8c02-c2a8f735d3fd", "infos": [{"txt": "Weekly Dose of Optimism #140", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Weekly Dose of Optimism #140", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O... | # Weekly Dose of Optimism #140
## (1)Deciphering Sub-Neptune Atmospheres: New Insights from Geochemical Models of TOI-270 d
## (2)Introducing OpenAI o3 and o4-mini
## (3) ‘Big leap’ for Parkinson’s treatment: symptoms improve in stem-cell trials
## (4)Daily Pill May Work as Well as Ozempic for Weight Loss and Blood Sug... |
61267d25-ab37-4813-9398-e44ef4d329b8 | web | test/raw_web_htmls/61267d25-ab37-4813-9398-e44ef4d329b8.html | https://www.163.com/dy/article/JQKDTI8805199DKK.html | {"entry_id": "61267d25-ab37-4813-9398-e44ef4d329b8", "infos": [{"txt": "重新想象AR眼镜：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "重新想象AR眼镜：", "x": "//h1[@class=\"post_title\"]"}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"tx... | # 重新想象AR眼镜：下一代“智能手机”将以眼镜的形式出现？
## 重新想象：AI+AR
## 市场格局：尚在成型
## 瓶颈突破：挑战几何？
|
c79fdfba-3c74-4eac-b47a-9e284a00bddc | web | test/raw_web_htmls/c79fdfba-3c74-4eac-b47a-9e284a00bddc.html | https://www.163.com/dy/article/JQCCCIU00512D03F.html | {"entry_id": "c79fdfba-3c74-4eac-b47a-9e284a00bddc", "infos": [{"txt": "破解“9073”困局，养老机器人或成关键突破口｜两会声音", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "破解“9073”困局，养老机器人或成关键突破口｜两会声音", "x": "//h1[@class=\"post_title\"]"}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentenc... | # 破解“9073”困局，养老机器人或成关键突破口｜两会声音
## 护理型、康复型、陪伴型机器人：精准服务不同养老需求
## 加快发展家庭和社区养老机器人
|
8e3d1f52-6d57-4149-aae4-67aee30db9df | web | test/raw_web_htmls/8e3d1f52-6d57-4149-aae4-67aee30db9df.html | https://www.ycombinator.com/companies/kastle/jobs/XSq5nJT-founding-applied-ai-engineer-at-kastle | {"entry_id": "8e3d1f52-6d57-4149-aae4-67aee30db9df", "infos": [{"txt": "Founding Applied AI Engineer at Kastle", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "Founding Applied AI Engineer at Kastle", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "e... | # Founding Applied AI Engineer at Kastle
## About the role
### Founding Applied AI Engineer at Kastle
#### About Kastle
#### About the Role
#### Responsibilities
#### What We’re Looking For
#### Why Join Kastle?
## About Kastle |
91598de9-7344-4c34-a0f4-1a021fb1240c | web | test/raw_web_htmls/91598de9-7344-4c34-a0f4-1a021fb1240c.html | https://mp.weixin.qq.com/s?__biz=MzIxNzAzMjMxNA==&mid=2650315033&idx=1&sn=516e4b3ebf9dec5fa33b39f1fcb69be5&scene=0 | {"entry_id": "91598de9-7344-4c34-a0f4-1a021fb1240c", "infos": [{"txt": "恨透特朗普却并没坚决抵抗 民主党是故意放水还是力不从心？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "恨透特朗普却并没坚决抵抗 民主党是故意放水还是力不从心？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"t... | # 恨透特朗普却并没坚决抵抗 民主党是故意放水还是力不从心？
## 全面在野的民主党，面临40年来最大困局
## 抵抗有心无力，民主党凑不出领袖，也没条件“打擂”
## 三权分立却从未平等，特朗普如何成为“帝王总统”
## 妥协还是斗争？政府关门案中，国会民主党人进退两难
## “躺平”可耻却有用，美国反建制愤怒仍在发酵 |
95a1af90-c69c-4bc6-b168-96580cc3bf93 | web | test/raw_web_htmls/95a1af90-c69c-4bc6-b168-96580cc3bf93.html | https://mp.weixin.qq.com/s?__biz=MjM5NjAxMzgwMA==&mid=2651865513&idx=5&sn=81582e1c1d7e3d94631f4959b657ceda&scene=0 | {"entry_id": "95a1af90-c69c-4bc6-b168-96580cc3bf93", "infos": [{"txt": "2025年移动网络体验排行榜", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "2025年移动网络体验排行榜", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 2025年移动网络体... | # 2025年移动网络体验排行榜
## 日本的au在可靠性体验、游戏体验和语音应用体验方面位居榜首
## 全球移动下载速度最快的运营商是美国的T-Mobile和韩国的SK Telecom
## 韩国运营商在小型陆地国家组中占据主导地位
## 挪威Telenor在视频体验和上传速度体验方面成为全球赢家
## 马来西亚和委内瑞拉运营商在大型陆地国家组中表现亮眼，成为全球新星
## 在小型陆地国家组中，孟加拉国的Teletalk网络速度翻倍，获得三项全球新星奖
|
e137a6ae-0664-4ca3-9b09-5647a9fde53a | web | test/raw_web_htmls/e137a6ae-0664-4ca3-9b09-5647a9fde53a.html | https://academic.oup.com/nar/article/doi/10.1093/nar/gkaf206/8109934?rss=1 | {"entry_id": "e137a6ae-0664-4ca3-9b09-5647a9fde53a", "infos": [{"txt": "less meiotic DNA breaks by MagTAQing lead to chromosomal aberrations", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "less meiotic DNA breaks by MagTAQing lead to chromosomal aberrations", "x": "//title"}]}, "tags": [], "l... | # Light-controlled Spo11-less meiotic DNA breaks by MagTAQing lead to chromosomal aberrations
## Abstract
## Graphical Abstract
## Introduction
## Materials and methods
### Yeast strains and culture
### Construction of photoactivatable restriction enzyme
### Blue light
### Spot assay
### Quantification of the fraction... |
28e73d13-218d-4565-aefa-100ed0eab8e0 | web | test/raw_web_htmls/28e73d13-218d-4565-aefa-100ed0eab8e0.html | https://mp.weixin.qq.com/s/wWWGP7-lReON_b5-Pm5plg | {"entry_id": "28e73d13-218d-4565-aefa-100ed0eab8e0", "infos": [{"txt": "投身LLM，要从本质上想明白的三个问题：", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "投身LLM，要从本质上想明白的三个问题：", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "未来是什么，哪些机会... | # 投身LLM，要从本质上想明白的三个问题：未来是什么，哪些机会更好，我们要怎么准备
## LLM下一个发展未来是什么
### 思考框架
### 表层知识
#### 现状修复
##### No.1 居高不下的推理成本
##### No.2 垂直适配难题
##### No.3 上下文中注意力失控
##### No.4 安全性补足
##### No.5 可解释
##### No.6 本质学习
##### No.7 业务安全
##### No.8 降低门槛
#### 开拓增量
##### No.1 理解（多模态）
##### No.2 干预
##### No.3 多端融合
##### No.4 被绑住翅膀的插件
## 哪些落地方向更有前景... |
cedabd92-12f7-483b-a5d6-57c046abd192 | web | test/raw_web_htmls/cedabd92-12f7-483b-a5d6-57c046abd192.html | https://mp.weixin.qq.com/s/kElGH8WvrHr_0Hv-nQT8lQ | {"entry_id": "cedabd92-12f7-483b-a5d6-57c046abd192", "infos": [{"txt": "一文讲透MCP的原理及实践", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "一文讲透MCP的原理及实践", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " 一文讲透MCP的原理及实... | # 一文讲透MCP的原理及实践
## MCP是什么
## MCP 架构
## 为什么需要 MCP 呢？
## MCP原理
### VS Function Call
### 模型如何智能选择Agent/工具
### 工具执行与结果反馈机制
## MCP Server 开发实践
### 1、使用 LLM 构建 MCP 的最佳实践
#### 1.引入 domain knowledge （说人话就是，告诉他一些 MCP Server 开发的范例和资料）
#### 2.描述你的需求
### 2、手动实践
#### Step1. 前置工作
#### Step2. 环境配置
#### Step3. 构造一个 prompt
#### Step4. ... |
3965ba5c-c68c-4627-aeaf-46e73f5f7057 | web | test/raw_web_htmls/3965ba5c-c68c-4627-aeaf-46e73f5f7057.html | https://mp.weixin.qq.com/s?__biz=MzI1NjM4ODIwMQ==&mid=2247859577&idx=1&sn=a0e013f8b7afa37b9196fd3705f7cfa0&scene=0 | {"entry_id": "3965ba5c-c68c-4627-aeaf-46e73f5f7057", "infos": [{"txt": "仅靠一点唾液断天才？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "仅靠一点唾液断天才？", "x": ""}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": "基因检测这事儿到底靠不靠谱？", "language": "... | # 仅靠一点唾液断天才？基因检测这事儿到底靠不靠谱？
## 基因检测测智商是怎么操作的？
## 单个基因预测某方面性状靠谱吗？
## 不止单基因检测多基因检测也不靠谱
|
6a82af5d-9dbe-4330-8deb-301661ebf30d | pdf | test/raw_pdf_files/6a82af5d-9dbe-4330-8deb-301661ebf30d.pdf | null | {"entry_id": "6a82af5d-9dbe-4330-8deb-301661ebf30d", "infos": [{"txt": "header", "language": "chinese", "position": {"pdf_position": [{"page_number": 0, "shape": [1650, 1275], "position_id": 0, "bbox": [[0.095, 0.038, 0.959, 0.072]]}]}, "tags": ["header"], "label": "O", "web_segment_id": 1, "global_sentence_id": 0, "ed... | # 绝味食品（603517.SH）24年经营依然承压，25年向上求突破
## 事项：
## 平安观点：
### 毛利率提升，净利率下滑。
### 鲜货类同比下滑，主因门店数量减少及单店承压。
### 区域市场普遍收缩，25年积极求变。
### 财务预测与估值：
### 风险提示：
#### 1、宏观经济疲软的风险：
#### 2、重大食品安全事件的风险：
#### 3、原料价格上涨风险：
|
cbe23333-e406-470a-a66f-acc0d053e9f3 | web | test/raw_web_htmls/cbe23333-e406-470a-a66f-acc0d053e9f3.html | https://www.huxiu.com/article/4144558.html?f=rss | {"entry_id": "cbe23333-e406-470a-a66f-acc0d053e9f3", "infos": [{"txt": "华为三折叠，还不是尽头？", "language": "chinese", "position": {"atoms": [{"position_id": 0, "txt": "华为三折叠，还不是尽头？", "x": ""}]}, "tags": [], "label": "article_title", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "BOT"}, {"txt": "<img https://wcd... | # 华为三折叠，还不是尽头？
## 折叠屏，早该改了
## 鸿蒙AI，脱胎换骨
|
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