Ingqondo ka-Stanford Grad Yaqala Ukubhufa ngesikhathi Sesidlo sasemini   Ngibone i-tweet ethokozisayo evela ku-Greg Isenberg izolo engimise endleleni yami.  Uchaze ukudla kwasemini nomfundi waseStanford oneminyaka engu-22 owayelokhu emile maphakathi nomusho, efuna amagama ayisisekelo. Akuwona amagama ayinkimbinkimbi noma i-jargon yemboni - silulumagama sansuku zonke. Isizathu?  I-grad yayincike kakhulu ku-ChatGPT eqeda imicabango yakhe kangangokuthi ingqondo yakhe yazizwa "ihamba kancane" ngaphandle kwayo.    Hhayi ngoba bekumangaza, kodwa ngoba ekugcineni ibeke amagama entweni ebengiyiqaphela yonke indawo kodwa engingakwazi ukuyisho. Lokho kubuka kwangishaya njengethani lezitini.  Cabanga ngalokhu kuqhubekela phambili:    , besiphikisana ngokuthi i-AI ingakwazi yini ukubhala imisho ehambisanayo. Eminyakeni emithathu edlule    , samangala ngekhono le-GPT-3 lokuqedela imicabango yethu. Eminyakeni emibili edlule    , saqala ukusebenzisa i-ChatGPT kuma-imeyili nemibiko. Ngonyaka odlule    Sibuka izimpawu zokuqala zalokho okwenzekayo lapho izingqondo zabantu ziqala ukukhipha inqubo yabo yokucabanga. Manje?  Futhi leyo grad yaseStanford?  Uyi-canary emayini yamalahle engqondo.  Lena akuyona nje enye indaba mayelana ne-AI eshintsha indlela esisebenza ngayo. Akukhona mayelana nokukhiqiza noma okuzenzakalelayo noma ikusasa lemisebenzi.  Lokhu kumayelana nokuthile okubaluleke kakhulu: indlela ubuchopho bethu obuzivumelanisa ngayo nezimo - noma mhlawumbe ukuzinikela - kubuhlakani bokwenziwa.  Emizuzwini embalwa ezayo, ngizokufaka phakathi kwalesi simo. Sizobheka:  Intengo efihliwe esiyikhokhelayo ngokucabanga okusizwa yi-AI  Lokhu kungawashintsha kanjani amandla engqondo esizukulwane sonke  Okuvezwa izinombolo mayelana nokuthembela kwethu okukhulayo  Esingakwenza ukuvikela ukuzimela kwethu kwengqondo  Kodwa okokuqala, udinga ukuqonda okuthile okubalulekile:  Senza isilingo esikhulu sokuqala sokwazi komuntu emlandweni, futhi akekho osayine ifomu lemvume.  Ingxenye esabisa kakhulu? Iningi lethu aliboni nokuthi siyingxenye yocwaningo. Simatasa kakhulu sicela i-AI ukuthi isisize sibhale ama-imeyili, sixazulule izinkinga, futhi siqedele imicabango yethu ukuze sibone ukuthi ishintsha kanjani indlela esicabanga ngayo lapho i-AI ingekho.   Futhi yilapho indaba yethu iqala khona ngempela...  Ngoba engakuthola lapho ngiqala ukunaka amaphethini ami okusebenzisa i-AI kwakungamangalisi nje - kwakwethusa. Kodwa ukuze siqonde ukuthi kungani, kudingeka sibheke ezinye izinombolo okungekho noyedwa wethu ozilandelelayo.  Izindleko Ezifihliwe Zokuncika Kwedijithali    Ngaqala ukulandelela njalo lapho ngithola usizo lokwenziwa. Ngemva kokubona i-tweet kaGreg, nganquma ukwenza okuthile okwakuzoshintsha indlela engangibubona ngayo ubuhlobo bami ne-AI unomphela.  Imiphumela yangishaqisa.  Ngeviki elilodwa nje:    Ukuqedwa kwe-37 AI kwama-imeyili ayisisekelo NgoMsombuluko:    Izicelo ezingama-42 zokukhetha amagama angcono ULwesibili:    Izikhathi ezingama-28 icela i-AI ukuthi "yenze lokhu kuzwakale kangcono" NgoLwesithathu:    imibuzo engu-51 mayelana nendlela yokuphendula imilayezo ULwesine:    Izikhathi ezingama-44 zokucela usizo lokuchaza imiqondo NgoLwesihlanu:  Lokho   lapho ngikhiphe khona inqubo yami yokucabanga.  izikhathi ezingu-202 ngesonto elilodwa Izikhathi ezingamakhulu amabili nambili lapho bengingaqinisa khona imisipha yami yengqondo kodwa ngakhetha ukulingana kwengqondo nokuthatha ikheshi esikhundleni sezitebhisi.  Futhi nansi ingxenye esabisa ngempela:  Ngizithatha njengomsebenzisi we-AI oqaphelayo.  Izibalo ze-Mental Atrophy   Ake sikubeke ngombono lokhu.  Cabanga ngenani lezinselelo zokuthola amagama obhekana nazo nsuku zonke. Lezo zikhathi ezincane lapho udinga ukucabanga ngegama elilungile, hlela umusho, noma uthuthukise umbono. Isilinganiso esilandelanayo sikubeka cishe ezimweni eziyi-100.    , uzixazulule ngokwakho, uqinisa izindlela ze-neural isikhathi ngasinye.   , ungase ukhiphe u-70 walezi zikhathi ku-ChatGPT. Ngaphambi kwe-AI Nge-AI    Ngaphezu konyaka, lokho kungu-25,550 ukuvivinya ingqondo okumbalwa. Kodwa izinombolo zikhuluma ingxenye yendaba kuphela. Yilokho okwenzeka ngaphakathi kwengqondo yakho phakathi nalezi zikhathi ezibalulekile. Yenza izibalo:  Uma uzama ukuthola igama elilungile, ingqondo yakho:    inethiwekhi yakho yamagama Yenza kusebenze    umongo nezincazelo Icabangela    ukuguquguquka kwemizwelo Ihlola    imithelela yamasiko Icubungula    ezinye izinketho Ikala  Lokho   kumsebenzi owodwa olula wokuthola amagama. Uma ukhiphela lokhu ku-AI, awugcini nje ukweqa umsebenzi owodwa wengqondo -  kungamazinga amahlanu okucubungula kwengqondo weqa wonke ama-neural Workout.  Iphethini Iyavela    Ngibuke le phethini yenzeka ngesikhathi sangempela lapho umkopishi omkhulu - othile   - echitha imizuzu engu-20 ecela i-ChatGPT ukuthi ithuthukise i-imeyili enemisho emibili eqenjini lakhe. Okuqala njengokulula ngokushesha kuba ukuncika. onolwazi lweminyaka engu-15  Cabanga ngalokho.  Umbhali oyingcweti, onobuchwepheshe obungaphezu kweminyaka eyishumi, wayengasathembi ikhono lakhe lokubhala imisho emibili.  Lokhu akusekona nje ngokubhala.   Futhi imiphumela isiqala ukubonakala yonke indawo lapho ngibheka khona. Kumayelana nokuthi kwenzekani ezingqondweni zethu lapho siyeka ukuzisebenzisa.  Engizokwabelana ngakho ngokulandelayo akukhona nje ukukhathazayo - kuwucingo oluvusa amadlingozi mayelana nezindlela ezine ezilimazayo lokhu kukhishwa kwengqondo okuklama kabusha izingqondo zethu, umsebenzi wethu, kanye nobudlelwano bethu.   Futhi uma usuwabonile la maphethini, awukwazi ukuwabona...  Imiphumela Emine Elimazayo    Hhayi ngoba kushaqisa, kodwa ngoba cishe uzowabona la maphethini kuwe nakwabanye abaseduze nawe. Engizokwabelana ngakho kungase kukwenze ungakhululeki.  Ngemva kwezinyanga zokubuka kanye nezingxoxo ezingenakubalwa nochwepheshe kuzo zonke izimboni, ngithole imiphumela elimazayo emine yokuthembela kwethu okukhulayo ku-AI.  Ngayinye yakhela phezu kwezinye, idala ukujiya okuya phansi okunzima kakhulu ukuphunyuka.  1. I-Confidence Spiral    Uyangabaza ukuthi okusalungiswa kwakho kokuqala kwanele, ngakho ucela i-AI ukuthi iyithuthukise. Inguqulo ye-AI izwakala ishelela, isezingeni eliphezulu.  Iqala ngobuqili. Ngakho ngokuzayo, ufinyelela ku-AI ngokushesha.  Kungakabiphi, awusebenzisi nje i-AI ukupholisha umsebenzi wakho - uyisebenzisela ukuqala umsebenzi wakho. Bese ucabanga ngomsebenzi wakho. Bese unquma ukuthi umsebenzi udinga ukwenziwa nhlobo.  Ngaso sonke isikhathi uma ulandela i-AI, ukuzethemba kwakho emakhonweni akho kucekela phansi kancane.  I-spiral iyaqina.  2. Intela Yokudala    Ungase ucabange ukuthi i-AI ithuthukisa ubuhlakani bakho ngokukunikeza imibono nemibono emisha.  Lapha kulapho izinto ziba nentshisekelo khona. Kodwa kukhona okunye okwenzekayo ngaphansi.  Imisipha yokucabanga yobuchopho bakho iba buthaka. Ukucabanga kwasekuqaleni kuba nzima. Uzithola usufanisa iphethini esikhundleni sokudala.   Izwi lakho eliyingqayizivele - leli olichithe iminyaka ulithuthukisa - liqala ukuzwakala njengokuxhumana kwawo wonke umuntu okuthuthukisiwe kwe-AI.  Akukhona nje ukuthi siya ngokuya sincipha.  Sesiya ngokuya singakwazi ukubona ubuhlakani bethu uma kwenzeka.  3. Ibhulokhi yokuFunda    Uma weqa umzabalazo okhiqizayo wokuthola izinto, uphuthelwa imininingwane evela ekuxazululeni izinkinga. Ikhono lakho lokufunda amakhono amasha ngaphandle kosizo liyehla. Lokhu kungase kube umphumela ocashile kunayo yonke.  Cabanga ngokufunda ukudlala insimbi yomculo. Ukukhungatheka kokushaya amanothi angalungile kuyingxenye yokuthuthukisa inkumbulo yemisipha.  Manje ake ucabange uma i-AI ingadlala inothi elihle ngaso sonke isikhathi uma udonsa kanzima. Ingabe uyoke ufunde ngempela ukudlala?    Futhi ungase ungaboni kuze kube yilapho udinga ukuma kuso. Isisekelo sokufunda esikhathini esizayo siwohloka ngaphansi kwezinyawo zakho.  4. Umthelela Wezenhlalakahle    Ingxoxo yesikhathi sangempela iba inselele kakhulu. Amakhono emvelo okucubungula ulimi ayehla. Ukuxhumana phakathi komuntu nomuntu kuzwakala kunzima. Yilapho ukwehla kwengqondo yomuntu siqu kuba inkinga ehlangene.    Abantu bayazabalaza ukuthola amagama ngaphandle kwabasizi babo be-AI. Athi ukuma kancane phakathi nomusho, afinyelele amafoni angekho.  Ngikubona emihlanganweni. Ukuxhumana okuyiqiniso kuhlupheka ngezindlela esiqala ukuziqonda.  Izindleko Ezihlangene  Kwenzekani lapho isizukulwane sonke sikhula nala maphethini? Lapho abafundi bengalokothi bafunde ukubhala ngaphandle kosizo lwe-AI? Lapho ochwepheshe bengalokothi bahlakulele ukuzethemba emakhonweni abo angasizwanga?    Ngaphandle kwalapho... Sesizokuthola.    Kodwa kudinga okuthile iningi lethu ebelikade lingakwenzi:  Kukhona indlela yokugcina ukuzimela kwethu kwengqondo kuyilapho sisazuza emandleni e-AI. ukungenelela ngokuqaphela emaphethini ethu okuqonda.  Futhi yilokho kanye engizokukhombisa khona ngokulandelayo...  Ukuthola Indlela Yethu Emuva    Ungafani naye. Udinga ukwenza isinqumo esizoshintsha ubudlelwano bakho ne-AI unomphela.   - ngokuzivocavoca ngenhloso, izikhathi zokuphumula, kanye nohlelo lokuqeqeshwa. Uyakhumbula lowo mfundi othweswe iziqu eStanford engikhulume ngawo ekuqaleni? Udinga ukuqala ukuphatha ingqondo yakho njengoba umsubathi ephatha umzimba wakhe  Ngihlale phansi namhlanje ntambama futhi ngaqala ukwakha uhlelo. Akukhona mayelana nokulahla i-AI -  kumayelana nokugcina ukuzimela kwethu kwengqondo kuyilapho sisazuza emandleni e-AI.  I-Independence Framework  Kucabange njengomkhuba wokuzivocavoca kwengqondo yakho.  Ubungeke uvumele irobhothi ukuthi lenze zonke izivivinyo zakho zomzimba, pho kungani uvumela i-AI yenze zonke izingqondo zakho?   Nansi indlela esebenza ngayo:   1. I-Solo Zone  (Ekuseni)  Ubuchopho bakho busha kakhulu ekuseni.   Qala usuku lwakho ngemizuzu engama-30 yomsebenzi ongasizwa nhlobo: Yisebenzise.  Bhala okusalungiswa kwakho kokuqala  Xazulula izinkinga zakho zokuqala  Hlela usuku lwakho   Vumela ingqondo yakho isebenze ngamandla aphelele   2. Indawo Ethuthukisiwe  (Midday)  Manje i-AI isiphenduka indawo yakho, hhayi indawo yakho:  Yisebenzise ukuze ucwenge umsebenzi wakho owuqedile  Qinisekisa izixazululo zakho  Cabangela ezinye izindlela zokubheka izinto   Thuthukisa lokho osuvele ukudalile   3. Indawo Yokusheshisa  (Ntambama)  Kulapho i-AI iba nguzakwethu wokukhiqiza:  Phatha imisebenzi evamile  Fometha amadokhumenti  Ukwesekwa kocwaningo   Sheshisa, ungafaki esikhundleni  Ukwenza Kusebenze    Landelela yonke into. Njengoba nje ngenza ocwaningweni lwami lweviki lonke, gcina ilogi la: Nansi ingxenye ebalulekile:  Lapho ufinyelela ku-AI  Kungani ufinyelela ku-AI  Yini obungayenza ngokuzimela   Kwakunjani ukudlula ngaphandle kosizo  Ukuhamba Kwakho    Ngakho nakhu engifuna ukwenze njengamanje: Ulwazi ngaphandle kwesenzo luwukuzijabulisa nje.    Ingabe uzibhalele wena, noma i-AI yasiza? Bheka okusalungiswa kwakho kwe-imeyili kokugcina    Kukangaki ucela usizo lwe-AI ngezimpendulo? Hlola imilayezo yakho yakamuva    Uncike kuphi ku-AI ukuze ucabange? Buyekeza amaphrojekthi akho amanje  Bese wenza lokhu kuzibophezela:   Alukho usizo lwe-AI lwemizuzu yokuqala engama-30 yomsebenzi.   - kuwubufakazi bokuthi ingqondo yakho ivuselela amandla ayo. Ezinsukwini eziyisikhombisa ezilandelayo, qala ukusa ku-Solo Zone. Bhala phansi umshikashika  Khumbula, ingqondo yakho ayibhafa ngoba iphukile.   Futhi uthola ukunquma ukuthi lokho okuvamile kubukeka kanjani. Iyabhafa ngoba ijwayelana nokujwayelekile okusha.  Umbuzo wangempela akukona ukuthi i-AI izoba yingxenye yekusasa lethu yini - ukuthi sizohlala yini sinekhono lomcabango ocacile, ozimele lapho sikhetha ukuzicabangela thina.   Mhlawumbe yisikhathi sokuqinisekisa ukuthi singakwazi.  Ngoba lowo mfundi waseStanford? Angaba yinoma yimuphi phakathi kwethu eminyakeni embalwa.  Noma angaba isixwayiso esisisiza ukuba silondoloze ukuzimela kwethu kwengqondo ngaphambi kokwephuza.  Ukuzikhethela kungokwakho.  Uzokwenzani ngomcabango wakho olandelayo?  Kuze kube yisonto elizayo,  Scott 

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