{"id":3306,"date":"2026-06-18T16:48:32","date_gmt":"2026-06-18T16:48:32","guid":{"rendered":"https:\/\/bolteuropa.com\/?p=3201"},"modified":"2026-06-18T17:03:22","modified_gmt":"2026-06-18T17:03:22","slug":"nikolas-kristakis-konference-par-sabiedribu-centretu-ai","status":"publish","type":"post","link":"https:\/\/bolteuropa.com\/lv\/2026\/06\/nikolas-kristakis-konference-par-sabiedribu-centretu-ai\/","title":{"rendered":"Nikolas Kristakis &#8211; Konference par sabiedr\u012bbu centr\u0113tu AI"},"content":{"rendered":"\n<figure class=\"wp-block-embedpress-embedpress aligncenter\" data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\" data-embed-type=\"Youtube\"><div class=\"gutenberg-block-wraper  \"><div class=\"position-right-wraper ep-embed-content-wraper   \" style=\"position:relative;display:inline-block\"><div class=\"ose-youtube ose-uid-76a3e2a920e4ecdd804e333bc88b9fe2 ose-embedpress-responsive\" style=\"width:600px; height:340px; max-height:340px; max-width:100%; display:inline-block;\" data-embed-type=\"Youtube\"><iframe title=\"WI3EGnXAerk\" allowfullscreen width=\"600\" height=\"340\" src=\"https:\/\/www.youtube.com\/embed\/WI3EGnXAerk?feature=oembed&color=red&rel=1&controls=2&start=true&end=true&fs=1&iv_load_policy=1&mute=1&playsinline=1&autoplay=0&modestbranding=0&cc_load_policy=0\" frameborder=\"0\" allow=\"accelerometer; encrypted-media;accelerometer;autoplay;clipboard-write;gyroscope;picture-in-picture clipboard-write; encrypted-media; gyroscope; picture-in-picture\" referrerpolicy =origin loading=\"lazy\" style=\"width:600px;height:340px;max-width:100%;\"><\/iframe><\/div><\/div><\/div><style>\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-embedpress-responsive{\n                        width: 600px!important;\n                        height: 340px!important;\n                        max-height: 340px!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] iframe{\n                        width: 600px!important;\n                        height: 340px!important;\n                        max-height: 340px!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .embedpress-yt-subscribe iframe{\n                        height: 100%!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-youtube > iframe{\n                        height: 340px!important;\n                        width: 600px!important;\n                        max-width: 100%!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-youtube{\n                        height: 340px!important;\n                        width: 600px!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-giphy img{\n                        height: 340px!important;\n                        width: 600px!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-google-docs img{\n                        height: 340px!important;\n                        width: 600px!important;\n                    }\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .ose-embedpress-responsive.ose-google-photos{\n                        height: 100% !important;\n                        max-height: 100% !important;\n                    }\n\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .embera-embed-responsive-provider-gettyimages,\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .embera-embed-responsive-provider-gettyimages iframe,\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] .getty{\n                        width: 600px!important;\n                        height: 340px!important;\n                        max-height: 340px!important;\n                        max-width: 100%!important;\n                    }\n                    <\/style><style>\n                    [data-source-id=\"source-162ce1b5-2361-4fa9-a310-7ebcf0b84df1\"] img.watermark{\n                        display: none;\n                    }\n                    \n                    <\/style><\/figure>\n\n<p class=\"wp-block-paragraph\">Nikolaus Christakis: [00:00:05] Labi, cilv\u0113ki ir iek\u013cauti soci\u0101lajos t\u012bklos, un \u0161ie t\u012bkli pak\u013caujas \u013coti specifiskiem matem\u0101tiskiem, biolo\u0123iskiem un soci\u0101liem principiem. Un arvien vair\u0101k m\u0113s pievienojam m\u0101ksl\u012bgo intelektu tie\u0161saistes a\u0123entu un fizisko robotu form\u0101, kas mijiedarbojas ar mums, it k\u0101 tie b\u016btu soci\u0101las b\u016btnes. Un \u0161ie a\u0123enti, kurus m\u0113s pievienosim saviem sist\u0113m\u0101m, sv\u0101rst\u0101s no bezvad\u012bt\u0101ju automa\u0161\u012bn\u0101m uz ce\u013ciem l\u012bdz nor\u0113\u0137inu ma\u0161\u012bn\u0101m veikalos, l\u012bdz humano\u012bdiem robotiem m\u0101j\u0101s vai fabrik\u0101s vai kaujas laukos vai ugunsdz\u0113\u0161anas situ\u0101cij\u0101s, l\u012bdz bez\u0137erme\u0146a autonomiem a\u0123entiem, piem\u0113ram, tie\u0161saistes robotiem un digit\u0101lajiem AI pal\u012bgiem m\u016bsu telefonos, m\u016bsu brill\u0113s vai m\u016bsu darba viet\u0101s. Un \u0161\u012bs tehnolo\u0123ijas mijiedarbojas ar mums uz l\u012bdzv\u0113rt\u012bgas platformas, it k\u0101 t\u0101s b\u016btu cilv\u0113ki. Un t\u0101s rad\u012bs hibr\u012bdveida sist\u0113mas, kur\u0101s cilv\u0113ki un ma\u0161\u012bnas sadarbojas. Un \u0161\u012bs sist\u0113mas pied\u0101v\u0101 iesp\u0113jas jauna veida soci\u0101lajam m\u0101ksl\u012bgajam intelektam.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad \u013caujiet man jums sniegt vienk\u0101r\u0161u piem\u0113ru par to. Kad j\u016bs ieg\u016bstat, piem\u0113ram, digit\u0101lo asistentu k\u0101 Alexa, \u0161\u012b ier\u012bce ra\u017eot\u0101js \u013coti uztraucas par cilv\u0113ka-ma\u0161\u012bnas mijiedarb\u012bbu. Un \u0161\u012b cilv\u0113ka-ma\u0161\u012bnas mijiedarb\u012bba ir optimiz\u0113ta. Piem\u0113ram, j\u016bs nekad nepirktu Alexa, ja katru reizi, kad jums kaut kas no t\u0101 j\u0101l\u016bdz, jums b\u016btu j\u0101saka, atvainojiet, Alexa, es \u013coti atvainojos, ka j\u016bs p\u0101rtraucu. Ja j\u016bs neiebilstat, vai varat, l\u016bdzu, man pateikt v\u0101rdu? [00:01:35] laika prognoze r\u012bt, vai ne? Tas tiktu uzskat\u012bts par absurdas piekl\u0101j\u012bbas l\u012bmeni. J\u016bs sagaid\u0101t, ka varat teikt, Alexa, laiks, un tad ma\u0161\u012bna paklaus\u012bgi atbild. Un tas ir labi, l\u012bdz j\u016bs \u0161o ma\u0161\u012bnu ievietojat sav\u0101s m\u0101j\u0101s un j\u016bsu b\u0113rni run\u0101 ar \u0161o ma\u0161\u012bnu un iem\u0101c\u0101s b\u016bt nepiekl\u0101j\u012bgi. Un tad vi\u0146i dodas uz rota\u013cu laukumu un ir nepiekl\u0101j\u012bgi pret citiem b\u0113rniem. T\u0101d\u0113j\u0101di \u0161\u012b ma\u0161\u012bna, kas ir pievienota m\u016bsu apk\u0101rtnei, nav tikai par cilv\u0113ka-ma\u0161\u012bnas mijiedarb\u012bbu, t\u0101 ir par cilv\u0113ka-cilv\u0113ka mijiedarb\u012bbu ma\u0161\u012bnu kl\u0101tb\u016btn\u0113. Un t\u0101p\u0113c mani interes\u0113 nevis tas, bet cilv\u0113ka-cilv\u0113ka mijiedarb\u012bbas ma\u0161\u012bnu kl\u0101tb\u016btn\u0113. M\u0113s varam izmantot izpratni par soci\u0101laj\u0101m t\u012bklu strukt\u016br\u0101m un funkcij\u0101m, lai nov\u0113rt\u0113tu soci\u0101l\u0101s m\u0101ksl\u012bg\u0101 intelekta izmanto\u0161anu un b\u016bt\u012bbu cilv\u0113ku grup\u0101s, \u0146emot v\u0113r\u0101 t\u0101dus faktorus k\u0101 uztic\u012bba un sadarb\u012bba, kas ir nepiecie\u0161ami, lai cilv\u0113ku grupas str\u0101d\u0101tu kop\u0101, un kas ietekm\u0113 \u0161o kolekt\u012bvu uzved\u012bbu.<\/p>\n\n<p class=\"wp-block-paragraph\">\u013baujiet man uzsv\u0113rt da\u017eus darbus, ko m\u0113s veicam, izmantojot vair\u0101kus pieejas t\u012bklu eksperimentos, kas saist\u012bti ar m\u0101ksl\u012bgo intelektu. \u0160ie eksperimenti izv\u0113rt\u0113, k\u0101 AI var\u0113tu ietekm\u0113t cilv\u0113ku soci\u0101lo interakciju strukt\u016bru un funkciju. [00:02:45] Tagad ir kolekt\u012bv\u0101s r\u012bc\u012bbas probl\u0113mu klase, kas ir paz\u012bstama k\u0101 koordin\u0101cijas probl\u0113mas. Tas ir, \u0161\u012bs ir probl\u0113mas, kur\u0101s mums j\u0101str\u0101d\u0101 kop\u0101, ja v\u0113lamies rad\u012bt kaut ko noder\u012bgu. Da\u017ereiz \u0161\u012bs probl\u0113mas risin\u0101m, izveidojot centraliz\u0113tas instit\u016bcijas, piem\u0113ram, policiju vai tiesas vai vald\u012bbas. Bet bie\u017ei vien m\u0113s sp\u0113jam atrisin\u0101t kolekt\u012bv\u0101s r\u012bc\u012bbas probl\u0113mas, kas prasa mums saska\u0146ot vai sadarboties ar lielu skaitu cilv\u0113ku decentraliz\u0113t\u0101 veid\u0101. M\u0113s paties\u012bb\u0101 esam att\u012bst\u012bju\u0161i \u0161o sp\u0113ju. Un viens konkr\u0113ts kolekt\u012bv\u0101s r\u012bc\u012bbas probl\u0113mas veids, ar kuru es v\u0113l\u0113tos s\u0101kt \u0161odien, ir koordinator\u0101.<\/p>\n\n<p class=\"wp-block-paragraph\">Piem\u0113ram, lai izvair\u012btos no \u0161\u012bs sastr\u0113guma, cilv\u0113kiem j\u0101koordin\u0113 savas darb\u012bbas, darot ko at\u0161\u0137ir\u012bgu no saviem kaimi\u0146iem. Ja visi izn\u0101k no sav\u0101m m\u0101j\u0101m taj\u0101 pa\u0161\u0101 laik\u0101, visi non\u0101k sastr\u0113gum\u0101. Bet, ja vi\u0146i nedaudz maina savas izsnieg\u0161anas laiku un izn\u0101k noteiktos interv\u0101los, tad neviens nenon\u0101k sastr\u0113gum\u0101. Tagad, protams, var\u0113tu b\u016bt k\u0101da veida centr\u0101l\u0101 autorit\u0101te, kas \u0161o koordin\u0113jusi. J\u016bs pametat pirmie, tad j\u016bs, un tad j\u016bs. [00:03:45] Bet ide\u0101li, ko j\u016bs v\u0113l\u0113tos, ir k\u0101ds decentraliz\u0113ts, no aug\u0161as uz leju nesist\u0113misks veids, k\u0101 cilv\u0113ki var\u0113tu koordin\u0113ties, lai atrisin\u0101tu \u0161o probl\u0113mu.<\/p>\n\n<p class=\"wp-block-paragraph\">Tad bija m\u016bsu pirmais eksperiments, kas tika public\u0113ts 2017. gad\u0101 par \u0161\u0101diem hibr\u012bdiem sist\u0113m\u0101m, kas p\u0113ta, k\u0101 m\u0101ksl\u012bgais intelekts var\u0113tu pal\u012bdz\u0113t ar \u0161\u0101du izaicin\u0101jumu. M\u0113s izp\u0113t\u012bj\u0101m cilv\u0113ku grupu sniegumu, kas bija iesaist\u012btas koordin\u0101cijas uzdevum\u0101. M\u016bsu paradigma bija aizborrow\u0113t no datorzin\u0101tnes kaut ko, ko sauc par grafu kr\u0101so\u0161anas probl\u0113mu. Tas ir klasisk\u0101 probl\u0113ma datorzin\u0101tn\u0113. Bet, ko m\u0113s izdar\u012bj\u0101m, ir tas, ka m\u0113s to \u0146\u0113m\u0101m un ievietoj\u0101m cilv\u0113kus \u0161aj\u0101 situ\u0101cij\u0101. M\u0113s \u0146\u0113m\u0101m 4,000 cilv\u0113ku un ievietoj\u0101m vi\u0146us 230 tie\u0161saistes grup\u0101s. \u0160ie cilv\u0113ki tika iek\u013cauti \u0161aj\u0101s grup\u0101s. Vi\u0146i tika nejau\u0161i pie\u0161\u0137irti vietai m\u0101ksl\u012bgaj\u0101 t\u012bkl\u0101, ko m\u0113s izveidoj\u0101m, kura strukt\u016bra aptuveni atg\u0101din\u0101ja re\u0101lus cilv\u0113ku t\u012bklus. Vi\u0146i tika ievietoti \u0161aj\u0101s viet\u0101s un tika inform\u0113ti, ka vi\u0146iem ir pie\u0161\u0137irta viena no trim kr\u0101s\u0101m, [00:04:46] purpursarkana, oran\u017ea, purpursarkana, oran\u017ea un roz\u0101. Vi\u0146iem tika teikts, ka vi\u0146iem j\u0101izv\u0113las kr\u0101sa, kas at\u0161\u0137iras no vi\u0146u kaimi\u0146iem.<\/p>\n\n<p class=\"wp-block-paragraph\">Un vi\u0146iem tika doti pieci min\u016btes, lai to izdar\u012btu. T\u0101tad \u0161ie cilv\u0113ki skat\u012bsies apk\u0101rt uz saviem kaimi\u0146iem. Katrs cilv\u0113ks paskat\u012bsies apk\u0101rt un teiks, piem\u0113ram, \u0161is \u0161eit ir roz\u0101. Vi\u0146\u0161 redz, ka vi\u0146am ir roz\u0101 kaimi\u0146\u0161 un oran\u017es kaimi\u0146\u0161. Ko vi\u0146am vajadz\u0113tu dar\u012bt, ir p\u0101riet uz purpura kr\u0101su. Un sarkan\u0101s l\u012bnijas \u0161eit nor\u0101da uz kr\u0101su konfliktiem. Citiem v\u0101rdiem sakot, ja divu blakus eso\u0161o mezglu kr\u0101sas ir vien\u0101das, vi\u0146i sa\u0146em sarkanu l\u012bniju. Un fona purpura l\u012bnijas nor\u0101da uz soci\u0101l\u0101s mijiedarb\u012bbas strukt\u016bru. T\u0101tad j\u016bs ievietojat cilv\u0113kus \u0161eit. Vi\u0146i katru sekundi vai pusotru skat\u0101s apk\u0101rt uz saviem kaimi\u0146iem. Vi\u0146i veic p\u0101rsl\u0113g\u0161anu, saska\u0146ojoties ar m\u0113r\u0137i, ka visiem j\u0101izv\u0113las kr\u0101sa, kas ir at\u0161\u0137ir\u012bga no vi\u0146u kaimi\u0146iem n\u0101kamo piecu min\u016b\u0161u laik\u0101. Un, ja vi\u0146i to izdar\u012bs, tad tikai tad vi\u0146i tiks apmaks\u0101ti. Es samaks\u0101\u0161u jums par sadarb\u012bbu. Un, ja j\u016bs visi str\u0101d\u0101jat kop\u0101 decentraliz\u0113t\u0101 veid\u0101, lai atrisin\u0101tu probl\u0113mu, j\u016bs visi sa\u0146emat samaksu. Pret\u0113j\u0101 gad\u012bjum\u0101 j\u016bs neko nesa\u0146emat, labi? T\u0101tad \u0161eit ir tas, kas notiek \u0161aj\u0101 eksperiment\u0101. \u0160eit x-ass ir laiks sekund\u0113s l\u012bdz piecu min\u016b\u0161u atz\u012bmei. [00:05:47] Sp\u0113le ilgst piecas min\u016btes, lej\u0101 \u0161eit kaut kur. Un \u0161eit y-ass ir m\u0113r\u0137a funkcija vai kr\u0101su konfliktu skaits. Un t\u0101p\u0113c \u0161eit s\u0101kum\u0101 ir 12 kr\u0101su konflikti. Vi\u0146iem nejau\u0161i pie\u0161\u0137ir s\u0101kotn\u0113j\u0101s kr\u0101sas. Un tas ir par\u0101d\u012bts \u0161aj\u0101 mazaj\u0101 histogramm\u0101 tur. Un t\u0101p\u0113c cilv\u0113ki s\u0101k skat\u012bties apk\u0101rt un p\u0101rsl\u0113gt savas kr\u0101sas. J\u016bs zin\u0101t, vi\u0146i p\u0101rsl\u0113dz un vi\u0146i p\u0101rsl\u0113dz. Un vi\u0146i non\u0101k \u0161aj\u0101 punkt\u0101, kur vi\u0146i tagad ir sasniegu\u0161i situ\u0101ciju, kur\u0101 ir kr\u0101su konflikts starp \u0161iem diviem cilv\u0113kiem. Un \u0161is konflikts tom\u0113r ir tas, ko m\u0113s saucam par neiz\u0161\u0137iramu konfliktu. T\u0101tad gai\u0161i oran\u017e\u0101s l\u012bnijas ir iz\u0161\u0137irami konflikti. Tas ir \u0161is puisis \u0161eit. Vi\u0146\u0161 var veikt p\u0101reju uz purpura, kas atrisina konfliktu. Bet \u0161ie pu\u0161i \u0161eit, kas ir oran\u017e\u0101 kr\u0101s\u0101, nevar veikt nevienu p\u0101reju, kas samazin\u0101tu kr\u0101su konfliktu skaitu vi\u0146u apk\u0101rtn\u0113, vai ne? \u0160is puisis nevar p\u0101riet uz purpura, jo, ja vi\u0146\u0161 p\u0101ries uz purpura, vi\u0146am b\u016bs vair\u0101k konfliktu. Vi\u0146am ir, piem\u0113ram, \u010detri purpura kaimi\u0146i. Un vi\u0146\u0161 nevar p\u0101riet uz roz\u0101, jo vi\u0146am ir divi roz\u0101 kaimi\u0146i. T\u0101tad vi\u0146\u0161 paskat\u0101s un saka, ka vismaz\u0101kais konflikts, k\u0101ds man ir, ir vienk\u0101r\u0161i palikt oran\u017eam. T\u0101tad \u0161\u012b grupa ir iestr\u0113gusi, vai ne? [00:06:49] Vi\u0146iem ir neiz\u0161\u0137irams konflikts un nekas nevar notikt. Nav progress kolekt\u012bv\u0101s r\u012bc\u012bbas probl\u0113mas risin\u0101\u0161an\u0101, l\u012bdz viens no \u0161iem diviem cilv\u0113kiem veic pretintu\u012bciju p\u0101reju, p\u0101rejot uz purpura vai roz\u0101, un uz \u012bsu br\u012bdi palielina konfliktus. Un tie\u0161i tas notiek. Un tad laiks paiet, un cilv\u0113ki 245 sekund\u0113s atrisina probl\u0113mu. Ma\u0161\u012bna atkl\u0101j risin\u0101jumu, p\u0101rtrauc sp\u0113li un samaks\u0101 vi\u0146iem, labi?<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad, t\u0101p\u0113c ka m\u0113s bij\u0101m vilt\u012bgi, ko m\u0113s izdar\u012bj\u0101m, ir, ka m\u0113s veic\u0101m da\u017eus eksperimentus, kur m\u0113s slepeni nomain\u012bj\u0101m da\u017eus cilv\u0113kus ar robotiem. Un m\u0113s nov\u0113rt\u0113j\u0101m, k\u0101 m\u0101ksl\u012bg\u0101 intelekta apg\u0101d\u0101tu robotu pievieno\u0161ana, lai izveidotu hibr\u012bdsist\u0113mu, ietekm\u0113ja grupas sniegumu. Vai ir iesp\u0113jams pievienot da\u017eus robotus cilv\u0113ku grup\u0101m un uzlabot vi\u0146u sp\u0113ju koordin\u0113ties, saskaroties ar \u0161\u0101du izaicin\u0101jumu? Un ko m\u0113s izdar\u012bj\u0101m, ir, ka m\u0113s pievienoj\u0101m tr\u012bs robotus, un eksperiment\u0101li main\u012bj\u0101m divus asis. Kur robotus novietoja, kur vi\u0146i nejau\u0161i non\u0101ca t\u012bkl\u0101, kur vi\u0146i tika novietoti [00:07:51] t\u012bkla centr\u0101, vai kur vi\u0146i tika novietoti t\u012bkla perif\u0113rij\u0101. Un m\u0113s nejau\u0161i manipul\u0113j\u0101m vi\u0146u m\u0101ksl\u012bg\u0101 intelekta kapacit\u0101ti \u0161eit \u013coti vienk\u0101r\u0161\u0101 veid\u0101. Proti, m\u0113s manipul\u0113j\u0101m ar to, vai roboti r\u012bkoj\u0101s perfekti vai r\u012bkoj\u0101s ar nelielu troksni.<\/p>\n\n<p class=\"wp-block-paragraph\">Perfekcijas situ\u0101cij\u0101, ik p\u0113c pusotras sekundes, roboti p\u0113ta savus kaimi\u0146us, un p\u0113c tam vi\u0146i izv\u0113las kr\u0101su, kura rada vismaz\u0101k konfliktu ar vi\u0146u kaimi\u0146iem. Ko j\u016bs var\u0113tu uzskat\u012bt par neracion\u0101lu uzved\u012bbu. 10% troks\u0146a situ\u0101cij\u0101 vi\u0146i to dar\u012bja, bet 10% laika vi\u0146i izv\u0113l\u0113j\u0101s nejau\u0161u kr\u0101su. Un 30% troks\u0146a situ\u0101cij\u0101 vi\u0146i to dar\u012bja, bet 30% laika vi\u0146i izv\u0113l\u0113j\u0101s nejau\u0161u kr\u0101su. T\u0101tad m\u0113s padar\u012bj\u0101m robotus, sakot, arvien vair\u0101k pak\u013cautus k\u013c\u016bd\u0101m, arvien trok\u0161\u0146ain\u0101kus.<\/p>\n\n<p class=\"wp-block-paragraph\">Un tad m\u0113s paskat\u012bj\u0101mies, mums bija, dom\u0101ju, kaut kas k\u0101, s\u0101ksim ar kontroles grupu. M\u0113s \u0161eit att\u0113loj\u0101m uz x-ass ir laiks, un t\u0101s ir izdz\u012bvo\u0161anas l\u012bknes. Uz y-ass ir varb\u016bt\u012bba, ka grupa kopum\u0101 nav atrisin\u0101jusi koordin\u0101cijas sp\u0113li. T\u0101tad \u0161eit, ja j\u016bs paskat\u0101ties \u0161eit, piem\u0113ram, s\u0101kum\u0101, pie nulles laika, [00:08:51] 100% no tikai cilv\u0113ku grup\u0101m, sesij\u0101m ar tikai cilv\u0113kiem, ir oran\u017e\u0101 kr\u0101s\u0101. S\u0101kum\u0101 100% cilv\u0113ku tikai grupas nav atrisin\u0101ju\u0161as sp\u0113li. Un tad, laika gait\u0101, arvien vair\u0101k cilv\u0113ku grupas atrisina sp\u0113li, t\u0101p\u0113c l\u012bdz piecu min\u016b\u0161u beig\u0101m varb\u016bt 60% no cilv\u0113ku tikai grup\u0101m ir atrisin\u0101ju\u0161as sp\u0113li.<\/p>\n\n<p class=\"wp-block-paragraph\">Nu, ko notiek, ir tas, ka, ja tu 10% trok\u0161\u0146ainos robotus novieto centr\u0101laj\u0101 poz\u012bcij\u0101 t\u012bkl\u0101, tu ieg\u016bsti paman\u0101mi uzlabotu veiktsp\u0113ju. \u0160eit b\u016btiski liel\u0101kas cilv\u0113ku grupas, kad vid\u016b tika pievienoti roboti ar nelielu trok\u0161\u0146a l\u012bmeni, var\u0113ja atrisin\u0101t probl\u0113mu. Faktiski, vi\u0146i samazin\u0101ja medi\u0101no risin\u0101\u0161anas laiku no 232 sekund\u0113m l\u012bdz 103 sekund\u0113m. Un \u0161ajos datos ir ar\u012b citi atkl\u0101jumi. Ide\u0101li roboti un p\u0101r\u0101k trok\u0161\u0146aini roboti abos gad\u012bjumos nebija noder\u012bgi. Tev bija nepiecie\u0161ama noteik\u0161ana. Bija tie\u0161i tie 10% trok\u0161\u0146aino robotu, kas bija visnoder\u012bg\u0101kie, un ar\u012b robotu poz\u012bcija ietekm\u0113ja rezult\u0101tu. Bet b\u016btiski \u0161ajos eksperimentos m\u0113s ar\u012b atkl\u0101j\u0101m, ka cilv\u0113ki, kuri nebija saist\u012bti ar robotiem, [00:09:52], kuri bija t\u0101l\u0101k t\u012bkl\u0101. T\u0101tad grafikos bija da\u017ei cilv\u0113ki, kuri bija savienoti ar robotiem un citi, kuri nebija. M\u0113s atkl\u0101j\u0101m, ka pat tie cilv\u0113ki s\u0101ka main\u012bt veidu, k\u0101 vi\u0146i sp\u0113l\u0113ja. T\u0101tad bija vi\u013c\u0146u efekts, kask\u0101des efekts. Labumi no t\u0101, k\u0101 robots mijiedarboj\u0101s ar cilv\u0113kiem, izplat\u012bj\u0101s t\u012bkl\u0101 un tad s\u0101ka ietekm\u0113t cilv\u0113ku-mijiedarb\u012bbu, kas bija arvien t\u0101l\u0101k t\u012bkl\u0101. Citiem v\u0101rdiem sakot, roboti pal\u012bdz\u0113ja cilv\u0113kiem pal\u012bdz\u0113t pa\u0161iem, un trok\u0161\u0146a labumi izplat\u012bj\u0101s \u0161aj\u0101 soci\u0101laj\u0101 sist\u0113m\u0101.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad \u013caujiet man v\u0113l\u0101k preciz\u0113t idejas par \u0161o kolekt\u012bvo izaicin\u0101jumu un to, k\u0101 \u0161ie vienk\u0101r\u0161ie m\u0101ksl\u012bgie a\u0123enti var\u0113tu pal\u012bdz\u0113t ar citu analo\u0123iju. Iedom\u0101jieties, ka jums ir lidma\u0161\u012bna. Tas ir l\u012bdz\u012bgi k\u0101 gradienta nolai\u0161an\u0101s ma\u0161\u012bnm\u0101c\u012bb\u0101, piem\u0113ram. Jums ir plakne, un jums ir kalni un viens augsts kalns. Un jums ir da\u017e\u0101di kalni, labi, ar da\u017e\u0101d\u0101m augstuma pak\u0101p\u0113m. Un \u0161eit aug\u0161\u0101 ir augst\u0101kais kalns. T\u0101tad es lai\u017eos, es pa\u0146em\u0161u \u010detrus no jums un nolik\u0161u j\u016bs kaut kur \u0161eit, un es j\u016bs roku saist\u012b\u0161u kop\u0101, katra skata at\u0161\u0137ir\u012bg\u0101 virzien\u0101, [00:10:54] un es j\u016bs aklina\u0161u. Un es jums saku, atrodiet augst\u0101ko kalnu. T\u0101tad j\u016bs run\u0101jat sav\u0101 starp\u0101 un sak\u0101t, nu, k\u0101p\u0113c m\u0113s nepa\u0146emam katrs soli sav\u0101 virzien\u0101 un nezi\u0146ojam grupai? T\u0101tad j\u016bs veicat soli uz zieme\u013ciem un sak\u0101t, ka \u0161eit ir kalnaina vieta. Un dienvidi saka, ka \u0161eit ir lejtece. Un austrumi un rietumi saka, ka \u0161eit virziens ir horizont\u0101ls. T\u0101tad j\u016bs visi piekr\u012btat, ka pa\u0146emsiet soli uz zieme\u013ciem. Un j\u016bs to dar\u0101t atk\u0101rtoti, l\u012bdz j\u016bs sasniedzat punktu, kad visi sak\u0101t, ka \u0161eit ir lejtece.<\/p>\n\n<p class=\"wp-block-paragraph\">Vai esat atradu\u0161i augst\u0101ko kalnu? N\u0113. (...) Ko j\u016bs esat izdar\u012bju\u0161i? J\u016bs esat atradu\u0161i tuv\u0101ko kalnu.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad j\u016bs nekad neatrad\u012bsiet augst\u0101ko kalnu? N\u0113. J\u016bs nekad neatrad\u012bsiet augst\u0101ko kalnu. J\u016bs esat iespr\u016bdis. J\u016bs esat lok\u0101li optimiz\u0113ts, bet glob\u0101li neoptimiz\u0113ts. Un, lai glob\u0101li optimiz\u0113tu, jums ir nepiecie\u0161ama nedaudz troksnis. Jums ir j\u0101\u013cauj \u0161ai cilv\u0113ku grupai reiz\u0113m netipiski nobraukt no kalna vai no pakalna. T\u0101tad vi\u0146i reiz\u0113m izv\u0113las nejau\u0161i so\u013cu sec\u012bbu, l\u012bdz atgrie\u017eas plakn\u0113. Un p\u0113c tam vi\u0146i orient\u0113jas visapk\u0101rt \u0161aj\u0101 fitnesa ainav\u0101, izp\u0113tot visus \u0161os kalnus, l\u012bdz non\u0101k \u0161aj\u0101 virsotn\u0113. [00:11:56] Un \u0161\u012b augst\u0101 virsotne, kas ir glob\u0101lais optimums, parasti ir sa\u0146em\u0161anas st\u0101voklis, jo ir nepiecie\u0161ams daudz vair\u0101k troks\u0146a, lai nok\u013c\u016btu no \u0161\u012bs virsotnes nek\u0101 no cit\u0101m virsotn\u0113m. Un tagad j\u016bs sv\u0101rstaties ap glob\u0101lo optimumu. T\u0101tad m\u016bsu darb\u0101 m\u0113s esam izp\u0113t\u012bju\u0161i \u0161\u0101da veida vienk\u0101r\u0161u programm\u0113\u0161anu, kas iek\u013cauta soci\u0101lajos sistemas, lai noskaidrotu, vai m\u0113s varam uzlabot cilv\u0113ku sniegumu, risinot da\u017e\u0101das kolekt\u012bv\u0101s r\u012bc\u012bbas probl\u0113mas.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad v\u0113l viena kolekt\u012bv\u0101 r\u012bc\u012bbas probl\u0113ma ietver citu izaicin\u0101jumu, kas ir sadarb\u012bba, nevis koordin\u0101cija. Cilv\u0113kiem bie\u017ei vien ir j\u0101nodarbojas ar sadarb\u012bbu, lai ra\u017eotu to, kas paz\u012bstams k\u0101 sabiedriskais labums. Un b\u0101ka ir viens no kanoniskajiem piem\u0113riem sabiedriskajam labumam. Sabiedriskajam labumam ir divas kanoniskas iez\u012bmes. Pirmk\u0101rt, tas ir saukts par nenov\u0113r\u0161amu. Un tas noz\u012bm\u0113, ka citas personas nevar tikt liedzamas to lietot. Ja tu uzb\u016bv\u0113 b\u0101ku sav\u0101m personiskaj\u0101m vajadz\u012bb\u0101m, jo tu navig\u0113 pa j\u016bru un nev\u0113lies ietriekties krast\u0101, tas ir lieliski tev, bet tu nevar aptur\u0113t nevienu citu no t\u0101s izmanto\u0161anas, labi? Nenov\u0113r\u0161ams. [00:12:58] Un ar\u012b, tas ir nenodro\u0161in\u0101jams. Tas noz\u012bm\u0113, ka viena cilv\u0113ka pat\u0113ri\u0146\u0161 nesamazin\u0101s citu pat\u0113ri\u0146u. Ja es izmantoju gaismu no savas b\u0101kas, nav maz\u0101ka gaisma, ko tu vari izmantot. Un tas ir at\u0161\u0137ir\u012bb\u0101, piem\u0113ram, no k\u016bkas gabala. Ja man ir k\u016bkas gabals, tas ir mans, labi? Es varu tevi nov\u0113rst no t\u0101 \u0113\u0161anas. Un, ja es to ap\u0113du, tev nav pieejams neviens. T\u0101tad sabiedriskajam labumam ir \u0161\u012bs iez\u012bmes, un t\u0101s padara \u013coti gr\u016btu sabiedrisko labumu ra\u017eo\u0161anu. Jo, kad runa ir par b\u0101kas b\u016bvniec\u012bbu, ir \u013coti k\u0101rdin\u0101ti ielikt savas individu\u0101l\u0101s intereses pret grup\u0101m. Ja tu nepiedalies b\u0101kas b\u016bvniec\u012bb\u0101, tu joproj\u0101m vari g\u016bt labumu no t\u0101s. Un t\u0101p\u0113c visi ir k\u0101rdin\u0101ti neko nedar\u012bt, un tad b\u0101ka netiek uzb\u016bv\u0113ta visu lab\u0101. Un ir v\u0113rts uzsv\u0113rt, ka sabiedriskie labumi ir noder\u012bgi, jo tu faktiski vari ra\u017eot lietas ar tiem, piem\u0113ram, dro\u0161u ce\u013cojumu pa j\u016bru. T\u0101d\u0113j\u0101di ieguld\u012bjumu tr\u016bkums sabiedriskajos labumos ir nopietna probl\u0113ma m\u016bsu sabiedr\u012bb\u0101, un to sauc ar\u012b par kopienu tra\u0123\u0113diju. \u0160ie sabiedriskie labumi, piem\u0113ram, uztic\u012bbas normas, ko m\u0113s uzturam starp sevi, ir efekt\u012bvi. [00:14:01] Padom\u0101 par to, kad tu biji vidusskol\u0101. Da\u017ei no jums g\u0101ja uz vidusskolu, kur studenti uztic\u0113j\u0101s cits citam, un tas noz\u012bm\u0113ja, ka j\u016bs var\u0113j\u0101t atst\u0101t savus mugursomas vienatn\u0113 gaite\u0146os un neuztraukties, ka k\u0101ds t\u0101s nozags. Citi no jums g\u0101ja uz vidusskol\u0101m, kur nebija t\u0101du uztic\u012bbas normu, un tagad jums bija j\u0101piesl\u0113dz mugursoma vai j\u0101tur to pie sevis visu laiku. Kura no t\u0101m div\u0101m vid\u0113m, dom\u0101, ka tu lab\u0101k m\u0101c\u012btos? Pareizi? Pirmaj\u0101 vid\u0113. T\u0101tad \u0161\u012b norma, kas tiek kop\u012bgi uztur\u0113ta, ir produkt\u012bva. \u0160aj\u0101 gad\u012bjum\u0101, produkt\u012bva m\u0101c\u012b\u0161an\u0101s. \u0160eit, produkt\u012bva dro\u0161ai ce\u013co\u0161anai pa j\u016bru un t\u0101 t\u0101l\u0101k.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad sadarb\u012bba cilv\u0113ku grup\u0101s, lai rad\u012btu sabiedrisk\u0101s labumus, ir izaicino\u0161a, un ir nepiecie\u0161ami da\u017e\u0101di meh\u0101nismi, lai to uztur\u0113tu. M\u0113s esam veiku\u0161i daudz eksperimentu, kuros cilv\u0113ki tiek iek\u013cauti t\u012bkla grup\u0101s un aicin\u0101ti sp\u0113l\u0113t da\u017e\u0101dus sabiedrisko labumu sp\u0113les ar saviem kaimi\u0146iem, manipul\u0113jot ar daudz\u0101m struktur\u0101laj\u0101m un cit\u0101m iez\u012bm\u0113m gadu gait\u0101. Piem\u0113ram, m\u0113s s\u0101k\u0101m pirms gadiem ar eksperimentu, kur\u0101 cilv\u0113ki tika ievietoti t\u0101d\u0101 t\u012bkl\u0101. Vi\u0146i tika iepaz\u012bstin\u0101ti ar saviem kaimi\u0146iem, un vi\u0146i sp\u0113l\u0113ja sabiedrisko labumu sp\u0113li no uzved\u012bbas ekonomikas [00:15:03], kur iesp\u0113jams, es var\u0113tu dot nedaudz naudas katram no saviem kaimi\u0146iem. Piem\u0113ram, es pa\u0146emu dol\u0101ru un sadalu to starp saviem kaimi\u0146iem. P\u0113c tam zin\u0101tnieki dubulto dol\u0101ru. Teiksim, man ir \u010detri kaimi\u0146i. Teiksim, man ir tr\u012bs kaimi\u0146i, un es dodu dol\u0101ru grupai. Tas k\u013c\u016bst par diviem dol\u0101riem. \u0160ie divi dol\u0101ri tiek sadal\u012bti starp mums \u010detriem. T\u0101tad visa grupa ieg\u016bst bag\u0101t\u012bbu divu dol\u0101ru apm\u0113r\u0101, bet es sa\u0146emu tikai 50 centus. Divi dal\u012bts ar \u010detri, es sa\u0146emu atpaka\u013c 50 centus. T\u0101tad, lai g\u016btu labumu citiem, man j\u0101veic upuris. T\u0101tad dabiski visi saka, es nev\u0113los upur\u0113t. Lai visi p\u0101r\u0113jie mu\u013c\u0137i dod naudu. Es nedo\u0161u neko un cer\u0113\u0161u, ka citi piedal\u012bsies. Bet, protams, ja visi to dara, jums atkal notiek sabrukums. Un lab\u0101k\u0101 uzved\u012bba ir, ja visi maksim\u0101li piedal\u0101s. T\u0101tad \u0161aj\u0101 situ\u0101cij\u0101 m\u0113s s\u0101kam sp\u0113li. Zil\u0101s punkti ir tie, zila cilv\u0113ki ir jauki sadarb\u012bbas cilv\u0113ki. Vi\u0146i maksim\u0101li pal\u012bdz saviem kaimi\u0146iem un rada sabiedriskos labumus, piem\u0113ram, b\u016bv\u0113jot b\u0101ku. Sarkan\u0101s punkti ir izn\u012bcino\u0161ie, kuri neveic ieguld\u012bjumus, kas ir ar\u012b paz\u012bstami k\u0101 defektori. Un, ko m\u0113s atkl\u0101jam \u0161aj\u0101 eksperiment\u0101, ir tas, ka m\u0113s reproduc\u0113jam rezult\u0101tu, kas ir zin\u0101ms 30 gadus [00:16:03], kas ir, ka sadarb\u012bba grup\u0101s sabr\u016bk. T\u0101tad sp\u0113les beig\u0101s, vair\u0101kos raundos v\u0113l\u0101k, praktiski visi k\u013c\u016bst par defektoriem, iz\u0146emot \u0161os mazajos zilajos cilv\u0113kos \u0161eit mal\u0101, kas uztur civiliz\u0101ciju dz\u012bvu, j\u016bs zin\u0101t, starp sevi. J\u016bs varat ar\u012b dom\u0101t par, v\u0113lreiz, aicinot tos vidusskol\u0101 studentiem. Atcerieties to situ\u0101ciju, kur\u0101 j\u016bsu zin\u0101tnes skolot\u0101js pie\u0161\u0137\u012bra \u010detriem no jums veikt grupas projektu, un j\u016bs sa\u0146emsiet to pa\u0161u atz\u012bmi. Un jums tiek pie\u0161\u0137irti \u010detri, tr\u012bs citi zaud\u0113t\u0101ji. T\u0101tad, jums ir divas izv\u0113les. Vai nu j\u016bs dar\u0101t visu darbu, un vi\u0146i ar\u012b sa\u0146em A, jo j\u016bs v\u0113laties A. Vai ar\u012b j\u016bs sak\u0101t, tas ir absurds. Es nev\u0113los, lai \u0161ie slinkie pui\u0161i g\u016btu labumu no mana smaga darba. Un j\u016bs sak\u0101t, es ar\u012b neko nedar\u012b\u0161u, un visi sa\u0146ems F, vai ne? Tas ir briesm\u012bgs dilemmas. Nu, kas notiek \u0161eit ir, ka cilv\u0113ki galu gal\u0101 izv\u0113las otro variantu. Vi\u0146i visi izv\u0113las sa\u0146emt F, jo nev\u0113las b\u016bt mu\u013c\u0137i un turpin\u0101t ieguld\u012bt. T\u0101tad sadarb\u012bba sabr\u016bk soci\u0101laj\u0101s sist\u0113m\u0101s k\u0101 visp\u0101r\u012bgs rezult\u0101ts. Bet, ko m\u0113s izdar\u012bj\u0101m, ir, v\u0113lreiz, m\u0113s pievienoj\u0101m da\u017eus citu veidu robotus sist\u0113mai. M\u0113s pievienoj\u0101m robotus, kuriem bija \u013coti vienk\u0101r\u0161a A. [00:17:05] Un \u0161ie roboti bija k\u0101 mazi laul\u012bbu starpnieki. Vi\u0146i sav\u0101s tuvum\u0101 nov\u0113roja, kuri mijiedarbojas ar kuriem, un deva ieteikumus cilv\u0113kiem sist\u0113m\u0101. J\u016bs zin\u0101t ko? Jums vajadz\u0113tu p\u0101rtraukt saikni ar to defektoru, kas izmanto j\u016bs, un veidot saikni ar \u0161o jauko pui\u0161i \u0161eit. Un \u0161\u012b maiga p\u0101rveido\u0161anas padoma izmanto tikai viet\u0113jo zin\u0101\u0161anu. Tur nav skolot\u0101ja, kas pav\u0113l cilv\u0113kiem b\u016bt jaukiem. Nav policijas. Nav tiesas. Nav centr\u0101l\u0101s autorit\u0101tes, kas to \u012bsteno. Vienk\u0101r\u0161i r\u012bkojoties, pamatojoties uz viet\u0113jo zin\u0101\u0161anu, m\u0113s atkl\u0101j\u0101m, ka \u0161ie roboti m\u016bsu eksperimentos ar vair\u0101k nek\u0101 1,000 cilv\u0113kiem 64 grup\u0101s, m\u0113s atkl\u0101j\u0101m, ka ne tikai sadarb\u012bbu var stabiliz\u0113t, bet pirmo reizi m\u0113s par\u0101d\u012bj\u0101m rezult\u0101tu, ka sadarb\u012bba faktiski var pieaugt no b\u0101zes, kad \u0161ie robotu veidi tika pievienoti. Un DeepMind p\u0113c tam atk\u0101rtoja m\u016bsu rezult\u0101tus un pagarin\u0101ja tos cit\u0101 publik\u0101cij\u0101, kas par\u0101d\u012bj\u0101s apm\u0113ram gadu vai divus p\u0113c \u0161\u012b.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad v\u0113l vien\u0101 eksperiment\u0101 m\u0113s izp\u0113t\u012bj\u0101m, k\u0101 roboti var\u0113tu ietekm\u0113t grupas rado\u0161umu. [00:18:07] jo jaunu ideju atra\u0161ana ir gr\u016bta. Un teorija un eksperimenti liecina, ka grup\u0101m var b\u016bt lab\u0101kas sp\u0113jas identific\u0113t un saglab\u0101t inov\u0101cijas nek\u0101 indiv\u012bdiem, daloties savos atkl\u0101jumos.<\/p>\n\n<p class=\"wp-block-paragraph\">Bet inov\u0101cij\u0101m grup\u0101s ir savi izaicin\u0101jumi, tostarp grupas dom\u0101\u0161ana. Vai ne? Ja tu apvieno grupu cilv\u0113ku, vi\u0146i var agr\u0101k pie\u0146emt l\u0113mumu par neoptim\u0101lu ideju.<\/p>\n\n<p class=\"wp-block-paragraph\">Vai ar\u012b tu vari iedom\u0101ties, tev vajadz\u0113tu iedom\u0101ties, ka cilv\u0113ku grupa kop\u0101 var\u0113tu b\u016bt gudr\u0101ka, var\u0113tu rad\u012bt vair\u0101k ideju. Piem\u0113ram, ja tu uzdod grupai cilv\u0113ku uzdevumu uzlabot mak\u0161\u0137eri, tu zini, ka pirmais cilv\u0113ks var\u0113tu teikt, nu, k\u0101p\u0113c m\u0113s neieliekam \u0101\u0137i virs\u016b uz da\u013cas auklas? Un tad cilv\u0113ks tur rok\u0101 auklu ar \u0101\u0137i. Un k\u0101ds saka, k\u0101p\u0113c m\u0113s neieliekam n\u016bju pie auklas? O, t\u0101 ir lieliska ideja. T\u0101tad vi\u0146i apvieno savas zin\u0101\u0161anas un to izdara. Un k\u0101ds saka, nu, \u0113diens ar \u0101\u0137i peld virs\u016b. Pievienosim vilni, lai tas nosl\u012bgtu. Nu, tagad tas nosl\u012bgst p\u0101r\u0101k dzi\u013ci. K\u0101 b\u016btu, ja pievienojam bobera, lai m\u0113s zin\u0101tu, kur tas atrodas, un t\u0101 t\u0101l\u0101k. Un cilv\u0113ki inov\u0113, dal\u0101s zin\u0101\u0161an\u0101s sav\u0101 starp\u0101, saglab\u0101 zin\u0101\u0161anas laika gait\u0101, [00:19:08] un tu ieg\u016bsti \u0161os kult\u016bras artefaktus, kas ir vair\u0101ku cilv\u0113ku kop\u012bgu ideju un rado\u0161uma rezult\u0101ts.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad m\u0113s v\u0113l\u0113j\u0101mies izveidot sp\u0113li, kur\u0101 cilv\u0113ku grupas mekl\u0113ja ainavu optim\u0101las idejas atra\u0161anai. M\u0113s nol\u0113m\u0101m izmantot lietv\u0101rdus k\u0101 ideju aizvietot\u0101jus. M\u0113s \u0146\u0113m\u0101m 20,000 lietv\u0101rdus no klasisk\u0101 datorzin\u0101t\u0146u v\u0101rdu-uz-vektoru korpusa. T\u0101tad m\u0113s \u0146\u0113m\u0101m 20,000 lietv\u0101rdus. Un att\u0101lumu starp \u0161iem lietv\u0101rdiem var defin\u0113t ar kosinusu l\u012bdz\u012bbas metodi. J\u016bs varat iedom\u0101ties hiper-dimensionalu vektoru telpu, kur\u0101 ka\u0137is ir l\u012bdz\u012bg\u0101ks sunim nek\u0101 galdam. Un veids, k\u0101 vi\u0146i to izdar\u012bja, ir tas, ka vi\u0146i skat\u012bj\u0101s, cik bie\u017ei v\u0101rdi ka\u0137is un suns par\u0101d\u0101s kop\u0101 t\u012bmek\u013ca vietn\u0113s. T\u0101tad vi\u0146iem bija visp\u0101r\u0113js t\u012bmek\u013ca viet\u0146u universums un universs ar 20,000 lietv\u0101rdiem. Vi\u0146i teica, ka \u0161ie divi lietv\u0101rdi bie\u017ei par\u0101d\u0101s kop\u0101, bet \u0161ie divi citi lietv\u0101rdi nepar\u0101d\u0101s tik bie\u017ei. Vi\u0146i izveidoja 300 dimensiju vektoru telpu. [00:20:08] Un tagad j\u016bs varat aprakst\u012bt, cik l\u012bdz\u012bgi ir jebkuri divi lietv\u0101rdi. M\u0113s nol\u0113m\u0101m izmantot lietv\u0101rdus k\u0101 ideju aizvietot\u0101jus. M\u0113s \u0146\u0113m\u0101m \u0161os 20,000 lietv\u0101rdus. Un p\u0113c tam m\u0113s izv\u0113l\u0113j\u0101mies kopu lietv\u0101rdu. Iedom\u0101jieties, ka m\u0113s izv\u0113l\u0113j\u0101mies vienu lietv\u0101rdu, bet m\u0113s izv\u0113l\u0113j\u0101mies kopu. Vienu lietv\u0101rdu nejau\u0161i no visiem \u0161iem, piem\u0113ram, braggadocio, bija lietv\u0101rds. T\u0101tad m\u0113s izv\u0113l\u0113j\u0101mies braggadocio. Un m\u0113s sak\u0101m, ka tas ir ide\u0101lais v\u0101rds, ko m\u0113s v\u0113lamies, lai \u0161\u012b cilv\u0113ku grupa atrastu. Un tad visi lietv\u0101rdi, kas ir tuvu braggadocio, paz\u016bd \u0161aj\u0101 vektoru telp\u0101. T\u0101tad jums ir galvenais lietv\u0101rds, kas ieg\u016bst visvair\u0101k punktu, 20,000 punktu, un visi citi lietv\u0101rdi uz lietv\u0101rdiem, kas ir visatt\u0101l\u0101k. Un m\u0113s ievietoj\u0101m cilv\u0113kus \u0161aj\u0101 sist\u0113m\u0101 un sak\u0101m, atrodi \u0161o v\u0101rdu. M\u0113s vi\u0146iem nesak\u0101m v\u0101rdu. Un tad m\u0113s vi\u0146iem sak\u0101m v\u0101rdu punktu v\u0113rt\u012bbu. T\u0101tad vi\u0146i s\u0101k min\u0113t. Un, kad vi\u0146i min, vi\u0146i sa\u0146em atsauksmes. Un vi\u0146i saka, ah, \u0161im v\u0101rdam ir vair\u0101k punktu nek\u0101 citam v\u0101rdam. Un vi\u0146i tuvojas un tuvojas un s\u0101k dal\u012bties ar zin\u0101\u0161an\u0101m viens ar otru. Vi\u0146i cen\u0161as b\u016bt rado\u0161i, lai atrisin\u0101tu probl\u0113mu.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad katrs lietv\u0101rds ir saist\u012bts ar citiem semantiskaj\u0101 telp\u0101 vai bezveid\u012bg\u0101 ainav\u0101. [00:21:10] Mums bija 18 da\u017e\u0101di m\u0113r\u0137a lietv\u0101rdi, it k\u0101 m\u0113s b\u016btu pac\u0113lu\u0161i virsotni no \u0161o 20,000 lietv\u0101rdu ainavas 18 da\u017e\u0101d\u0101s viet\u0101s 18 da\u017e\u0101d\u0101s ainav\u0101s. Un \u0161ie lietv\u0101rdi bija \u012bpa\u0161i neparasti, piem\u0113ram, fratric\u012bds, apavimpuls, sarkoma, kartogr\u0101fija un t\u0101 t\u0101l\u0101k. Tad m\u0113s veic\u0101m eksperimentus ar vair\u0101kiem apst\u0101k\u013ciem, kur cilv\u0113ki bija vieni, m\u0113\u0123inot orient\u0113ties ainav\u0101, kur cilv\u0113ki bija grup\u0101s, str\u0101d\u0101jot kop\u0101, lai orient\u0113tos ainav\u0101, vai kur cilv\u0113ki bija grup\u0101s, bet ar\u012b bija da\u017ei roboti, kas cent\u0101s vi\u0146iem pal\u012bdz\u0113t b\u016bt rado\u0161iem. Un roboti str\u0101d\u0101ja, jo vi\u0146i var\u0113ja nodot inform\u0101ciju no vienas t\u012bkla zonas uz citu, sazinoties sav\u0101 starp\u0101. Piem\u0113ram, robots numurs divi var\u0113ja nodot v\u0101rdu debesis vai ma\u0161\u012bna robotam numurs viens. T\u0101d\u0113j\u0101di ir t\u012bkla piem\u0113rs.<\/p>\n\n<p class=\"wp-block-paragraph\">M\u0113s ievietojam cilv\u0113kus. Kvadr\u0101tveida punkti ir roboti. Un \u0161im robotam ir \u010detras mijiedarb\u012bbas, un tam ir, nezinu, se\u0161as vai septi\u0146as mijiedarb\u012bbas. Cilv\u0113ki pa\u0161\u0101 s\u0101kum\u0101 s\u0101k min\u0113t. [00:22:12] Vi\u0146iem visp\u0101r nav pamata min\u0113jumiem pirmaj\u0101 sp\u0113les k\u0101rt\u0101. Vi\u0146i min debesis, auto, tru\u0161u, pele, suni, ka\u0137i, galdu. T\u0101 k\u0101, ja es jums jaut\u0101tu, izv\u0113lieties lietv\u0101rdu min\u0113\u0161anai, j\u016bs min\u0113tu m\u0101ju vai saule vai m\u0113nesis vai ka\u0137is vai suns vai k\u0101du mazu tipisku lietv\u0101rdu. Un tagad vi\u0146iem tiek pateikta punktu v\u0113rt\u012bba, cik l\u012bdz\u012bgas ir v\u0101rdi pele, suns, ka\u0137is, galds utt. attiec\u012bb\u0101 uz sarkomu. Un vi\u0146iem tiek pateikta \u0161o lietv\u0101rdu punktu v\u0113rt\u012bba attiec\u012bb\u0101 uz m\u0113r\u0137a lietv\u0101rdu, kas ir sarkoma. Un tad \u0161\u012bs punktu v\u0113rt\u012bbas tiek pazi\u0146otas. Un tad \u0161is robots var skat\u012bties uz apk\u0101rt\u0113jo cilv\u0113ku punktu v\u0113rt\u012bb\u0101m un var nodot vai nu nejau\u0161u izv\u0113li \u0161im robotam vai augst\u0101ko punktu v\u0113rt\u012bbu vai zem\u0101ko punktu v\u0113rt\u012bbu, t\u0101 it k\u0101 aizmugures kan\u0101ls komunik\u0101cijai, izplatot inform\u0101ciju no vienas re\u0123iona cilv\u0113ku grupas, kas cen\u0161as atrisin\u0101t probl\u0113mu, uz citu re\u0123ionu. T\u0101tad apl\u016bkosim da\u017eus piem\u0113rus, lai to lab\u0101k saprastu, jo tas var b\u016bt gr\u016bti saprotams. Cilv\u0113ki sp\u0113l\u0113ja \u0161o sp\u0113li apm\u0113ram 25 k\u0101rtas. Un \u0161eit ir kosinusa l\u012bdz\u012bba ar m\u0113r\u0137a lietv\u0101rdu, kas ir v\u0101rds fratricide. Labi, t\u0101 ir 20,000 lietv\u0101rdu. [00:23:13] Fratricide ir 20,000 punkti. Un citiem v\u0101rdiem ir citas punktu v\u0113rt\u012bbas. Un \u0161eit ir viens cilv\u0113ks, kur\u0161 min. T\u0101tad vi\u0146a pirmais min\u0113jums ir bit. Un vi\u0146am tiek pateikts, cik l\u012bdz\u012bgs ir v\u0101rds bit fratricide. Un tad vi\u0146a n\u0101kamais min\u0113jums ir dzim\u0161ana. Un vi\u0146\u0161 ieg\u016bst lielu pieaugumu kosinusa l\u012bdz\u012bb\u0101, jo varat iedom\u0101ties, ka v\u0101rds dzim\u0161ana ir tuv\u0101k v\u0101rdam fratricide nek\u0101 v\u0101rds bit. Labi? Un tad vi\u0146i min. Vi\u0146i m\u0113\u0123ina naudu n\u0101kamaj\u0101. Tas ir slikt\u0101k. Tad vi\u0146i m\u0113\u0123ina p\u0113rti\u0137i. Tas ir v\u0113l slikt\u0101k. Vi\u0146i p\u0101rbauda. Vi\u0146i veic sapr\u0101t\u012bgu p\u0101rbaudi. Vi\u0146i m\u0113\u0123ina dzim\u0161anu. Tas atkal pieaug. Tad vi\u0146i m\u0113\u0123ina b\u0113rnu. Tas nav slikts min\u0113jums. Dzim\u0161ana uz b\u0113rnu. Bet b\u0113rns aizved vi\u0146us t\u0101l\u0101k no fratricide. Un tad d\u0101ma un t\u0101 t\u0101l\u0101k. Un vi\u0146i orient\u0113jas. Un vi\u0146i min. Un vi\u0146i min. Un vi\u0146i min. Un vi\u0146i neaizsniedz fratricide beig\u0101s. Tagad \u0161aj\u0101 cit\u0101 situ\u0101cij\u0101 mums ir cilv\u0113ku grupa, bet nav robotu. Un tagad cilv\u0113ki var, papildus saviem min\u0113jumiem, redz\u0113t apk\u0101rt\u0113jo cilv\u0113ku min\u0113jumus. Un balst\u012bties uz citu idej\u0101m. Labi? Izveidots. T\u0101 k\u0101 kop\u0101 izveidojot mak\u0161\u0137eres k\u0101tu. [00:24:13] T\u0101tad \u0161im cilv\u0113kam vi\u0146a pirmais min\u0113jums ir suns. Bet vi\u0146a n\u0101kamais min\u0113jums ir vairogs. J\u016bs varat redz\u0113t, ka vairogs ir tuv\u0101k fratricide nek\u0101 suns. Un \u0161is cilv\u0113ks min un min un ieg\u016bst ievadi no saviem kaimi\u0146iem. Un beig\u0101s vi\u0146\u0161 non\u0101k tuv\u0101k un tuv\u0101k. Vi\u0146\u0161 beidz ar v\u0101rdu ienaidnieks. Labi? Paties\u012bb\u0101, sold\u0101ts bija vi\u0146a lab\u0101kais min\u0113jums. Vi\u0146am bija augst\u0101k\u0101 punktu v\u0113rt\u012bba vi\u0146a virzien\u0101.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad, k\u0101p\u0113c bija svar\u012bgi pievienot robotus? Tas atkal par\u0101da rezult\u0101tu kopsavilkumu. Uz x ass ir k\u0101rta. Uz y ass ir vid\u0113j\u0101 kos\u012bna l\u012bdz\u012bba \u0161aj\u0101 hiper-dimension\u0101laj\u0101 vektoru telp\u0101, kas ir grupas snieguma m\u0113rs. \u0160eit ir cilv\u0113ku grupa, kas darbojas, minot atsevi\u0161\u0137i. T\u0101tad cilv\u0113ki, kas min pa\u0161i, nefokus\u0113jas uz rezult\u0101tiem, vai ne? Vi\u0146i, nu, tas ir veiksmes jaut\u0101jums, vai vi\u0146iem izdosies, vai ar\u012b vi\u0146iem ir k\u0101da iek\u0161\u0113ja sp\u0113ja katram individu\u0101li. Ar laiku vi\u0146i k\u013c\u016bst nedaudz lab\u0101ki un tuv\u0101k. Visas grupas p\u0101rsniedz solo sniegumu. Un tas ir vecs secin\u0101jums, kas ir zin\u0101ms. Cilv\u0113ku grupa ir rado\u0161\u0101ka nek\u0101 l\u012bdz\u012bga izm\u0113ra solo praktiz\u0113t\u0101ju komplekts. Bet ko m\u0113s atkl\u0101jam ir, ka, ja m\u0113s pievienojam visl\u012bdz\u012bg\u0101ko robotu, robotu, kas paskat\u012bj\u0101s uz saviem kaimi\u0146iem, [00:25:17] un noskaidroja, k\u0101ds ir vi\u0146u viet\u0113jais konsenss. Mani cilv\u0113ki \u0161\u0137iet dom\u0101, ka \u0161is v\u0101rds ir labs. Un tad tas to nodod robotam att\u0101lin\u0101t\u0101 t\u012bkla da\u013c\u0101. \u0160is robots b\u016btiski uzlaboja \u0161\u012bs cilv\u0113ku grupas sniegumu, lai g\u016btu atkl\u0101jumu. Jums vajadz\u0113tu var\u0113t iedom\u0101ties, k\u0101 tas var\u0113tu darboties in\u017eenieru grup\u0101 vai jebkura cita zin\u0101\u0161anu darbinieku grupa. K\u0101 j\u016bs varat efekt\u012bvi izplat\u012bt zin\u0101\u0161anas, izvairoties no grupas dom\u0101\u0161anas un veicinot rado\u0161umu, projekt\u0113jot robotus, kas pal\u012bdz cilv\u0113kiem pal\u012bdz\u0113t sev. \u0160im robotam nav smadze\u0146u. Tas nav pats sev pied\u0101v\u0101jo\u0161s idejas. Tas tikai pal\u012bdz cilv\u0113kiem izplat\u012bt idejas starp sev\u012bm.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad vienk\u0101r\u0161i AI a\u0123enti ar interpret\u0113jamu uzved\u012bbu var uzlabot rado\u0161\u0101s atkl\u0101\u0161anas sp\u0113ju cilv\u0113ku grup\u0101s, daloties idej\u0101s, ap kur\u0101m ir viet\u0113jais konsenss vien\u0101 grupas da\u013c\u0101 ar cilv\u0113kiem att\u0101lin\u0101t\u0101 grupas da\u013c\u0101. Un k\u0101 rezult\u0101t\u0101 grupa var darboties lab\u0101k.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad m\u0113s ar\u012b s\u0101kam eksperiment\u0113t ar fizisk\u0101m sist\u0113m\u0101m. Un m\u0113s esam pievienoju\u0161i humano\u012bdus un nehumano\u012bdus robotus [00:26:19] ar vienk\u0101r\u0161u m\u0101ksl\u012bgo intelektu tie\u0161\u0101m cilv\u0113ku grup\u0101s un par\u0101d\u012bju\u0161i, k\u0101 tie var atvieglot cilv\u0113ku grupu sadarb\u012bbu, pal\u012bdzot t\u0101m p\u0101rvar\u0113t berzi vai sp\u0113ju nesadarboties vi\u0146u mijiedarb\u012bb\u0101s. Viens no maniem iecien\u012bt\u0101kajiem piem\u0113riem ir eksperiments, ko es veicu ar savu biju\u0161o ma\u0123istrant\u016bras studentu, Magiju Traeger, kas atrodas aizmugur\u0113 un tagad ir asist\u0113jo\u0161\u0101 profesore Notre Dame. \u0160is eksperiments sast\u0101v no t\u0101, ka m\u0113s pa\u0146\u0113m\u0101m tr\u012bs \u012bstus cilv\u0113kus, kuri ierad\u0101s laboratorij\u0101, un humano\u012bdu robotu. M\u0113s izveidoj\u0101m mazu sp\u0113li, maz\u0101 dzelzce\u013ca trases sp\u0113li, kas tiek sp\u0113l\u0113ta uz plan\u0161etes datora, un \u0161ai cilv\u0113ku grupai un robotam bija uzdevums izveidot dzelzce\u013ca trasi no punkta A l\u012bdz punktam B, k\u0101 mazaj\u0101m Dzelzce\u013ca ma\u0161\u012bn\u012btes tras\u0113m. Tad m\u0113s vi\u0146iem sniedz\u0101m da\u017eus gabalus, ko vi\u0146i var\u0113ja izv\u0113l\u0113ties uz plan\u0161etes, piem\u0113ram, taisnus gabalus un liektus gabalus. Bet m\u0113s reiz\u0113m izdom\u0101j\u0101m, lai gan izskat\u012bj\u0101s, ka tur ir gabalu mais\u012bjums un princip\u0101 vi\u0146iem vajadz\u0113tu sp\u0113t p\u0101riet no punkta A l\u012bdz punktam B, m\u0113s vilt\u012bgi to izstr\u0101d\u0101j\u0101m t\u0101, ka nebija pareizais l\u012bkumu skaits, lai \u013cautu vi\u0146iem aiziet no punkta A l\u012bdz punktam B. [00:27:21] T\u0101tad vi\u0146i to nevar\u0113ja izdar\u012bt. Vi\u0146i nevar\u0113ja atrisin\u0101t probl\u0113mu, par ko vi\u0146i nezin\u0101ja. Labi? T\u0101tad vispirms katra persona pa\u0146emtu k\u0101rtu uzlikt trases gabalu, tad n\u0101kam\u0101 persona un n\u0101kam\u0101 persona. Vi\u0146i str\u0101d\u0101 kop\u0101, lai savienotu punktu A ar punktu B uz sav\u0101m plan\u0161et\u0113m.<\/p>\n\n<p class=\"wp-block-paragraph\">Un ko m\u0113s dar\u012bj\u0101m \u0161aj\u0101 eksperiment\u0101, ir tas, ka m\u0113s manipul\u0113j\u0101m, un vi\u0146i sp\u0113l\u0113ja 30 raundus \u0161aj\u0101 sp\u0113l\u0113 \u0161aj\u0101 virtu\u0101laj\u0101 pasaul\u0113, un mums bija 51 grupa, m\u0113s manipul\u0113j\u0101m robotu sarunu stilu, konkr\u0113ti, vai robots izteica ievainojam\u012bbu, atz\u012bstot k\u013c\u016bdu. T\u0101tad robots teica: 'Zini, es izdar\u012bju k\u013c\u016bdu.' Vai ar\u012b robots st\u0101st\u012bja t\u0113va jokus. Pie\u0146emu, ka visi zina, kas ir t\u0113va joki. Labi. M\u0113s ar\u012b l\u016bdz\u0101m robotam st\u0101st\u012bt, starp citu, tas ir kult\u016bras univers\u0101ls, piem\u0113ram, antropologi Amazonas d\u017eung\u013cos ir p\u0113t\u012bju\u0161i viet\u0113jos iedz\u012bvot\u0101jus, un t\u0113vi tur ar\u012b st\u0101sta t\u0113va jokus. Un b\u0113rni ir t\u0101di: 'Es nevaru notic\u0113t, ka t\u0113va mu\u013c\u0137\u012bgie joki.' Bet, jebkur\u0101 gad\u012bjum\u0101, un faktiski ir teorija par to, k\u0101du m\u0113r\u0137i pied\u0101v\u0101 t\u0113va joki, lai attiec\u012bg\u0101 veid\u0101 stiprin\u0101tu b\u0113rnus. T\u0101 ir teorija. Bet, jebkur\u0101 gad\u012bjum\u0101, tas ir pavisam cits temats. M\u0113s l\u016bdz\u0101m m\u016bsu robotus st\u0101st\u012bt t\u0113va jokus vai izteikt ievainojam\u012bbu. [00:28:21] Un tas, kas m\u016bs interes\u0113ja, bija noskaidrot, vai robotu runas izmai\u0146as sp\u0113j ietekm\u0113t ne tikai to, k\u0101 cilv\u0113ki mijiedarbojas ar robotiem, bet ar\u012b to, k\u0101 cilv\u0113ki mijiedarbojas sav\u0101 starp\u0101. Un v\u0113lreiz, tas pied\u0101v\u0101 iesp\u0113ju modific\u0113t soci\u0101l\u0101s mijiedarb\u012bbas, ievie\u0161ot m\u0101ksl\u012bgos a\u0123entus hibr\u012bd\u0101s cilv\u0113ku un ma\u0161\u012bnu sist\u0113m\u0101s.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad \u0161eit ir neliels piem\u0113rs, oh, un es jums neteicu rezult\u0101tus. T\u0101tad \u0161eit ir tas, kad mums ir, \u0161ie, \u0161o l\u012bniju biezumi, m\u0113s uzst\u0101d\u012bj\u0101m videokameru, lai uzraudz\u012btu, kur\u0161 run\u0101 ar kuru un cik daudz vi\u0146i run\u0101. Un \u0161o l\u012bniju biezums nor\u0101da, cik daudz otra persona run\u0101 ar pirmo personu un t\u0101 t\u0101l\u0101k. T\u0101tad pirm\u0101 persona ar robotu nerun\u0101 daudz. Tas ir pl\u0101ns l\u012bnija. Un kad j\u016bs izmantoj\u0101t neitr\u0101los robotus, j\u016bs ieg\u016bstat \u0161o paraugu. Bet, kad jums bija ievainots robots, visas \u0161\u012bs l\u012bnijas k\u013cuva biez\u0101kas un izl\u012bdzin\u0101j\u0101s. T\u0101tad m\u0113s atkl\u0101j\u0101m, ka ievainots robots palielin\u0101ja runas vienl\u012bdz\u012bbu starp cilv\u0113kiem, palielin\u0101ja runas ska\u013cumu starp cilv\u0113kiem un faktiski, atsevi\u0161\u0137os rezult\u0101tos, [00:29:22] palielin\u0101ja cilv\u0113ku apmierin\u0101t\u012bbu \u0161\u0101d\u0101 vid\u0113.<\/p>\n\n<p class=\"wp-block-paragraph\">Un \u0161eit ir tikai viens klips no diviem da\u017e\u0101diem raundiem, kas ilustr\u0113, ka robots vispirms run\u0101 neitr\u0101l\u0101 veid\u0101, pas\u012bv\u0101 bals\u012b, kas daudz neietekm\u0113 cilv\u0113ku komunik\u0101ciju. robots saka, \u013coti Reigana stil\u0101, tika pie\u013cauta k\u013c\u016bda.<\/p>\n\n<p class=\"wp-block-paragraph\">Bet n\u0101kamaj\u0101 raund\u0101 robots saka, es pie\u013c\u0101vu k\u013c\u016bdu. Un j\u016bs varat vienk\u0101r\u0161i skat\u012bties, kas notiek \u0161eit. Redz\u0113sim, vai m\u0113s varam to dar\u012bt. (25 sekundes pauze) T\u0101tad daudzu desmitu skait\u0101, m\u0113s atrodam \u0161\u0101du paraugu. T\u0101tad vienk\u0101r\u0161a manipul\u0101cija, vienk\u0101r\u0161a manipul\u0101cija robota runas paraug\u0101 maina, k\u0101 cilv\u0113ki savstarp\u0113ji mijiedarbojas. [00:30:25] Un, es pie\u0146emu, nemaz nav gr\u016bti izt\u0113loties, k\u0101 visas m\u016bsu \u010datbotu un visu citu dizain\u0113\u0161anas veids var\u0113tu ietekm\u0113t ne tikai Alexa piem\u0113ru, ko es jums sniedzu s\u0101kum\u0101, bet ar\u012b to, k\u0101 m\u0113s izturamies viens pret otru. Cilv\u0113ki \u0161\u0137iet, ka vair\u0101k uzticas viens otram un \u0161aj\u0101 situ\u0101cij\u0101 izbauda vair\u0101k jautr\u012bbas.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad \u0161eit joproj\u0101m ir, un es dom\u0101ju, ka tas ir p\u0113d\u0113jais eksperiments, ko es jums par\u0101d\u012b\u0161u un tad es beigu\u0161u ar v\u0113l vienu\u5b9e\u9a8c, kur\u0101 m\u0113s izstr\u0101d\u0101j\u0101m jaunu kiber-fizik\u0101lu platformu, lai p\u0101rbaud\u012btu \u0161\u0101das soci\u0101l\u0101s un \u012bsten\u012bb\u0101\u0113tiskas sekas vienk\u0101r\u0161\u0101m m\u0101ksl\u012bg\u0101 intelekta form\u0101m. Jo, \u0146emot v\u0113r\u0101 kolekt\u012bv\u0101s darb\u012bbas probl\u0113mu dabu, m\u0101ksl\u012bg\u0101 intelekta iesaist\u012b\u0161an\u0101s cilv\u0113ku grup\u0101s var paradoks\u0101li un neapzin\u0101ti apspiest eso\u0161\u0101s labv\u0113l\u012bg\u0101s soci\u0101l\u0101s normas cilv\u0113kiem, piem\u0113ram, t\u0101s, kas saist\u012btas ar sadarb\u012bbu un altruismu, kuras m\u0113s esam att\u012bst\u012bju\u0161i k\u0101 suga. Mums ir simtiem t\u016bksto\u0161u gadu dabisk\u0101s atlases, kas darbojas pie mums, lai padar\u012btu m\u016bs sp\u0113j\u012bgus risin\u0101t kolekt\u012bv\u0101s darb\u012bbas probl\u0113mas. T\u0101tad jaut\u0101jums ir, ja m\u0113s dele\u0123\u0113jam da\u013cu no t\u0101s a\u0123ent\u016bras ma\u0161\u012bn\u0101m, vai m\u0113s zaud\u0113sim sp\u0113ju sadarboties, lai risin\u0101tu \u0161\u012bs probl\u0113mas? [00:31:32] Vai m\u0113s non\u0101ksim pie t\u0101, ka pa\u013caujamies uz \u0161\u012bm ma\u0161\u012bn\u0101m, un t\u0101p\u0113c m\u0113s degrad\u0113jam m\u016bsu iedzimto sp\u0113ju sadarboties, koordin\u0113t un rad\u012bt un t\u0101 t\u0101l\u0101k? T\u0101tad \u0161aj\u0101 eksperimentos, sadarbojoties ar Hiro Shirato no CMU, citu manu biju\u0161o absolventu, m\u0113s izveidoj\u0101m platformu, kur\u0101 piedal\u012bj\u0101s divas maz\u0101s Raspberry Pi apr\u012bkot\u0101s meh\u0101nisk\u0101s transportl\u012bdzek\u013ci, un m\u0113s to savienoj\u0101m ar k\u0101du programmat\u016bru, kas mums \u013cauj organiz\u0113t tie\u0161saistes eksperimentus pla\u0161\u0101 m\u0113rog\u0101. T\u0101tad cilv\u0113ki bija sav\u0101s m\u0101j\u0101s, un vi\u0146iem tika pie\u0161\u0137irts viens no \u0161iem automobi\u013ciem, un vi\u0146i vad\u012bja \u0161os automobi\u013cus viens pret otru,<\/p>\n\n<p class=\"wp-block-paragraph\">un m\u0113s lik\u0101m vi\u0146iem sp\u0113l\u0113t vistu sp\u0113li. T\u0101tad, vist\u0101, k\u0101 j\u016bs zin\u0101t, kur\u0161 vis\u0101tr\u0101k non\u0101k otr\u0101 pus\u0113, tas uzvar. T\u0101tad, j\u016bs esat motiv\u0113ts nepadoties otrajam. Bet, ja abi izv\u0113las nepadoties, tad j\u016bs avar\u0113jat un abi sa\u0146emat slikt\u0101ko atl\u012bdz\u012bbu. T\u0101tad, ko cilv\u0113ki dar\u012btu \u0161aj\u0101 situ\u0101cij\u0101, ja j\u016bs sp\u0113l\u0113jat atk\u0101rtotu vistu sp\u0113li, ir tas, ka j\u016bs \u0101tri iem\u0101c\u012btos main\u012bt k\u0101rt\u012bbu. \u0160oreiz ir j\u016bsu k\u0101rta braukt taisni, es novirz\u012b\u0161os un \u013cau\u0161u jums, bet n\u0101kamreiz j\u016bs novirz\u012bsieties un \u013causiet man braukt taisni. [00:32:35] Ja m\u0113s b\u016bsim egoistiski, m\u0113s turpin\u0101sim avar\u0113t viens otram, izn\u012bcinot viens otru atk\u0101rtoti vai mu\u013c\u0137\u012bgi abi nobraucam no ce\u013ca, un nevienam nav labuma no brauk\u0161anas taisni. T\u0101tad \u0161aj\u0101 situ\u0101cij\u0101 dzeltenais auto izl\u0113ma novirz\u012bties, bet zila automa\u0161\u012bna vienk\u0101r\u0161i turpin\u0101ja braukt netrauc\u0113ti l\u012bdz otrai pusei.<\/p>\n\n<p class=\"wp-block-paragraph\">Un m\u0113s izmantoj\u0101m 300 dal\u012bbniekus un 150 di\u0101du, un vi\u0146i tika apmaks\u0101ti atkar\u012bb\u0101 no t\u0101, cik \u0101tri vi\u0146i nok\u013cuva otr\u0101 pus\u0113. P\u0113c tam m\u0113s pievienoj\u0101m nedaudz m\u0101ksl\u012bg\u0101 intelekta. M\u0113s pievienoj\u0101m autom\u0101tisk\u0101s bremz\u0113\u0161anas pal\u012bdz\u012bbu, kur, kad jums bija tuvuma br\u012bdin\u0101jums, kad j\u016bs tuvoj\u0101ties otrai automa\u0161\u012bnai, t\u0101 bremz\u0113ja un deva jums iesp\u0113ju izlemt, hei, man vajadz\u0113tu piek\u0101pties un \u013caut \u0161im otram brauc\u0113jam iziet cauri, vai otr\u0101di. Vai ar\u012b m\u0113s pievienoj\u0101m autom\u0101tisk\u0101s st\u016br\u0113\u0161anas pal\u012bdz\u012bbu, kas noz\u012bm\u0113, ka, br\u012bd\u012b, kad t\u0101 tuvoj\u0101s otrai automa\u0161\u012bnai, t\u0101 vienk\u0101r\u0161i novirz\u012bj\u0101s, labi? Un m\u0113s pievienoj\u0101m minim\u0101lu komunik\u0101cijas funkciju, kur cilv\u0113ki var\u0113ja pateikt paldies vai kaut ko taml\u012bdz\u012bgu. Vienk\u0101r\u0161i \u013coti minim\u0101la komunik\u0101cija. Vispirms m\u0113s par\u0101d\u012bj\u0101m, ka autom\u0101tisk\u0101 bremz\u0113\u0161anas pal\u012bdz\u012bba, kur automa\u0161\u012bnas apst\u0101jas pie fiks\u0113tas distances pirms sadursmes, palielin\u0101ja cilv\u0113ku altruismu. [00:33:38] Proti, dot ce\u013cu citiem, k\u0101 dzelten\u0101 automa\u0161\u012bna to dara \u0161eit. T\u0101d\u0113j\u0101di nedaudz pievienota autom\u0101tisk\u0101 bremz\u0113\u0161anas pal\u012bdz\u012bba, izmantojot m\u0101ksl\u012bgo intelektu, atviegloja cilv\u0113ku sadarb\u012bbu un sadarb\u012bbu \u0161aj\u0101 situ\u0101cij\u0101. Turkl\u0101t \u013caujot cilv\u0113kiem sazin\u0101ties t\u0101l\u0101k, tas pal\u012bdz vi\u0146iem veikt savstarp\u0113jas concessions autom\u0101tisk\u0101s bremz\u0113\u0161anas apst\u0101k\u013cos. Savuk\u0101rt autom\u0101tisk\u0101 st\u016br\u0113\u0161anas pal\u012bdz\u012bba, kur automa\u0161\u012bna vienk\u0101r\u0161i novirz\u012bj\u0101s, piln\u012bb\u0101 kav\u0113ja savstarp\u0113j\u0101s izsnieg\u0161anas par\u0101d\u012b\u0161anos starp cilv\u0113kiem, lab\u0101 pa\u0161intereses maksimiz\u0101cijas lab\u0101. Cilv\u0113ki vienk\u0101r\u0161i atteic\u0101s no savas mor\u0101l\u0101s risin\u0101\u0161anas. Vi\u0146i vairs neiespringst. Vi\u0146i \u013cauj ma\u0161\u012bnai atk\u0101rtoti novirz\u012bties, un vi\u0146i padodas, labi? T\u0101d\u0113j\u0101di visas iek\u0161\u0113j\u0101s \u0113tisk\u0101s sp\u0113jas, kas cilv\u0113kiem bija, tagad ir izn\u012bcin\u0101tas, pievienojot m\u0101ksl\u012bgo intelektu autom\u0101tisk\u0101s st\u016br\u0113\u0161anas apst\u0101k\u013cos, bet uzlabotas autom\u0101tisk\u0101s bremz\u0113\u0161anas apst\u0101k\u013cos. Un tas ar\u012b jums j\u0101piever uzman\u012bba. Jums vajadz\u0113tu dom\u0101t, ak, mans dievs, katrs mazais s\u012bkums, ko m\u0113s dar\u0101m, programm\u0113jot \u0161os AI a\u0123entus, var\u0113tu rad\u012bt labus vai sliktus efektus uz cilv\u0113ku dabiskaj\u0101m tendenc\u0113m.<\/p>\n\n<p class=\"wp-block-paragraph\">Cilv\u0113ku sp\u0113jas sadarboties un gaid\u012bt savu k\u0101rtu, k\u0101 ar\u012b r\u012bkoties altruiski var nov\u0101jin\u0101ties, izraisot slikt\u0101kus kolekt\u012bvos un individu\u0101los rezult\u0101tus beig\u0101s. [00:34:46] Un paties\u012bb\u0101, \u012bsi sakot, m\u0101ksl\u012bgais intelekts var novest pie t\u0101das veida mor\u0101las inert\u012bbas. (..) L\u016bk, viens p\u0113d\u0113jais piem\u0113rs ilgsto\u0161\u0101m izmai\u0146\u0101m p\u0113c saskarsmes ar AI hibr\u012bdsist\u0113m\u0101s. Tas ir ar\u012b piem\u0113rs tam, k\u0101 AI kl\u0101tb\u016btne var main\u012bt cilv\u0113ku savstarp\u0113j\u0101s attiec\u012bbas, pat p\u0113c tam, kad AI vairs nav iesaist\u012bts \u0161aj\u0101s attiec\u012bb\u0101s. T\u0101tad 2016. gad\u0101 DeepMind izstr\u0101d\u0101ja AlphaGo, un taj\u0101 pa\u0161\u0101 gad\u0101 \u0161is AI a\u0123ents sp\u0113l\u0113ja pret Lee Sedol, izcilu pasaules \u010dempionu no Korejas.<\/p>\n\n<p class=\"wp-block-paragraph\">Es skat\u012bjos ma\u010du. Es neprotu sp\u0113l\u0113t Go, bet atz\u012bstu, ka tas ir br\u012bni\u0161\u0137\u012bga sp\u0113le. Mans d\u0113ls sp\u0113l\u0113 Go. (.) Un es patie\u0161\u0101m akcent\u0113ju Lee Sedol. Lee Sedol ir k\u0101 varonis Korej\u0101, t\u0101pat k\u0101 mums b\u016btu lielie sportisti m\u016bsu Wheaties kast\u012bt\u0113s un taml\u012bdz\u012bgi. Vi\u0146\u0161 att\u0113lots uz maziem n\u016bde\u013cu iepakojumiem un uz p\u0101rsl\u0101m. Man \u0161\u0137iet br\u012bni\u0161\u0137\u012bgi, ka Korej\u0101 k\u0101ds gudrs nerds k\u0101 es tiek uztverts k\u0101 svar\u012bga persona, labi? T\u0101tad vi\u0146\u0161 ir \u013coti popul\u0101rs Korej\u0101. Un vi\u0146\u0161 n\u0101k klaj\u0101 pirmajam ma\u010dam, un vi\u0146\u0161 ir p\u0101r\u0101k pa\u0161p\u0101rliecin\u0101ts. [00:35:47] Es varu pateikt, ka vi\u0146\u0161 ir p\u0101r\u0101k pa\u0161p\u0101rliecin\u0101ts. Un vi\u0146\u0161 zaud\u0113 ma\u0161\u012bnai, un tad vi\u0146\u0161 atvainojas saviem faniem. Vi\u0146\u0161 saka, man \u017e\u0113l. Tas ir pieci ma\u010di. Tas ir lab\u0101kie tr\u012bs no pieciem uzvar. Tad vi\u0146\u0161 sp\u0113l\u0113 otro sp\u0113li, un vi\u0146\u0161 atkal zaud\u0113. Un tagad vi\u0146\u0161 s\u0101k k\u013c\u016bt nopietns. Tad vi\u0146\u0161 sp\u0113l\u0113 tre\u0161o sp\u0113li, un vi\u0146\u0161 zaud\u0113. Vi\u0146\u0161 zaud\u0113jis sacens\u012bbu.<\/p>\n\n<p class=\"wp-block-paragraph\">Un j\u016bs var\u0113tu redz\u0113t skat\u012bt\u0101jus, un koment\u0113t\u0101ji apbr\u012bnoja ma\u0161\u012bnas sp\u0113jas sp\u0113l\u0113t Go, veicot \u0161os d\u012bvainos un skaistos g\u0101jienus, no kuriem da\u017ei tika v\u0113l\u0101k atkl\u0101ti, jo mums ir ieraksti, kas ir v\u0113sturiski t\u016bksto\u0161iem gadu atpaka\u013c par Go ma\u010diem, kas sp\u0113l\u0113ti \u0136\u012bnas imperatora ties\u0101. Un vi\u0146i var\u0113ja atrast, ak, Dievs, \u0161is ir viduslaiku g\u0101jiens, ko ma\u0161\u012bna izdar\u012bja. M\u0113s to nebij\u0101m redz\u0113ju\u0161i tik ilgi.<\/p>\n\n<p class=\"wp-block-paragraph\">Un tad Liza D\u0101la atgrie\u017eas ceturtaj\u0101 sp\u0113l\u0113, un vi\u0146\u0161 uzvar. (..) Un es raud\u0101ju. Es biju tik laim\u012bga. (..) Jo vi\u0146am bija ma\u0161\u012bna, tu zini, vi\u0146\u0161 bija atgriezies pie manas sugas, un vi\u0146\u0161 bija uzvar\u0113jis to nol\u0101d\u0113to ma\u0161\u012bnu. K\u0101 varon\u012bgi, es nevar\u0113ju saprast to pr\u0101ta jaudu, kas bija nepiecie\u0161ama, lai Liza D\u0101la to izdar\u012btu. [00:36:49] Es biju ekst\u0101tiska taj\u0101 br\u012bd\u012b, un tik lepna par vi\u0146u, ka vi\u0146\u0161 v\u0113l joproj\u0101m cent\u0101s, pat p\u0113c tam, kad bija zaud\u0113jis ma\u010du.<\/p>\n\n<p class=\"wp-block-paragraph\">Tagad interesanti ir tas, ka, kad p\u0113c intervijas Lisa Dahl teica, ka vi\u0146a sp\u0113les stils main\u012bj\u0101s p\u0113c sp\u0113les. T\u0101tad atkal m\u0101ksl\u012bgais intelekt pal\u012bdz cilv\u0113kiem pal\u012bdz\u0113t pa\u0161iem, vai ne? Vi\u0146\u0161 maina, k\u0101 sp\u0113l\u0113, pateicoties saskarei. Un turpm\u0101kie p\u0113t\u012bjumi, ko veica citi p\u0113tnieki, apl\u016bkoja profesion\u0101lus Go sp\u0113l\u0113t\u0101jus un nov\u0113rt\u0113ja vid\u0113jo l\u0113mumu kvalit\u0101ti. God\u012bgi sakot, Go ir noteikumi, kas \u013cauj nov\u0113rt\u0113t, cik laba ir gaita, un vid\u0113j\u0101 jaunums, piem\u0113ram, cik neparasta ir gaita. Un vi\u0146i atkl\u0101ja, ka, kad AlphaGo uzvar cilv\u0113ku pasaules \u010dempionu 2016. gad\u0101, vis\u0101 pasaul\u0113 Go sp\u0113l\u0113t\u0101ji s\u0101k veikt lab\u0101kas, inov\u0101cijas pilnas gaitas, vai ne? T\u0101tad visi cilv\u0113ki, kuri sp\u0113l\u0113 Go citam ar citu, ir main\u012bju\u0161ies, jo AlphaGo ir pievienots. M\u0101ksl\u012bgais intelekts pal\u012bdz cilv\u0113kiem pal\u012bdz\u0113t pa\u0161iem. T\u0101tad m\u0113s turpin\u0101m att\u012bst\u012bt savu darbu, lai izstr\u0101d\u0101tu un pievienotu vienk\u0101r\u0161as robotus \u0161\u012bm un cit\u0101m situ\u0101cij\u0101m, kas saist\u012btas ar soci\u0101l\u0101m dilem\u0101m un kolekt\u012bvo r\u012bc\u012bbu. [00:37:55] M\u0113s apl\u016bkojam, k\u0101 roboti var ietekm\u0113t koordin\u0101ciju, sadarb\u012bbu, komunik\u0101ciju, rado\u0161umu, uztic\u012bbu, navig\u0101ciju, dal\u012b\u0161anos un evaku\u0101ciju. Un m\u016bsu laboratorij\u0101 m\u0113s nepa\u013caujamies uz super gudru m\u0101ksl\u012bgo intelekti, piem\u0113ram, LLM vai AlphaGo, lai aizvietotu cilv\u0113ku kogn\u012bciju, bet gan uz mu\u013c\u0137\u012bgu m\u0101ksl\u012bgo intelektu, lai papildin\u0101tu cilv\u0113ku mijiedarb\u012bbu. M\u0113s nem\u0113\u0123in\u0101m izgudrot super gudru m\u0101ksl\u012bgo intelektu, lai aizst\u0101tu cilv\u0113ku kogn\u012bciju. M\u0113s izgudrojam mu\u013c\u0137\u012bgu m\u0101ksl\u012bgo intelektu, lai papildin\u0101tu cilv\u0113ku mijiedarb\u012bbu. Un m\u016bsu m\u0101ksl\u012bgais inteleks var b\u016bt mu\u013c\u0137\u012bgs, jo cilv\u0113ki ir gudri. M\u016bsu m\u0101ksl\u012bgais intelekts ir k\u0101 plat\u012bns, ko pievieno organisk\u0101s \u0137\u012bmijas reakcijai. Tas ir tikai katalizators. Viss, kas mums nepiecie\u0161ams, ir katalizators, lai pal\u012bdz\u0113tu cilv\u0113ku grupai b\u016bt lab\u0101kai.<\/p>\n\n<p class=\"wp-block-paragraph\">Un protams, ir svar\u012bgi atz\u012bt, ka reverss ar\u012b ir iesp\u0113jams. Soci\u0101l\u0101 m\u0101ksl\u012bg\u0101 inteli\u0123ence var tikt izmantota, lai kait\u0113tu grup\u0101m cilv\u0113ku. Bet m\u016bsu pieeja pied\u0101v\u0101 virkni citu tehnisku un konceptu\u0101lu priek\u0161roc\u012bbu. Pirmk\u0101rt, \u0161ie vienk\u0101r\u0161ie roboti ir saprotami un t\u0101d\u0113j\u0101di skaidri ilustr\u0113 pla\u0161\u0101kas varas un iesp\u0113jas. At\u0161\u0137ir\u012bb\u0101 no LLM, kas ir melna kaste un tu nezini, ko t\u0101 dara, es varu tev tie\u0161i pateikt, ko m\u016bsu robots dara. [00:38:58] Tas ir trok\u0161\u0146ains. Tas veic introductions. Tas p\u0101rs\u016bta zi\u0146as \u0161aj\u0101 \u013coti konkr\u0113taj\u0101 veid\u0101. Un, otrk\u0101rt, m\u016bsu kontrol\u0113tie robota eksperimenti var ar\u012b sniegt ieskatu, k\u0101 cilv\u0113ku uzved\u012bba var\u0113tu labv\u0113l\u012bgi main\u012bties. Citiem v\u0101rdiem sakot, es varu pa\u0146emt to no laboratorijas un varu m\u0101c\u012bt grupai cilv\u0113ku dar\u012bt to, ko dar\u012bja m\u016bsu roboti. Noteikt\u0101 veid\u0101, tev nav viegli m\u0101c\u012bt grupai cilv\u0113ku dar\u012bt to, ko \u0161eit dar\u012bja ChachiPT. M\u0113s nezin\u0101m, ko ChachiPT dara, bet tu zini, ko vi\u0146i dara m\u016bsu situ\u0101cij\u0101.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u0101tad, es v\u0113l\u0113tos nosl\u0113gt, \u0161\u012b ir mana p\u0113d\u0113j\u0101 slaids, ar metaforu. Apsveriet \u0161os divus objektus. Abi ir izgatavoti no oglek\u013ca. Ja j\u016bs \u0146emat oglek\u013ca atomus un savienojat tos vien\u0101 veid\u0101, j\u016bs ieg\u016bstat graf\u012btu, kas ir m\u012bksts un tum\u0161s. Ja j\u016bs savienojat tos cit\u0101 veid\u0101, j\u016bs ieg\u016bstat dimantu, kas ir ciets un caursp\u012bd\u012bgs. Un \u0161eit ir divas svar\u012bgas intelektu\u0101las idejas. Pirmk\u0101rt, \u0161\u012bs m\u012bkstuma, tumsas, ciet\u012bbas un caursp\u012bd\u012bguma \u012bpa\u0161\u012bbas nav oglek\u013ca atomu \u012bpa\u0161\u012bbas. T\u0101s ir oglek\u013ca atomu kolekcijas \u012bpa\u0161\u012bbas. Otrk\u0101rt, kuras \u012bpa\u0161\u012bbas j\u016bs ieg\u016bstat, ir atkar\u012bgs no t\u0101, k\u0101 j\u016bs savienojat oglek\u013ca atomus sav\u0101 starp\u0101. Ja j\u016bs \u0146emat tos pa\u0161us oglek\u013ca atomus un savienojat vien\u0101 veid\u0101, j\u016bs ieg\u016bstat vienu \u012bpa\u0161\u012bbu kopumu. [00:40:01] Ja j\u016bs savienojat cit\u0101 veid\u0101, j\u016bs ieg\u016bstat piln\u012bgi at\u0161\u0137ir\u012bgu \u012bpa\u0161\u012bbu kopumu. L\u012bdz\u012bgi, m\u016bsu savienojumu dabu ietekm\u0113 m\u016bsu soci\u0101lo grupu \u012bpa\u0161\u012bbas. Ties\u012bbas starp cilv\u0113kiem var padar\u012bt visu liel\u0101ku par da\u013cu kopumu. Jaunas \u012bpa\u0161\u012bbas, piem\u0113ram, sadarb\u012bba un vardarb\u012bba, novatorisms un produktivit\u0101te, uztic\u012bba un neuztic\u012bba, paties\u012bba un nepaties\u012bba, bag\u0101t\u012bba un nabadz\u012bba, vesel\u012bba un laime, var par\u0101d\u012bties un izplat\u012bties sakar\u0101 ar savienojumiem, sakar\u0101 ar sait\u0113m starp cilv\u0113kiem, un ne tikai t\u0101p\u0113c, ka tie ir pa\u0161i cilv\u0113ki. Faktiski m\u016bsu pieredze par pasauli ir atkar\u012bga no t\u012bklu strukt\u016bras un funkcijas ap mums tuvum\u0101 un t\u0101lum\u0101. Un m\u016bsu suga att\u012bst\u012bj\u0101s, lai t\u0101 b\u016btu. Un nevajadz\u0113tu m\u016bs p\u0101rsteigt, ka m\u0113s rea\u0123\u0113sim uz AI m\u016bsu vid\u016b. Paldies \u013coti daudz.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Nikolaus Christakis: [00:00:05] Labi, cilv\u0113ki ir iek\u013cauti soci\u0101lajos t\u012bklos, un \u0161ie t\u012bkli pak\u013caujas \u013coti specifiskiem matem\u0101tiskiem, biolo\u0123iskiem un soci\u0101liem principiem. Un arvien vair\u0101k m\u0113s pievienojam m\u0101ksl\u012bgo intelektu tie\u0161saistes a\u0123entu un fizisko robotu form\u0101, kas mijiedarbojas ar mums, it k\u0101 tie b\u016btu soci\u0101las b\u016btnes. Un \u0161ie a\u0123enti, kurus m\u0113s pievienosim saviem sist\u0113m\u0101m, sv\u0101rst\u0101s no bezvad\u012bt\u0101ju automa\u0161\u012bn\u0101m&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[616],"tags":[],"class_list":["post-3306","post","type-post","status-publish","format-standard","hentry","category-kultura-un-izglitiba"],"taxonomy_info":{"category":[{"value":616,"label":"Kult\u016bra &amp; Izgl\u012bt\u012bba"}]},"featured_image_src_large":false,"author_info":{"display_name":"BoltAdmin","author_link":"https:\/\/bolteuropa.com\/lv\/author\/boltadmin\/"},"comment_info":"","category_info":[{"term_id":616,"name":"Kult\u016bra &amp; Izgl\u012bt\u012bba","slug":"kultura-un-izglitiba","term_group":0,"term_taxonomy_id":616,"taxonomy":"category","description":"valoda, v\u0113sture, izgl\u012bt\u012bba, mediju prat\u012bba, kult\u016bras apmai\u0146a, universit\u0101tes, iniciat\u012bvas, publisk\u0101 filozofija, identit\u0101te un pilson\u012bba","parent":0,"count":2,"filter":"raw","cat_ID":616,"category_count":2,"category_description":"valoda, v\u0113sture, izgl\u012bt\u012bba, mediju prat\u012bba, kult\u016bras apmai\u0146a, universit\u0101tes, iniciat\u012bvas, publisk\u0101 filozofija, identit\u0101te un pilson\u012bba","cat_name":"Kult\u016bra &amp; Izgl\u012bt\u012bba","category_nicename":"kultura-un-izglitiba","category_parent":0}],"tag_info":false,"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/posts\/3306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/comments?post=3306"}],"version-history":[{"count":0,"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/posts\/3306\/revisions"}],"wp:attachment":[{"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/media?parent=3306"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/categories?post=3306"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bolteuropa.com\/lv\/wp-json\/wp\/v2\/tags?post=3306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}