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苏姿丰,刚投一位女掌门

yiqiecaiganggangkaishi,qianfangdaoluchongmanlewuxiankeneng。

图片来源:界面图库

wen | touzijiepedaily wanglu 

linjinnianmo,rongziyijiufengkuang。

touzijiehuoxi,jinriliquid aixuanbuwanchengyibi2.5yimeiyuanalunrongzi,lingtoufangzhengshisuzifengsuozhizhangdeamd。zhici,zheijiachenglijinyiniandechuangyegongsi,guzhichaoguo23yimeiyuan(yue160yirenminbi)。

gongsichuangshirendaniela rus,renmenkenengyousuobuzhi,zheishiyulifeifeiqimingdejisuanjidalao。tayinlvxiankaizhanfenbushijiqirenyanjiubingshixiansuanfatupoerwenmingyenei,muqianzhangduoquanqiuzuidadegaoxiaoshiyanshi,beichengweijiqirenzhimu。2023nian,tadailingsanmingdizichuangbanliquid ai。

zheiyeshibenyueyilaiamdzaiaisaidaodedisancichushou,ciqianyiyazhuxinpiangongsiayar labs、aishijuelingyuqiyeluma ai。xixishulixialai,jinnianamdzhijietouzilezhishaojiujiaaiqiye。yongsuzifengdehualaishuo,meiyourenxiangzaiaishangluohou。

机器人之母,她带队创业,成立一年估值百亿

beisuzifengkanshang,liquid ailaitoubuxiao。

zheiyaocongchuangshirenshuoqi:1963nian,daniela ruschushengyuluomaniyadeligongkexuebajiating,fuqinshijisuanjikexuejia,muqinshiwulixuejia。17suineiniantasuifumulaidaomeiguo,xianzaiaihehuadaxuejiudubenke,1987niankaorukangnaierdaxue,gongdujisuanjiboshixuewei。

bishi,tashicongtulingjianghuodezhe、jisuanjitaidoujohn hopcroft。biyehou,ruschengweidatemaosixueyuandejisuanjijiaoshou,yishouchuanglidatemaosijiqirenshiyanshi,yilvxianzhankaifenbushijiqirenyanjiubingshixiansuanfatupoerwenmingyenei。budao40sui,tajiuzhanhuomaikeasetiancaijiang。houlaijieshoumitjisuanjikexueyurengongzhinengshiyanshi(csail),chengweiquanqiuzuidagaoxiaoshiyanshidediyiweinvxingzhangmenren。

zhankailaikan,zairusdedailingxia,csailyouzhexiangdangduodekaichuangxingyanjiu,baokuokechuandaidemangrendaohangxitong、minisurgeonkeshiyongyiyongjiqiren、sofiruantijiqiyu、mokuaihuajiqirenchuan、zidongjiashibiandaosuanfadeng。“tazuodehenduoshiqingyikaishikanqilaixiangmoshu,congweiyourenxiangdaoguodeqiaomiaoxiangfa,zuizhongnengzhaojinxianshi。”zaiyenei,tabeiyuwei“jiqirenzhimu”。

xuejieshuoguoleilei,rushaijijitoushenchuangye,ciqiancengchuanglithemis ai、zidongjiashiventidenggongsi。ercicichuanglideliquid ai,zuizaokezhuisudao2017nian,dangshiruszhuyidaoramin hasani、mathias lechnerdeshenjingwangluoyanjiu,jiangtamenwadaoshiyanshi,bingyishenrujuyuboshishengalexander aminigongtongzuanyan。zhici,liquid aidelianhechuangshituanduijihewanbi。

suoweiyetaishenjingwangluo,lingganlaizishiwuliandicengdexiuliyinganxianchong,shenzhangjin1haomi,shenjingxitongzhiyou302geshenjingyuan,queyounenglizizhujuece、tansuoshijie,qishenjinglianjiemoshihedongtaitexingchengweiyanjiujiqixuexideduixiang。

cihou,siweiyanjiuzhefabiaoduopianzhongliangjilunwen,tichuleyetishenjingwangluo(liquid neural networks,lnn)jiagou,liyongdongtaiquanzhonggengxinjizhihejiyufeixianxingweifenfangchengdelianxushijianjianmo,tupolechuantongtransformerjiagoudejuxianxing。

jianyanzhi,chuantongjiagouxuyaodaliangshujuxunlian,congerxiaozhunqiquanzhongzuiyouzhi。yetaishenjingwangluoyougengqiangdeshiyingxing,nenggenjuguanchadaodeshurugaibianqijibenfangcheng,congerjiakuaixiangyingsudu。

jiyuzheiyiyanjiuchengguo,liquid aiyu2023nian3yuexuanbuchengli,jiugeyuehouwanchengzhongzilun3750wanmeiyuanrongzi,guzhichaoguo3yimeiyuan,beihouyouoss capital、automattic、samsung nextdengtouzijigou,yijigithublianhechuangshirentom preston werner、shopifychuangshirentobias lütkehered hatlianhechuangshirenbob youngdengtianshitouziren。

zuixinxiaoxichuanlai,liquid aixuanbuwancheng2.5yimeiyuanalunrongzi,youxinpianjutouamdlingtou,oss capital、duke capital partnershepagsgroupcantou,guzhiyichaoguo20yimeiyuan。zhici,liquid aijinjinyinianduoshijianjiujueqiweimingxingdujiaoshou。

苏姿丰低调扫货

zheibushisuzifengjinniandediyicichushou。

shishishang,amdyijingzhongcangaitouzi。jubuwanquantongji,jinnianamdzhijietouzilezhishao9jiaaiqiye,qizhongbufachaojidujiaoshouxiangmu。

yinxiangshenkeyimuchuxianzaijinnian9yue。lifeifeishoucichuangyexiangmuworld labsxuanbuhuode2.3yimeiyuanrongzi,youa16z、neaenyitouziheradical ventureslingtou,haiyouamd、yingweida、adobe、databricksheshinrai investmentsdengshenying,guzhiyidadao10yimeiyuan。

lifeifeizaiaijiekeyishuoshiwurenbuxiao。chushengyubeijing,zaisichuanchengdouzhangda,tashiquanqiuailingyuyanjiudebiaozhixingrenwu,zhangqizhudaozhesitanfudaxuederengongzhinengxuekeyanjiu。erworld labschuangshituanduilihuarenmiankongyuezhanjulesanfenzhiyi,laizibeijingdaxue、qinghuadaxue、xianjiaotongdaxue、wuhanwaiguoyuxuexiaodexiaoyoubibijieshi。

wuduyouou,jinnian5yuerengongzhinenggongsiscale aixuanbuhuode10yimeiyuanrongzi,guzhiwei138yimeiyuan(yueweirenminbi1000yiyuan),amdyitouzifangshenfencanyuqizhong。

ciwai,xinpiangongsiayar labs、damoxingchuangqicohereyijifireworks aidenggongsirongzizhenyinglidounengkandaoamddeshenying。jinnian7yueamdbiaoshi,guoqude12geyueli,yixiangshijijiaaigongsitouzichaoguo1.25yimeiyuan。

ciwai,jinnianamddashoubixiachangshougou,chizi49yimeiyuanshougouzt systems;jiangouzhouzuidadesirenaishiyanshisilo ainaruhuixia。jielianhaoshuangchushou,jihubuyuancuoguomingxingxiangmu,bunankanchuamddeyexin。

zaitieniangzisuzifengzhizhangshiduonianjian,amdzhengtishizhishoucichaoguojingzhengduishouyingteer,gujiashangzhangjin50bei。rujintajiangweilaiyazhuzairengongzhineng,cheng“zheishizhiyeshengyazhongjianguozuizhongyaodejishu”。

“meiyourenxiangzaiaishangluohou,womenjuedingbiandegengjiajiji。”suzifengzaizuijinyicicaifangzhongtiji,“rujinaichuchuanggongsizaijianduanchuangxinfangmianfahuidezuoyongkongqianqiangda,qigengxinsudulingrenjingtan。keyikandao,guoqubaoshoudedaxingqiyebudebugengjiakaifang,douzaijiashenyuchuchuanggongsihezuo。”

suzifengdejinpoganlaizilaoduishouhuangrenxun。yingweidazaiaitouzishangtongyangxiongmeng,jinniancanyuleopenai、world labs、cohere、perplexity aihescale aidengmingxingdujiaoshourongzi。

crunchbaseshujuxianshi,jin2024nian,yingweidacanyulechaoguo10ci1yimeiyuanyishangdeaiqiyerongzi。congqunianchudaojinnian8yueyizhichile70duojiaqiye,touzizongechaoguo109yimeiyuan。ciqianyoubeitouqiyetoulu,yingweidademeiyixiangtouzidouyouhuangrenxunqinzipizhun。

duici,suzifengbuzhiyicitanjixingyejingzheng:“jishudemeilizaiyudazaochusechanpin。eryaozuodaozheiyidian,womenbixukanqingweilai,juedingweilaisandaowunianxingyedefazhanfangxiang,bingxiadaduzhu。womenyijingxialeyixiefeichanghaodeduzhu。”

史上最大竞赛,黄仁勋:不入局必死

muzhisuoji,yichangnizhuiwogandeaijingsaiyiranlakaiweimu。yuyingweida、amdxiangsi,guge、weiruan、yamaxundengjutoumenyezai“paomaquandi”,yitouzijixuzengqiangzaiyejiedehuayuquan。

jiuzaibenzhou,rengongzhinengchuchuanggongsidatabrickszaixinyilunrongzizhongchoujilegaoda100yimeiyuan,guzhidadao620yimeiyuan。openaiyexuanbuzuixinyilunrongzi66yimeiyuan,touhouguzhidadao1570yimeiyuan(chao11000yiyuanrenminbi),touzifangchuxianleyingweida、weiruandengjutouyijizhongliangjitouzijigou。

jiangshijianlazhanglaikan,aixingyegengshidizaolerangrenmudengkoudaidetianliangrongzi。shujuxianshi,jiezhi2024niandisanjidu,aizhanjulequanqiufengxiantouzizongede31%,erliangnianqianjinyou13%。zheiyishujushizhiqiandekejixingyelangchaoxiangxingjianchu——dianfengshiqidejinrongkejizhanjuleyue20%。yinci,cb insightsfenxishijinghu,“aigongsijihuxizoulechuangtouquansuoyoudeyangqi。”

guoneiairongziyeshifenhuobao。yuezhianmian、baichuanzhineng、zhipuaidengmingxingqiyepinfanchuanlaidaerongzixiaoxi,guzhiduanshijianneitupobaiyi。zaiaitouzizuihuoredeshihou,gedajigoudouzaizhengxiankonghouzhengqiangmingxingxiangmuderuchangquan。zaijinniandeqingkenianhuishang,youtouzirenzhiyan,dangqianrenminbijijinzuidaketijiushibunengcuoshiaishidaidechaojidujiaoshou。

aipaomolunyidushenxiaochenshang。“rengongzhinengpaomo,rujinzhengzaijiejinlinjiedian。”sequoia capital(hongshanziben)hehuorendavid cahn(dawei·kaen)fachujinggao。gaoshengcengzaijinnianbaogaozhongtixing,kejijutoujihuaweilaijinianzaiaizibenzhichushanghuafei1wanyimeiyuan,danjihumeiyourenheshizhixingde、kejiandechengguolaizhengmingzheixietourushizhidede。

buguo,duiyuamdheyingweidadengjutoumenlaishuo,dashoubitouxiangaichuangqibujinjinweileyazhulianghaodecaiwuhuibao。shenrulejieqianyanaichuangqijishufazhan,congergaijinxiayidaixinpian,bingtuidonggongsizhengtifazhan,caishihexinjiazhi。

zheiyidian,conghuangrenxundebiaoshuzhongkejianyiban。tajingchangjiangkejixingyemiaohuiweishengsijingsai,ruguoyingweidabuweileyaoyuandeweilaierjinxingzaoqitouzi,neimemiedingzhizaikenengsuijidaolai。

suzifengwuyiyebaozhetongyangdetaidu。qianjiri,tagongkailiaoqile“aipaomo”,zhiyanchiyou“paomolun”derenxiangfaguoyuxiaai,zhikaolvxianzaihuozheweilaibanniandetouzihuibao。

“rengongzhinengzhishaozheyanyuweilaiwunianjishuhuxian,jiangconggenbenshanggaibianrenmendeshenghuo。”tazhichu,meige10nianzuoyou,jishuhuichuxianyigezhongdazhuanzhedian。hulianwang、gerendiannao、shouji、yunjisuanmoburushi,danrengongzhinengbiyishangzheixiedeyingxianglidouyaoda,cikezhengchuyuxinzhouqidechushijieduan。

yiqiecaiganggangkaishi,qianfangdaoluchongmanlewuxiankeneng。zheiyiboshiwuqianlideailangchaozuihouhuiliuxiayigeshenmeyangdeshijie,huoxuhenkuaijiexiao。

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苏姿丰,刚投一位女掌门

yiqiecaiganggangkaishi,qianfangdaoluchongmanlewuxiankeneng。

图片来源:界面图库

wen | touzijiepedaily wanglu 

linjinnianmo,rongziyijiufengkuang。

touzijiehuoxi,jinriliquid aixuanbuwanchengyibi2.5yimeiyuanalunrongzi,lingtoufangzhengshisuzifengsuozhizhangdeamd。zhici,zheijiachenglijinyiniandechuangyegongsi,guzhichaoguo23yimeiyuan(yue160yirenminbi)。

gongsichuangshirendaniela rus,renmenkenengyousuobuzhi,zheishiyulifeifeiqimingdejisuanjidalao。tayinlvxiankaizhanfenbushijiqirenyanjiubingshixiansuanfatupoerwenmingyenei,muqianzhangduoquanqiuzuidadegaoxiaoshiyanshi,beichengweijiqirenzhimu。2023nian,tadailingsanmingdizichuangbanliquid ai。

zheiyeshibenyueyilaiamdzaiaisaidaodedisancichushou,ciqianyiyazhuxinpiangongsiayar labs、aishijuelingyuqiyeluma ai。xixishulixialai,jinnianamdzhijietouzilezhishaojiujiaaiqiye。yongsuzifengdehualaishuo,meiyourenxiangzaiaishangluohou。

机器人之母,她带队创业,成立一年估值百亿

beisuzifengkanshang,liquid ailaitoubuxiao。

zheiyaocongchuangshirenshuoqi:1963nian,daniela ruschushengyuluomaniyadeligongkexuebajiating,fuqinshijisuanjikexuejia,muqinshiwulixuejia。17suineiniantasuifumulaidaomeiguo,xianzaiaihehuadaxuejiudubenke,1987niankaorukangnaierdaxue,gongdujisuanjiboshixuewei。

bishi,tashicongtulingjianghuodezhe、jisuanjitaidoujohn hopcroft。biyehou,ruschengweidatemaosixueyuandejisuanjijiaoshou,yishouchuanglidatemaosijiqirenshiyanshi,yilvxianzhankaifenbushijiqirenyanjiubingshixiansuanfatupoerwenmingyenei。budao40sui,tajiuzhanhuomaikeasetiancaijiang。houlaijieshoumitjisuanjikexueyurengongzhinengshiyanshi(csail),chengweiquanqiuzuidagaoxiaoshiyanshidediyiweinvxingzhangmenren。

zhankailaikan,zairusdedailingxia,csailyouzhexiangdangduodekaichuangxingyanjiu,baokuokechuandaidemangrendaohangxitong、minisurgeonkeshiyongyiyongjiqiren、sofiruantijiqiyu、mokuaihuajiqirenchuan、zidongjiashibiandaosuanfadeng。“tazuodehenduoshiqingyikaishikanqilaixiangmoshu,congweiyourenxiangdaoguodeqiaomiaoxiangfa,zuizhongnengzhaojinxianshi。”zaiyenei,tabeiyuwei“jiqirenzhimu”。

xuejieshuoguoleilei,rushaijijitoushenchuangye,ciqiancengchuanglithemis ai、zidongjiashiventidenggongsi。ercicichuanglideliquid ai,zuizaokezhuisudao2017nian,dangshiruszhuyidaoramin hasani、mathias lechnerdeshenjingwangluoyanjiu,jiangtamenwadaoshiyanshi,bingyishenrujuyuboshishengalexander aminigongtongzuanyan。zhici,liquid aidelianhechuangshituanduijihewanbi。

suoweiyetaishenjingwangluo,lingganlaizishiwuliandicengdexiuliyinganxianchong,shenzhangjin1haomi,shenjingxitongzhiyou302geshenjingyuan,queyounenglizizhujuece、tansuoshijie,qishenjinglianjiemoshihedongtaitexingchengweiyanjiujiqixuexideduixiang。

cihou,siweiyanjiuzhefabiaoduopianzhongliangjilunwen,tichuleyetishenjingwangluo(liquid neural networks,lnn)jiagou,liyongdongtaiquanzhonggengxinjizhihejiyufeixianxingweifenfangchengdelianxushijianjianmo,tupolechuantongtransformerjiagoudejuxianxing。

jianyanzhi,chuantongjiagouxuyaodaliangshujuxunlian,congerxiaozhunqiquanzhongzuiyouzhi。yetaishenjingwangluoyougengqiangdeshiyingxing,nenggenjuguanchadaodeshurugaibianqijibenfangcheng,congerjiakuaixiangyingsudu。

jiyuzheiyiyanjiuchengguo,liquid aiyu2023nian3yuexuanbuchengli,jiugeyuehouwanchengzhongzilun3750wanmeiyuanrongzi,guzhichaoguo3yimeiyuan,beihouyouoss capital、automattic、samsung nextdengtouzijigou,yijigithublianhechuangshirentom preston werner、shopifychuangshirentobias lütkehered hatlianhechuangshirenbob youngdengtianshitouziren。

zuixinxiaoxichuanlai,liquid aixuanbuwancheng2.5yimeiyuanalunrongzi,youxinpianjutouamdlingtou,oss capital、duke capital partnershepagsgroupcantou,guzhiyichaoguo20yimeiyuan。zhici,liquid aijinjinyinianduoshijianjiujueqiweimingxingdujiaoshou。

苏姿丰低调扫货

zheibushisuzifengjinniandediyicichushou。

shishishang,amdyijingzhongcangaitouzi。jubuwanquantongji,jinnianamdzhijietouzilezhishao9jiaaiqiye,qizhongbufachaojidujiaoshouxiangmu。

yinxiangshenkeyimuchuxianzaijinnian9yue。lifeifeishoucichuangyexiangmuworld labsxuanbuhuode2.3yimeiyuanrongzi,youa16z、neaenyitouziheradical ventureslingtou,haiyouamd、yingweida、adobe、databricksheshinrai investmentsdengshenying,guzhiyidadao10yimeiyuan。

lifeifeizaiaijiekeyishuoshiwurenbuxiao。chushengyubeijing,zaisichuanchengdouzhangda,tashiquanqiuailingyuyanjiudebiaozhixingrenwu,zhangqizhudaozhesitanfudaxuederengongzhinengxuekeyanjiu。erworld labschuangshituanduilihuarenmiankongyuezhanjulesanfenzhiyi,laizibeijingdaxue、qinghuadaxue、xianjiaotongdaxue、wuhanwaiguoyuxuexiaodexiaoyoubibijieshi。

wuduyouou,jinnian5yuerengongzhinenggongsiscale aixuanbuhuode10yimeiyuanrongzi,guzhiwei138yimeiyuan(yueweirenminbi1000yiyuan),amdyitouzifangshenfencanyuqizhong。

ciwai,xinpiangongsiayar labs、damoxingchuangqicohereyijifireworks aidenggongsirongzizhenyinglidounengkandaoamddeshenying。jinnian7yueamdbiaoshi,guoqude12geyueli,yixiangshijijiaaigongsitouzichaoguo1.25yimeiyuan。

ciwai,jinnianamddashoubixiachangshougou,chizi49yimeiyuanshougouzt systems;jiangouzhouzuidadesirenaishiyanshisilo ainaruhuixia。jielianhaoshuangchushou,jihubuyuancuoguomingxingxiangmu,bunankanchuamddeyexin。

zaitieniangzisuzifengzhizhangshiduonianjian,amdzhengtishizhishoucichaoguojingzhengduishouyingteer,gujiashangzhangjin50bei。rujintajiangweilaiyazhuzairengongzhineng,cheng“zheishizhiyeshengyazhongjianguozuizhongyaodejishu”。

“meiyourenxiangzaiaishangluohou,womenjuedingbiandegengjiajiji。”suzifengzaizuijinyicicaifangzhongtiji,“rujinaichuchuanggongsizaijianduanchuangxinfangmianfahuidezuoyongkongqianqiangda,qigengxinsudulingrenjingtan。keyikandao,guoqubaoshoudedaxingqiyebudebugengjiakaifang,douzaijiashenyuchuchuanggongsihezuo。”

suzifengdejinpoganlaizilaoduishouhuangrenxun。yingweidazaiaitouzishangtongyangxiongmeng,jinniancanyuleopenai、world labs、cohere、perplexity aihescale aidengmingxingdujiaoshourongzi。

crunchbaseshujuxianshi,jin2024nian,yingweidacanyulechaoguo10ci1yimeiyuanyishangdeaiqiyerongzi。congqunianchudaojinnian8yueyizhichile70duojiaqiye,touzizongechaoguo109yimeiyuan。ciqianyoubeitouqiyetoulu,yingweidademeiyixiangtouzidouyouhuangrenxunqinzipizhun。

duici,suzifengbuzhiyicitanjixingyejingzheng:“jishudemeilizaiyudazaochusechanpin。eryaozuodaozheiyidian,womenbixukanqingweilai,juedingweilaisandaowunianxingyedefazhanfangxiang,bingxiadaduzhu。womenyijingxialeyixiefeichanghaodeduzhu。”

史上最大竞赛,黄仁勋:不入局必死

muzhisuoji,yichangnizhuiwogandeaijingsaiyiranlakaiweimu。yuyingweida、amdxiangsi,guge、weiruan、yamaxundengjutoumenyezai“paomaquandi”,yitouzijixuzengqiangzaiyejiedehuayuquan。

jiuzaibenzhou,rengongzhinengchuchuanggongsidatabrickszaixinyilunrongzizhongchoujilegaoda100yimeiyuan,guzhidadao620yimeiyuan。openaiyexuanbuzuixinyilunrongzi66yimeiyuan,touhouguzhidadao1570yimeiyuan(chao11000yiyuanrenminbi),touzifangchuxianleyingweida、weiruandengjutouyijizhongliangjitouzijigou。

jiangshijianlazhanglaikan,aixingyegengshidizaolerangrenmudengkoudaidetianliangrongzi。shujuxianshi,jiezhi2024niandisanjidu,aizhanjulequanqiufengxiantouzizongede31%,erliangnianqianjinyou13%。zheiyishujushizhiqiandekejixingyelangchaoxiangxingjianchu——dianfengshiqidejinrongkejizhanjuleyue20%。yinci,cb insightsfenxishijinghu,“aigongsijihuxizoulechuangtouquansuoyoudeyangqi。”

guoneiairongziyeshifenhuobao。yuezhianmian、baichuanzhineng、zhipuaidengmingxingqiyepinfanchuanlaidaerongzixiaoxi,guzhiduanshijianneitupobaiyi。zaiaitouzizuihuoredeshihou,gedajigoudouzaizhengxiankonghouzhengqiangmingxingxiangmuderuchangquan。zaijinniandeqingkenianhuishang,youtouzirenzhiyan,dangqianrenminbijijinzuidaketijiushibunengcuoshiaishidaidechaojidujiaoshou。

aipaomolunyidushenxiaochenshang。“rengongzhinengpaomo,rujinzhengzaijiejinlinjiedian。”sequoia capital(hongshanziben)hehuorendavid cahn(dawei·kaen)fachujinggao。gaoshengcengzaijinnianbaogaozhongtixing,kejijutoujihuaweilaijinianzaiaizibenzhichushanghuafei1wanyimeiyuan,danjihumeiyourenheshizhixingde、kejiandechengguolaizhengmingzheixietourushizhidede。

buguo,duiyuamdheyingweidadengjutoumenlaishuo,dashoubitouxiangaichuangqibujinjinweileyazhulianghaodecaiwuhuibao。shenrulejieqianyanaichuangqijishufazhan,congergaijinxiayidaixinpian,bingtuidonggongsizhengtifazhan,caishihexinjiazhi。

zheiyidian,conghuangrenxundebiaoshuzhongkejianyiban。tajingchangjiangkejixingyemiaohuiweishengsijingsai,ruguoyingweidabuweileyaoyuandeweilaierjinxingzaoqitouzi,neimemiedingzhizaikenengsuijidaolai。

suzifengwuyiyebaozhetongyangdetaidu。qianjiri,tagongkailiaoqile“aipaomo”,zhiyanchiyou“paomolun”derenxiangfaguoyuxiaai,zhikaolvxianzaihuozheweilaibanniandetouzihuibao。

“rengongzhinengzhishaozheyanyuweilaiwunianjishuhuxian,jiangconggenbenshanggaibianrenmendeshenghuo。”tazhichu,meige10nianzuoyou,jishuhuichuxianyigezhongdazhuanzhedian。hulianwang、gerendiannao、shouji、yunjisuanmoburushi,danrengongzhinengbiyishangzheixiedeyingxianglidouyaoda,cikezhengchuyuxinzhouqidechushijieduan。

yiqiecaiganggangkaishi,qianfangdaoluchongmanlewuxiankeneng。zheiyiboshiwuqianlideailangchaozuihouhuiliuxiayigeshenmeyangdeshijie,huoxuhenkuaijiexiao。

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