I tēnei mutunga wiki, i kai tahi māua ko tētahi hoa, nō nā tata nei ia i whānau ai hei matua tāne.
He tangata harikoa ia, engari i a māua e kōrero ana, ka whakapūha ohorere ia, ka mea mai ki ahau, "Ko tāku e tino wehi nei ehara i te mea kāore taku tamaiti e uru ki tētahi whare wānanga pai, engari i muri i tana ako kaha mō ngā tau neke atu i te 20, ka mutu ia hei wāhanga ka taea te wetewete me te whakakapi i ngā wā katoa."
I ohorere ahau mō tētahi wā poto.
He ahua kino te ahua o tēnei, engari ki te mea koe he hē, te āhua nei kāore e taea te kimi hapa.
I muri i tana kupu, ka mōhio ahau ki tētahi mea tino nui.
Ki te mea he hua te tangata, ka taea e tātou te whakarōpū i a rātou ki ngā hua paerewa me ngā hua kore paerewa.
Ki taku whakaaro he mea tika kia whakarongo pai ngā kaimahi katoa me ngā mātua katoa ki tēnei tikanga whakarōpū.
He ngāwari te mārama ki ngā hua paerewa.
He nui te mākete, he kaha te tono, ā, ka mahia te whakaputanga i roto i ngā puranga me te tuku i te raina huihuinga.
Kaiutuutu moni, kaihōtaka hōtaka iti, kaihoahoa whakairoiro iti, kaitatau kaute iti, ngā mahi hokohoko ipurangi taketake – he hua paerewa katoa ēnei tūranga.
Kei tēnei tūranga koe, kua tīpakohia mai koe i roto i te puna kotahi me te rau tāngata rite tonu ki a koe.
Hokona te mea iti te utu, te mea māmā hoki ki te whakamahi.
Mō ngā kamupene, kāore he rerekētanga o te taranata paerewa i te niho o te mīhini.
Ki te waikura te tīwiri, wetekina, whakakapia, ā, ka haere tonu te mīhini.
Ā, kua kite koe i tēnei ngaru o te AI , ko te mea tuatahi ka pāngia ko te rāngai hua paerewa?
Kua tangohia e ngā utunga ratonga-whaiaro tetahi wāhanga nui o te kāwai hua paerewa e whakamahia ana e ngā kaiutuutu.
I te putanga mai o ngā hangarau pēnei i a Copilot me Claude Code, he maha ngā kaihōtaka tauhou e tuhi ana i ngā mahi CRUD taketake kua tino whakaitihia te kawenga mahi.
Mō te hoahoa whakairoiro, ina whakarewahia a Midjourney, ka tino heke ngā utu mō ngā kaihoahoa whakairoiro taitamariki e whakaputa ana i ngā whakaahua nui.
Ko wai ka taea e koe te tautohetohe mō tēnei?
He mea tēnei hei mōhio māu. Kāore au e kī ana ka ngaro atu ēnei tūranga āpōpō; ehara tēnā i te mea e kīia ana e au.
Ko tāku e hiahia ana ki te kī, kua panaia e te AI te tuanui o ngā hua paerewa ki raro rawa atu.
Ko te raru nui o ngā hua paerewa ehara i te kaha e hiahiatia ana, engari ko te kore o te utu nui.
Ki te whakaputa koe i tētahi hua paerewa, kāore i a koe te mana ki te whakatakoto i ōu ake utu.
Nā te mea he maha rawa ngā huarahi kē atu.
Ina nui ake te tuku i te tono, ka whakatauhia te utu e te kaihoko.
He tikanga noa tēnei, ā, he momo tikanga noa tino nanakia.
Ka tino kitea hoki tēnei tikanga wehewehe i te wā e kimi tāngata ana.
Whakaarohia kei te uiuitia koe mō tētahi tūranga hanga ihirangi, ā, e rua āu kaitono e āhua rite ana ā rāua CV. He mātauranga ōkawa ō rāua, e mōhio ana ki te tuhi ihirangi, ā, he wheako ki ngā kaute.
Engari ina kōrero koe ki a rātou, ka kōrero noa tētahi o rātou mō "te maha o ngā tuhinga kua tuhia e au" me "te maha o ngā tirohanga kua kitea e au," ko tētahi ia ka kōrero noa he aha i horapa ai tētahi kaupapa, he aha ngā momo kare ā-roto kei muri, me te wā me whakaputa kia nui ai te hunga toro.
Mārama ko wai taku e hiahia ana.
Ko te tuarua taku e hiahia ana, ahakoa kāore i te tino ataahua te tuhi pērā i te tuatahi.
Nā te mea he hua paerewa te tuatahi.
Tērā pea ka whakakapia ia e te kotahi rau tāngata he rite tonu ki a ia.
Tuarua, kua tīmata kē ia ki te whakawhanake mārire i tētahi atu pūkenga: he māramatanga ki te āhua o te tangata.
Ko te mea i tino ohorere ai ahau, i taku kitenga ohorere, i a au e whiriwhiri ana i te tangata, ehara i te mea ko ngā hua noa taku e whiriwhiri ana; engari e peti ana ahau ko wai ka taea te waihanga i tētahi mea kāore e taea e ētahi atu.
Nō reira, e mārama ana ahau ki te mataku o te pāpā kei noho tana tamaiti hei wāhanga tāpui.
Me aha tātou i reira?
He rite noa rānei te ora o te tangata noa ki te niho o te mīhini ka taea te whakakapi i ngā wā katoa?
Ko te rongo pai, kāore.
E tino whakapono ana ahau he whānui ake, he māmā ake hoki tēnei ara i tā te tangata e whakaaro nei.
Ki te tāpiri noa koe i tētahi atu pūkenga ki tō mahi toi o nāianei, ahakoa kotahi noa iho, ā, ka whakakotahi i taua pūkenga ki ō pūkenga taketake, kāore koe e waiho hei hua paerewa.
Kua riro koe hei tino rangatira.
Ehara tēnei i te kōrero noa iho; me whakamārama e au te take.
I kite koe kāore te 1 tāpirihia te 1 i konei e ōrite ana ki te 2?
Kei ngā wāhi katoa te hunga ka taea te tuhi waehere.
He tokomaha te hunga e mārama ana ki ngā mahi toi.
Engari he tino onge te kitea o tētahi tangata ka taea te tuhi waehere me te mārama ki ngā mahi whakahaere i te mākete.
Ko te koretake te pūtake o te utu nui.
Ehara i te mea he huinga noa iho o ngā wāhanga e rua, arā, ko te "waehere" me te "mahi", te mea i hangaia e rātou, engari he mea hou, he mea kāore e taea e te tangata kotahi te whakarato.
E mōhio ana te waehere e tuhia ana e ia ko tēhea whāinga tipu e tika ana kia tutuki.
Nā ōna wheako mahi, ka mārama ia ki ngā āhuatanga ka taea te whakamahi i runga i te hangarau, me ngā āhuatanga he wawata noa iho.
Kāore e taea e ngā kamupene te whakaaro ki tēnei momo tangata me te "whakakapi i tētahi tīwiri".
Nā te mea kāore i kitea e mātou tētahi atu i rite tonu.
Nō reira, ko te whakaaro o te whakaemi pūkenga, i te mutunga, ehara i te mea kia kaha ake tō mahi kia noho hei hua paerewa, engari kia peke atu koe i taua puna hua paerewa.
Whai muri i tēnei, ka whakarārangihia e au ētahi huinga kua kitea e au i tōku taha, ā, ki taku whakaaro he tino auaha ia huinga.
He kaihōtaka e mārama ana ki ngā mahi whakahaere.
He hoa tōku, he tangata pēnei tōna āhua.
Ahakoa ehara ia i te tangata tino pūkenga hangarau, he hinengaro hua tōna, ā, he ngākau nui ki te tipu. Ka taea e te rangatira te kite tonu i te huarahi e anga atu ana tana mahi ki te whakaputa moni.
Kāore e taea e tēnei momo tangata te whakataetae ki te hunga hangarau noa iho mō te utu, engari ka ngāwari noa iho tana hinga i te nuinga o te hunga i roto i te tūranga hangarau me te tūranga pakihi.
Ngā mahi e mārama ana ki ngā āhuatanga ataahua.
Kāore ngā mahi o ēnei rā e taea te whakatutuki mā te tuku noa i ngā kōrero ki ngā pāpāho pāpori.
Kāore he uara o te kaiwhakahaere mahi e mōhio ana ki te tahora, te whakarerekē tae, te hopu whakaahua, me te whakatika ki te titiro a te rangatira, ki te whakaritea ki te kaiwhakahaere mahi e tuhi tuhinga anake ana.
Ina whakakotahihia te ataahua me te mahi, ka tino teitei rawa te utu.
He kaihoahoa whakairoiro e mārama ana ki ngā mahi hokohoko.
I whakaaro ahau i mua ko ngā kaihoahoa whakairoiro ka tango noa i ngā whakaritenga, ka hanga whakaahua.
Nō muri mai, ka tūtaki ahau ki tētahi hoa e mahi ana i te hokohoko ipurangi. I mōhio ia ki te hoko taonga, nō reira i mōhio ia me akiaki ia whakaahua e tukuna ana e ia ki ngā kaiwhakamahi kia pāwhiri.
Kāore ia i te hoahoa; i te hoahoa ia hei whakaoti i te mahi.
Kāore e taea e ngā kaihoahoa whakairoiro anake te whakarato i tēnei taumata māramatanga.
He tohunga hangarau e kōrero ana i tētahi reo ke.
Kāore i te tino miharo, tika?
Engari e mōhio ana koe ki te rongonui o ngā mahi ki tāwāhi i tēnei wā? Ka taea e ngā kaimahi puru e mōhio ana ki te kōrero i tētahi reo ke, ā, he pai ki te mahi ā-ringa te whiwhi moni nui atu i ō rātou hoa mahi i Haina i ngā papa hangahanga i te Tonga-mā-rāwhiti o Āhia me te Waenganui Rawhiti.
Nā te reo me ngā pūkenga i kawe tika te tangata ki tētahi atu mākete.
He tini ngā tohunga mahi e matatau ana ki te whakamahi i te AI.
Me tīpakohia tēnei e au nā te mea koinei te mea tino kaha, ā, koinei hoki te mea tino whai pānga ki taku mahi.
Kei te mahi ahau i te mara o te AI, nō reira e mōhio ana ahau ki ngā huringa kua puta i tēnei tau.
Ka taea e te kaiwhakahaere e taea te whakahaere aunoa i ngā mahi auau mā te whakamahi i a Claude Code, me te kaiwhakahaere e mahi ā-ringa ana i ngā mea katoa, te whakaputa putanga kia maha ngā wā ka nui ake.
Kāore te tohunga whakahaere e mōhio ana ki te whakamahi i a Deepersearch mō te tātari ahumahi i te taumata kotahi ki te tangata e whakawhirinaki ana ki ngā miihini rapu.
Kāore te AI i konei hei whakakapi i a koe; kei konei hei āwhina i te hunga e hiahia ana ki te ako.
Ki te mau tonu tō whakaaro he tūmomo mōrearea tēnei, tērā pea ka tangohia taua kāri e tētahi atu.
Ehara ia huinga i te mea hou rawa atu, engari ina huihuia ngātahitia, ka hanga he awaawa e kore e taea te whakakapi e tetahi atu.
Pērā i taku mahi i tēnei rā.
I tonoa e au tā mātou tīma kia keri i ā mātou ake raraunga ihirangi mai i te ipurangi, kia rongoatia ki roto i ngā Ripanga Maha-ira a Lark, kātahi ka whakamahi i te AI hei mahi tātari tika.
I ngā wā o mua, ko tēnei momo mahi me kimi i tētahi kaitātari raraunga e mōhio ana ki te Python, me tētahi kaimahi whakahaere e mōhio ana ki te whakamārama raraunga, ā, e toru ngā rā e mahi ai rāua ki taua mahi.
Ināianei, ka taea e tētahi hoa mahi noa e mōhio ana ki ngā ripanga tātai me te AI te whakaoti i te mahi i roto i te ahiahi kotahi.
Titiro mai, ehara tēnei ariā o te paparanga i te whakaaro tawhiti; e tupu ana i ia rā, i ia rā i roto i te mahi tūturu.
I a au e kōrero ana mō tēnei, ka mahara ahau ki tētahi rōpū hoa e mōhiotia ana e au e mahi ana i ngā pāpāho pāpori e pā ana ki te kai.
He tokomaha o rātou e whiwhi miriona i te tau.
Ki tō whakaaro he tino pai rātou ki te tunu kai?
Ehara i te mea.
Kua āta mātakitaki ahau i a rātou, ā, ko te nuinga o rātou he kaiwhakaahua, he mōhio ki te tunu kai.
Ko ētahi o rātou he kaiwhakaahua i mua, engari i muri mai ka whakaaro kāore he mea whakamere te tango whakaahua noa i ētahi atu, nō reira ka tīmata rātou ki te tunu kai me te tango whakaahua i a rātou anō, ā, ka mutu ka rongonui rātou.
Ko ētahi o rātou he tohunga ki te tito waiata me te rama; he huarahi noa iho te tunu kai mā rātou.
He hua paerewa ngā kaiwhakaahua, ā, he hua paerewa anō hoki ngā pūkenga tunu kai mēnā ka whakaarohia noa iho ēnei hei pūkenga o ia rā. Engari, ki te taea e te kaiwhakaahua te tunu kai me te tāpiri i tētahi pā o te whakangā i mua i te kāmera, ka huri tēnei huinga hei hua kāore i te paerewa ka taea te whiwhi miriona tāra i te tau.
I ētahi wā ka whakaaro ahau ko te tangata e kiriata ana i te ataata he taitama noa iho i puta i te whare wānanga tuarua, e whakatū ana i tētahi whakaata i roto i tana rūma reti, e amuamu ana kāore i hopukina e ia te wā o te pahūtanga o te puna wai mō te 18 o ngā wā, me te whakaaro anō hoki mēnā ka taea e ia te whakanui ake i tana whakamahinga raraunga i tēnei marama.
Kāore ia i whakaaro ka ranea āna pūkenga tunu kai hei oranga mōna, engari mā te whakakotahi i ngā pūkenga e rua, ka kitea e ia he ara whānui ake i te ao.
He nui ake te whai hua o tēnei momo kōrero i tētahi atu kōrero whakahihiko.
Nā, ko tēhea momo tangata e tino tika ana hei hua kore-paerewa?
Kaimahi toi, kaiwhakahaere pakihi, kaihoko matua, miihini matua, kaiwhakahaere hua, kaihōtaka matua, kaiwhakahaere auaha, kaihoahoa taketake, kaitatau matua, kaiwhakahaere whakahaere.
Ko te mea e rite ana ki ēnei tāngata, kāore e taea te whakakapi i a rātou i roto i ā rātou ake mara.
Kāore rātou i whakawhirinaki ki tētahi pūkenga kotahi, engari ki te whakapau kaha mō te wā roa ki te keri i tētahi awaawa hōhonu, whānui hoki.
Engari ki te pono, he uaua tēnei ara.
He tino uaua.
E hiahia ana te wā, te waimarie, te whakapau kaha ki te mahi i tētahi mea, ā, he maha ngā wā he iti te taranata.
Ka uaua ki te nuinga o te tangata, tae atu ki ahau, te tae ki taua tūranga mā te whakawhirinaki anake ki tēnei ara kotahi.
E tino mōhio ana ahau ka tautohe ētahi o ōku hoa he hē ki ahau te arotahi ki te mahi i tētahi mea ki te taumata teitei rawa.
行。
Ae rā.
Engari whakaarohia, e hia ngā tau kua pahure i muri i taua rōpū iti o te iwi kua eke ki te taumata teitei o te hiranga?
Ko te nuinga o te iwi kāore i a rātou ngā rauemi, kāore hoki i te waimarie ki te akiaki i a rātou ki taua ara; tera pea ka ngenge rawa rātou, ā, e kore tonu e tae ki tā rātou whainga.
Nō reira i whakaaro ahau, kaua te iwi noa e aro noa ki te hua mutunga o ngā hua kore-paerewa, kātahi ka tīmata te whakatinana.
He pari rawa taua ara.
Me tango tātou i te ara māmā ake, te momo tuarua i kōrerotia e au i mua ake nei: te whakarārangi pūkenga.
Me kōrero atu e au tētahi mea mai i te hohonu o tōku ngākau: ehara te kohikohi pūkenga i te mea ka taea te whakatutuki mā te takoto noa.
E hiahia ana kia ako koe i taua kaupapa tuarua.
Kāore e taea e koe te whakaaro kua mōhio koe mā te mātakitaki noa i ētahi ataata poto. Me whai wāhi koe, me whakamahi, me te whakakoi i ō pūkenga i roto i ngā āhuatanga o te ao tūturu.
Pērā i ahau anō, he tino mārō rawa taku mahi i te tīmatanga o aku tau ki te waihanga ihirangi AI.
I te putanga mai o te taputapu hou, i tino pōhēhē ahau. I titiro kau ahau ki te atanga, me te whakaaro, "He aha rawa tēnei inaianei?"
Engari kātahi ka kitea e au tētahi mea: he rerekē rawa te hunga e pai ana ki te whakapau i te wā ki te tūhura i ngā mea hou i te hunga e noho tonu ana i te wāhi kotahi i muri i ngā marama e ono, i te tau rānei.
Tērā pea he āhua mārō i te tīmatanga, ā, he roa ake te wā i te mahi ā-ringa.
Engari i muri i ētahi wiki o te mahi auau, ka kitea e koe kei te penapena koe i te wā.
Kei ahau te mana ki te kōrero mō tēnei, nā te mea ko au te tangata i whai wāhi nui ki te tukanga.
Me hoki tāua ki taua hoa mai i te tīmatanga.
Ko tāna e manukanuka nei, kei rite ngā tamariki ki ngā wāhanga tāpui.
Ko tāku e hiahia ana ki te kī atu ki a ia, kaua e manukanuka noa iho.
Engari kaua e manukanuka kei huri tō tamaiti hei hua paerewa, me whakamōhio ia i tētahi mea mai i te tīmatanga: ko te mea tino whai hua o tēnei ao ehara i te mea kotahi noa iho ō pūkenga e mōhiotia ana e te miriona tāngata, engari ko te taea e koe te whakakotahi i ngā pūkenga maha.
Ae, me whakaae ahau kāore āku tamariki, ā, ko taku i kōrero ake nei he whakaaro nōku i kohikohi mai i aku kitenga i ngā tau kua pahure.
Kāore pea i te tika, engari ki taku whakaaro he mea tika kia whakaarohia.
I a au e tuhituhi ana i tēnei, ka puta ake te whakaaro ki a Adam Smith.
Koinei te kaituhi o "The Wealth of Nations".
I whakaarohia e ia tētahi mea i ngā tau e rua rau ki muri: arā, te wehewehe i te mahi.
I mea ia mā te wehewehe i te hanga o te ngira kotahi ki roto i ngā tukanga neke atu i te tekau mā rua, me te whakahaere i te tukanga kotahi anake e ia tangata, ka taea te whakanui ake i te whai huatanga o te mahi i ngā rau wā.
Nō muri mai, ka whakatinanahia e Ford tētahi raina huihuinga, ka wāwāhia te hanga waka kia mano ngā kaupae, ko ia kaimahi e whakapau ana i tana mahi katoa ki te whakau i te momo tīwiri kotahi.
He tino teitei rawa te whai huatanga, engari i hurihia te tangata hei porotaka noa iho i roto i te mīhini.
Nā Smith i whakatō te purapura o te wehewehe mahi, ā, nā Ford i whakatipu hei ngahere.
Nā te ao ahumahi, i runga i tēnei ariā, i huri ai te tangata hei miihini o te tukanga whakaputa.
Ka iti ake ō pūkenga, ka nui ake hoki tō tohungatanga, ka māmā ake te whakakapi i a koe, nā te mea he iti te utu mō te whakakapinga.
Titiro mai, kua neke ake te arorau a te AI ki tēnei kaupapa.
He wāhanga mahi nui rawa atu tēnei, e tere haere ana te mahi a ngā hua paerewa.
Nā, me pēhea te iwi noa e taea ai te whawhai ki tēnei ia?
Kāore a Smith i whakahoki mai i tētahi whakautu, pērā anō hoki a Ford.
Engari ki taku whakaaro ko te whakaemi pūkenga he kāri ka taea e te tangata noa te pupuri i mua i tēnei mīhini nui.
Ka nui ake āu mahi, ka iti ake tō rite ki tētahi mīhini; ka nui ake tō rite ki tētahi e kore e taea te tārua e tetahi.
He wā tino pai tēnei, e hoa mā.
Hei whakamutunga, kotahi anake te mea e hiahia ana ahau ki te kī.
Kaua e wehi kei te huri koe i te mīhini i tēnei wā.
Haere, akohia tētahi atu pūkenga.
Kei roto i tōu ringa taua kāri.
Nā te mea kua pānuihia e koe tēnei tuhinga tae noa mai ki tēnei wā, ki te mea he whai hua ki a koe, tēnā koa, paihia, tohaina mai hoki. Ki te hiahia koe ki te whiwhi whakahōutanga i te tuatahi, ka taea hoki e koe te whai i ahau! ⭐
Ngā mihi nui ki a koe mō te pānui i taku tuhinga. Kia kite anō tātou i te wā e whai ake nei.
Ko te tumanako, ka whai hua ki a koe te tuhinga "Breakthrough Tool! Skill Stacking for a Comeback: Master This Second Skill and Double Your Value" i tohaina ki te blog a Chen Weiliang ( https://www.chenweiliang.com/ ).
Tukuna mai te hononga o tēnei tuhinga: https://www.chenweiliang.com/cwl-34657.html