He aha te AI i te tūturu (me ngā mea kāore ia)

Kua Panoni te AI i a Koewha e Matakitaki Ana

Kua rongo pea koe i te kī a ētahi, mā te mātauranga hangarau ka panoni ngā mea katoa. Tērā pea kua rongo hoki koe i ētahi e kī ana he āhua noa iho tēnei, kāore rānei e taea e ia te mahi i tētahi mea tino hou. Kua hē rāua ēnei tū ki te kaupapa matua, ā, mā te mārama ki ngā take ka āwhina i a koe ki te whakatau i ngā whakatau pai ake mō tō whakahaere.

Engari, he mea anō hei aro tuatahi: kua rerekē te AI ahakoa i te wā poto i kōrerotia ai e te tangata.

I tētahi tau ki muri, i te kī a te nuinga o te tangata i te "AI," he chatbot tā rātou i kī — he matapihi i tuhi ai koe i tētahi pātai, ā, ka whiwhi koe i tētahi whakautu. Ka pātai koe, ka whakautu ia. Koinei te whakawhitinga katoa. I ēnei rā, kua huri te pokapū taumaha. Ehara i te mea ko ngā chatbot anake e whakautu ana ngā pūnaha e tino kukume ana i te aro me te nui rawa o ngā haumi. He agent ēnei e mahi ana — te tuku pūrongo, te tuku rekoata, te tirotiro paetukutuku, te whakakī puka, te tuhi me te whakahaere waehere, te tuku karere.

Koinei te panoni tino nui hei mārama, ā, kei runga i tēnei ka hanga ake te toenga o tēnei tuhinga. Hei mārama ki te AI i ēnei rā, me wehewehe ō whakaaro ki ngā ariā e rua:

Te pūnaha — te tauira kei raro iho, te mea e whakaputa ana i te reo.
Te māngai — te pūnaha kua whakamahia ki te mahi, kua honoa kia taea ai e ia te mahi i ngā mahi i te ao mōu.

Kei te piki haere te kaha o te pūnaha. Engari, ko te panoni nui ake mō tētahi whakahaere e hāngai ana ki tētahi wāhi, ko ngā mea e hanga ana e te tangata ināianei ki te taha o te pūnaha. Me titiro tātou ki ia kotahi i ia wā. (Mēnā he kupu kāore koe i te mōhio i roto i tēnei raupapa — engine, agent, reasoning model, me ērā atu — kua whakamāramahia ki te reo māmā i te rārangi kupu.)

Te Pūnaha: He Mīhini e Matapae Ana

Anei te whakamārama tino māmā mō ngā mahi a te pūnaha: ka matapae ia i te kupu e whai ake nei.

Ka tuhi koe i tētahi karere ki tētahi chatbot, kāore te pūnaha e whakaaro ana ki tō pātai pēnei i a koe, i tō kaiwhakahaere rānei. Kei te mahi ia i tētahi mea tino mīhini ake. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — pukapuka, paetukutuku, kōrero, pepa pūtaiao, tuhinga ture, tohutao, pepa hauora, tautohetohe i runga i ngā pāpāho pāpori — ā, i puta ake i tēnei pānui katoa, kua ako ia i ngā tauira. Ka pātai koe ki a ia, ka waihanga ia i tētahi whakautu mā te matapae, kotahi kupu i ia wā, he aha te āhua o tētahi whakautu whai tikanga, i runga i ngā mea katoa kua kite ia i mua.

He tino whaihua tēnei. He pūnaha kua ngongo i ngā tauira o ngā piriona whārangi tuhinga, ā, ka āwhina i a koe ki te tuhi pūrongo ā-mahi, ki te whakarapopototanga o tētahi raraunga aroturuki roa, ki te whakautu i tētahi pātai mō ngā kōrero pono, ki te tūtohu rānei i ngā kupu hei whakamahi mō tētahi tono pūtea. He pūkenga tūturu ēnei, ā, ka whakaora i te wā tūturu.

Engari i tōna pūtake, kei te whakakōtui tauira te pūnaha i runga i tētahi taumata whakamīharo. Ko tērā kotahi te kōrero e whakamārama ana i ngā mea e tino pai ana ia ki a rātou, me ngā wā e hē huna ana ia — he take ka hoki mai anō mātou ki roto i tēnei raupapa, nā te mea mō ngā raraunga pūtaiao he nui ake te hiranga o te rerekētanga.

Ka taea e te Pūnaha te Whakaaroaro?

He pātai hōhonu ake e rangahaua ana e ngā kairangahau, ā, ko te whakautu mārama: kāore anō mātou kia mōhio.

I te wā i whakaputa ai ngā pūnaha AI tuatahi i ngā tuhinga tōtika, i tika kia kīia rātou he pūnaha taurite tauira matatau, ā, kia mutu i reira. Engari, he reanga hou o ngā pūnaha — e kīia nuitia ana he tauira "whakaaro" rānei "tāroaroa" — e mahi ana i tētahi mea rerekē. Kāore e whakautu tonu; ka whakawhiti i te raru i ngā hipanga, ka whakaputa i tētahi aho kitea o ngā whakaaro waenga i mua i tōna whakatau i tētahi whakautu. Ki te tukuna he raruraru uaua ake, ka roa ake tōna wā. He tino whakamīharo ngā hua: i te tau 2025, i whakatau e ngā pūnaha whakaaro nō ngā whare rangahau matua neke atu i te kotahi ngā raru nō te Whakataetae Pāngarau ā-Ao — tētahi o ngā whakataetae pāngarau tino uaua rawa atu i te ao — i te taumata e ōrite ana ki tētahi tangata i toa i te mētara koura.

Nō reira, he whakaaro tēnei, he tauira taurite matatau rawa kua whakapaipaihia kia rite ki te whakaaro?

E tino pōraruraru ana te rangahau, ā, kāore ngā tāngata whai whakaaro e whakaae. I tohe tētahi rangahau whai mana i te tau 2025, he wāhanga o ēnei pūnaha he "whakamarumaru o te whakaaro" — arā, ka hinga rātou ki ētahi raruraru i ngā huarahi kāore e mahia e tētahi kaiwhakaaro tūturu. He maha ngā whakautu pērā anō te taumaha i kī i te hē o tērā. Ko te whakatau tino āta o nāianei, ko ngā tauira whakaaro o ēnei rā ehara i te tangata e whakaaro pono ana, ehara hoki i te kākā noa iho — he mea tino hou ēnei kāore anō tātou kia tino mārama. Ko te hunga e kī ana ka taea rawa e te AI te whakaaro, kāore rānei e taea rawa, kei te whakakīkī i ngā taunakitanga.

He mea nui tētahi kitenga mō tō mahi, ā, he māmā ki te pānui hē, nō reira pānuitia kia tino tūpato. Ina whakaatu mai ēnei pūnaha i ā rātou "whakaaro", kāore taua mekameka e kitea ana e tino whakaata ana i ngā take i akiaki tūturu i te whakautu. Kua kitea anō e ngā kairangahau, i ngā wā maha, ka taea e te whakatau whakaaro e whakapuakihia ana e tētahi tauira te waiho i ngā tino awe i pā ki tōna whakatau — ehara i te mea nā te mea kāore te mīhini e pono ana i tētahi tikanga ā-tangata (kāore āna hiahia), engari nā te mea ko ngā kupu e whakaaturia ana ki a koe he tuhinga matapaetia anō, ehara i te pānui tūturu o tētahi tukanga o roto. Ko te hua whaihua: kāore e taea e koe te whakamana i te whakatau a te AI mā te pānui noa i te whakamārama e tukuna ana e ia mōna anō — ā, mō tētahi whakahaere e whakamahia ana ngā raraunga hei taunakitanga, koia tonu te take me tirotiro e te whakahaere te utu ki ōu pūrongo tūturu, kaua e whakawhirinaki ki te pūrongo-a-AI. Ka hoki anō tātou ki tēnei i te Tuhinga 3.

Ko tā mātou e kī nei, he pērā: he tino tere te ahunga whakamua. I ngā tau ruarua ki muri, he tino uaua ki ēnei pūnaha te whakakotahi i ngā rerenga kōrero kia mārama. I tēnei rā, ka tuhi rātou i ngā tuhinga, ka angitu i ngā whakamātautau ngaio, ka waihanga waehere rorohiko e mahi ana, ā, kei te piki haere te whakahaere i te ao, kaua e whakamārama noa i taua ao. Ka kawea mai e ngā tau e whai ake nei he pūkenga nui ake anō.

"Kāore e Taea e te AI te Mahi Hou" — Kei runga i tāu e Kīia nei ko te "Hou"

Ko te hunga e whakakahore ana i te AI mā te kī kāore e taea e ia te waihanga i tētahi mea taketake, e whakaputa ana i tētahi kōrero e tika ana i tētahi horopaki whaiti, engari he whakapohehe whānui.

Kāore e taea e tētahi pūnaha te whakaputa i tētahi ariā nō tōna ake wheako. Kāore anō ia kia tū ki tētahi repo i te ata, e tatau ana i ngā manu e hīkoi ana i te wai. Kāore anō kia rongo i te taumaha o tētahi whakataunga mō te urutau ki tētahi taupori e heke ana. Kāore e taea e ia te mārama he aha te take i hira ai tētahi raraunga toru tekau tau o ngā rekoata whakatipu — ka taea noa e ia te whakahoki i ngā tauira e ōrite ana ā-tauanga ki te mōhio. I taua horopaki, he whakakotahitanga anō o ngā rauemi i ngongo ai ia i te wā whakangungu, ngā mea katoa e whakaputaina ana e ia.

Engari, me whakaaro he aha te tikanga o te kupu "whakakotahitanga" i tēnei taumata. Kāore he kairangahau taiao kotahi i pānui i ngā tuhinga katoa kua arotakaina e ōna hoa mō te hononga o ngā wāhi noho, ia pūrongo aroturuki tūao nō ngā rau tau kua pahure, ia ture mō ngā wāhi tiakina, me ia mahere whakahaere nō ia whakahaere tiaki taiao i Uropi. Ka hono te AI i te ariā whakahaere rawa tūmatanui me ngā tuhinga hou rawa o te kitenga mamao, he hononga tūturu hou tēnei ki tētahi tangata takitahi, ahakoa i noho wehe ngā ariā e rua i mua. Ka kitea e tētahi kai-āhuarangi ā-waho kua pānui i a Ostrom engari kāore i pānui i ngā mahi kitenga mamao, he mea whakamārama te whakakotahitanga; ā, ka kitea e tētahi tohunga kitenga mamao kāore i pānui i a Ostrom he mea whakamārama mai i tētahi atu taha. Ehara i te mea hou ngā pūtau, engari ko ngā ngota.

Nō reira, he pono te kī 'kāore he mea hou ka taea e te AI' i te taumata o te whakaputa, ā, he hē i te taumata o te whakakotahitanga. He mea nui ngā mea e rua, ā, kia tino anga ki tēnei hangarau, me mau tonu ki ngā mea e rua.

Mai i te Whakautu ki te Mahi: Te Ājenti

Ināianei, ki te panoni e tino hira ana mō tō whakahaere.

I te nuinga o te wā o ngā chatbot, ko te kino rawa ka taea e tētahi AI te mahi tika, ko te hoatu i tētahi whakautu kino ki a koe. Kāore te kino i puta mēnā kāore tētahi tangata i mahi i runga i taua mea — i tuku i te tauanga hē, i whakawhirinaki ki te ahunga kua whakapaipaihia, i tuku whakamua i te kerēme kāore i whakamanahia. I reira tonu tētahi tangata i waenga i te mīhini me te hua.

Ka tango te māngai i taua tangata i te porowhita, mā te hoahoa.

He pū motuka te māngai AI kua kapi i tētahi mea e kīia ana e ngā kairangahau ko te "scaffolding" — he mahara kia taea ai e ia te whai i tētahi mahi, he uru ki tētahi pūtirotiro paetukutuku, te āhei ki te whakamahi i ngā taputapu pūmanawa me ētahi atu hōtaka, me tētahi whāinga ka hoatu e koe ki a ia i roto i te reo mārama. Mā taua anga tautoko, ka taea e te pūnaha te whai i te whāinga i roto i ngā hikoinga maha me te iti ake o te ārahitanga: ka taea e ia te rapu, te whakatau, te mahi, te tirotiro i te hua, ā, ka mahi anō. Ka whakautu tētahi chatbot. Ka mahi tētahi māngai.

Koia nei te take i rongo ai te AI he rerekē, ahakoa kāore ngā pūnaha kei raro i te paninga i huri i te pō kotahi. Ko te mea hou he nuinga ake te paninga. Ka wehewehea e te umanga ngā mea e rua i runga i te whakaaro: ko te pūnaha e whakarato ana i te āheinga mata, ā, ko te paninga e huri ana i taua āheinga hei mea e mahi ana i te ao. He nui te pikinga o ngā āheinga o te AI i ēnei rā — arā, ngā mahi ka taea e ia, ehara i ngā kupu ka kīia e ia — nā te pai ake o ngā anga tautoko, ehara i te mea nā tētahi momo hinengaro hou.

Ko ngā hua ā-mahi rongonui o ngā tau 2025 me 2026 — arā, ko ēnei e tirotiro ana i te ipurangi mōu, e whakahaere ana i tētahi rorohiko, e tuhi ana, e whakahaere rānei i ngā pūmanawa — kua hangaia tata katoa e ngā kamupene hangarau nui o Amerika, ā, ka tirohia e tātou he aha te tikanga mō ō raraunga i te tuhinga e whai ake nei. Mo tēnei wā, puritia te ariā: ehara te pātai i te mea anake "he aha tā te AI e kī mai ana ki ahau?" Engari ko te pātai "he aha tā te AI e tū ai, ā, ka taea e au te aukati i a ia i te wā tika mēnā ka hē?"

Ki ngā mahi tiaki taiao, ehara tēnei i te mea ā-hinengaro noa. Whakaarohia he māngai e tuku ana i ngā rekoata ki tētahi kohinga raraunga ā-rohe, e tuhi ana, e tuku ana i tētahi whakautu ki tētahi uiui whakamahere, rānei e tiritiri ana i ngā whakarāpopototanga rangahau ki tētahi hoa — māna anō. Ka mahi te pūnaha i a ia anō, he iti ake ngā huarahi hei whakauru, ā, kāore e taea te whakakore i ētahi mahi: he wāhi noho mō tētahi momo whaiaro, kua tukuna, kāore e taea te whakahoki; he tauanga i tukuna ki tētahi raraunga tūmatanui, kua tuhia ki ngā rekoata. Ā, mēnā ka hē tētahi mea, ka tino uaua ki te kī ko wai te tangata i kawenga — ko koe, nāu i tautuhi i te whāinga i roto i tētahi rerenga kōrero, te kamupene rānei nāna i whiriwhiri ngā hikoinga mā tōna pūnaha. Kāore ēnei mea e tohu ana he kino ngā māngai. Ko te tikanga, kua piki ake te hiranga o te pātai nō wai te māngai e whakamahia ana e koe, me pēhea hoki te whakahaere i a ia.

Te Take Tūturu: Nā wai ngā Tauira, ā, Nā wai ngā Ringa e Whakahaere ana?

Anei te wāhi ka whai tikanga ā-mahi mō tō whakahaere.

Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngote ia i ngā hēhē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga te ipurangi i te reo Ingarihi, nō te ao Hauāuru, he aro arumoni, ā, i hangaia e ngā uara o ētahi kamupene hangarau ruarua. Ehara tēnei i te kaupapa huna — koinei noa iho te mea ka puta ina whakangungu koe i tētahi pūnaha ki runga i ngā raraunga e tino tohu ana i tētahi ahurea kotahi me tētahi rōpū kaupapa matua kotahi.

He huna ngā pānga, engari he tūturu. Ka pātai tētahi kaiawhina tūao ki tētahi AI mō ngā tohutohu ki te whakahaere i tētahi āhuatanga uaua me tētahi rangatira whenua, ka huri aunoa te pūnaha ki te reo whiriwhiringa ā-pakihi — nā te mea koirā te mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te tiakitanga manawanui, e hāngai ana ki te hononga, i ahu mai i ngā tekau tau o te mahi tahi me ngā whānau ahuwhenua kotahi tonu. Ka tonoa e tētahi kaiwhakahaere kia whakarāpopoto i ngā raraunga mara o tētahi wāhanga, ka huri noa ki te kōrero maeneene, māia hoki o tētahi pūrongo hokohoko — nā te mea he nui rawa atu ngā whakarāpopototanga kua whakapaipaihia i ngā pūrongo pūtaiao whai tohu i ngā mea i ako ai ia. Kāore ia e tohu āunoa i ngā āputa, e tuhi i ngā āwangawanga, e wehe rānei i ngā kitenga kua whakamanahia i ngā tatauranga wāhanga.

Ehara te pūnaha i te mea e whawhai ana ki tō mahi. Kāore noa iho ia e mōhio ana ki tō mahi. E mōhio ana ia ki ngā mea e noa ana i ngā tatauranga, ā, ehara ngā mea e noa ana i ngā tatauranga i te mea tino hira mō tō whakahaere.

I te ao o ngā chatbot, nā taua hē i ārahi ngā kupu i pānuitia e koe — he pūrongo i tino mārama rawa te panui. I te ao o ngā māngai, ka ārahi taua hē whakaaro anō i ngā tūnga e mahia ana mōu — tērā whakarāpopototanga tino māia pea ka tukuna ināianei ki tētahi kaituku pūtea, ki tētahi kohinga raraunga tūmatanui rānei, kāore he tangata i pānui tuatahi. Mēnā kāore tētahi māngai e mārama ana ki ō paerewa raraunga, ehara i te mea ka whakamārama noa i tō mahi i te huarahi hē; tērā pea ka mahi ia i runga i taua raraunga, i mua i te wā tika. Nō reira, e rua ngā wāhanga o te take tūturu o te AI i tēnei wā: ko ngā tauira a wai e kawe ana ia, ā, ko wai ngā ringa kei runga i ngā whakahaere ina mahi ia?

He aha te take i tino hira ai tēnei ināianei

Kāore he tangata e mōhio pono ana he aha ka tupu mēnā ka whakawhanake tētahi pūnaha AI i tētahi mea e rite ana ki tōna ake hiahia — arā, ngā kaupapa me ngā mea matua e kore pea e hāngai ki ā tātou ake. He mea pea kei tawhiti tonu tātou i tērā taumata. Engari ko ngā hanganga e hanga ana tātou ināianei, ko ngā tikanga whakahaere e whakatū ana tātou i tēnei rā, ka whakatau mēnā kua rite tātou i te taenga mai o taua wā, mēnā rānei ka mōhio tātou i te tino whakamū ka tukuna e tātou te mana whakahaere kāore i kite.

Ehara tēnei i te pūrākau pūtaiao. He kitenga māmā tēnei mō te whakarite a ngā whakahaere. He ture matua tō tō rōpū tiaki taiao. He ture tikanga ā tō poari. He kirimana whakahaere ā tō whatunga ā-rohe. E noho ana ēnei ehara i te mea ka hinga ki te raruraru ia hui, engari nā te mea me whakarite ngā hanganga whakahaere i mua i te wā e hiahiatia ana, ehara i muri mai.

Ka tika anō tēnei mātāpono ki te AI — ā, he mea nui ake te hiahia ināianei, nā te mea kāore te AI e tūtohu noa ana, engari ka mahi.

E Rua ngā Ara ki Mua

E rua ngā huarahi ka taea e tētahi rōpū taiao te whai wāhi ki te AI.

Ko te ara tuatahi, ko te whakamahi i te AI a Big Tech — arā, ngā chatbots, ā, ināianei, ngā māngai ā-mariko e hangaia ana e ngā kamupene hangarau nui rawa o Amerika. He kaha ēnei, he māmā te whakamahi, ā, he kore utu, he iti rānei te utu i te nuinga o te wā. Engari, he here ā rātou. Ka rere ō raraunga ki ā rātou tūmau. Ka haere ō kōrero — ā, ināianei ngā mahi a tō māngai — i roto i ngā pūnaha kāore koe e whakahaere. Ka whakahaerehia ngā whanonga o te AI e ngā kaupapa here a te kamupene, ā, ka taea te whakarerekē i aua kaupapa here me te kore whakaaetanga a koe. Ā, ko ngā tauira e mau ana te AI i tautuhia e ōna raraunga whakangungu, ā, kāore he mana whakahaere āu ki aua raraunga. Mō ngā raraunga taiao matatini — ngā wāhi o ngā momo kararehe e tiakina ana, ngā hononga ki ngā kaipupuri whenua, ngā hua rangahau kāore i whakaputaina — ehara tērā ngaronga mana i tētahi take taha.

Ko te huarahi tuarua ko te whakamahi i te AI e whakahaerehia ana e tō whakahaere. He pūnaha arotahi ake, i whakangungua ki ō ihirangi, e rere ana i runga i ngā taputapu e whakahaere ana koe, ā, e whakahaerehia ana e ngā ture i whakaritea e tō whakahaere. He pūnaha e mōhio ana ki te rerekētanga i waenga i tētahi pūrongo ā-pāmu me tētahi pou rangitaki, nā te mea i akona e tō whakahaere. He pūnaha e tirotirohia ana āna whakautu ki ōu pūrongo tūturu e ngā kaitirotiro motuhake e mahi motuhake ana i te AI anō — ā, kua herea āna āhei ki te mahi, kia taea tonu e tētahi tangata te uru atu i mua i te wehe atu o tētahi mea i tua atu i ōu rohe.

Koinei te āhua o Village AI. Kāore i hangaia kia toa i tētahi whakataetae mō te mana mata me ngā pūnaha Hangarau Nui. I hangaia kia pono ki tō whakahaere — ki ō ihirangi, ō paerewa raraunga, me ō tikanga whakahaere — kia mau tonu ai tō mana whakahaere i te wā e huri ana te AI i te whakautu ki te mahi.

Ko te tuhinga e whai ake nei i tēnei raupapa e whakamārama ana i te rerekētanga hanganga o Village AI i te AI a Big Tech, me te take he mea nui ake tēnei rerekētanga i te mana mata — ināianei rawa atu.

E hiahia ana koe ki te whakamahi pai, ki te haumaru hoki i ēnei taputapu AI? E whakaako ana ā mātou akoranga kore utu — Te Mahi me Claude me Ngā Āpiha i te Mahi — i ngā pūkenga whaihua, mai i te tiki whakautu pono ki te whakatau he aha hei tuku ki tētahi āpiha. Mō te hanganga hangarau katoa kei muri i te Village AI, tirohia Village AI — Agentic Governance.

He whaihua? Tiritiria tēnei tuhinga, kia whakaatuhia rānei he waehere QR hei karapa.