AI a ngā Kamupene Nui vs. tō AI Tiaki Taiao — He aha te take i hira ai te rerekētanga

Te wāhi e ako ai te AI a ngā Kamupene Nui i ōna tikanga

Me whakaaro ake koe e whakatipu ana i tētahi tamaiti i roto i tētahi whare kāore he pukapuka kē atu, he whārangi pānui hokohoko anake, he tautohetohe pāpāho pāpori, me Wikipedia. Ka tū kōrero pai taua tamaiti, ka nui āna pānui i tētahi āhua, ā, ka āhei ia ki te whakaputa tuhinga mārire mō tata ki ngā kaupapa katoa. Engari, ka whai ia i tētahi tirohanga motuhake ki te ao — i hangaia e ngā take hokohoko, e mōhio ana ki ngā tautohetohe, ā, e māia ana tōna reo ahakoa kāore i te hōhonu. Ka mōhio ia me pēhea te whakaputa reo whai mana, ahakoa kāore ia e tino tūpato.

Koinei, hei kī noa iho, te āhua e whakatipuria ana ngā pūnaha AI a Big Tech.

Ko ngā pūnaha AI a Big Tech e tino mōhiotia ana — arā, ko ngā chatbot hokohoko nui, ā, ināianei, ko ngā māngai i hangaia i runga i a rātou — ka whakangungua ki ngā rauemi tuhinga nunui i tangohia mai i te ipurangi. Ngā piriona whārangi. Ko te hua he pūnaha e taea ana te matapaki i ngā mea katoa — engari ko āna taunoa, āna whakapae, me āna pūāhua i hangaia e ngā mea e whakaaturia ana i runga i te ipurangi i te nui rawa atu.

Ka nui ake te whakaaturanga a te ipurangi i ēnei:

Ihirangi reo Ingarihi (ā, i roto i te reo Ingarihi, ko te reo Ingarihi o Amerika)
Reo hokohoko me te tauhokohoko
Anga whaiaro ("he aha te mea pai mōu")
Ngā kī whakapono, kāore he whakaritenga
Kōrero hangarau me ngā kōrero ngaio
Ihirangi nō ngā rua tekau tau kua pahure, he iti te hohonutanga o te hītori

Ka whakaheke te ipurangi i te whakaaturanga o ēnei:

Ngā pūrongo pūtaiao kua whakamanahia, me ngā āwangawanga kua whakapuaki
Ngā rekoata aroturuki taiao mō te wā roa
Ngā tikanga whakatau ā-hapori
Ngā mātauranga taiao taketake me ngā mātauranga ā-rohe
Ngā wheako tūturu o ngā whakahaere iti, e hāngai ana ki tētahi wāhi
Ngā raraunga tūturu i te papa mahi a tō rōpū tiaki taiao, ngā rārangi momo, me ngā rekoata whakahaere

Ka pātai tō kaiwhakahaere kaimahi āwhina ki tētahi pūnaha AI nui hangarau mō te whakahaere nohonga, ka whakamahi ia i te reo whakarāpopototanga o Wikipedia, o tētahi pūrongo tohutohu rānei — ehara i te mea nāna i whakatau he pai ake ēnei, engari nā te mea koirā te nuinga o ngā raraunga whakangungu i ako ai ia. Kāore ia e tuku i te mōhiotanga taipitopito, motuhake ki te wāhi, e puta ana i te rua tekau tau o te aroturuki i taua wāhanga kotahi o te taha o te awa, nā te mea he tino iti noa ēnei tauira i roto i ngā raraunga i ako ai ia.

Ehara tēnei i te hē ka taea te whakatika mā te whakahau pai ake. He āhuatanga hanganga tēnei. Ka tautuhia te āhua o te pūnaha e tōna whakatipu, ā, ko te ipurangi tērā i whakatipu ai i a ia.

He aha te tikanga o te kupu "I whakangungua ā-rohe"

He rerekē te mahi a Village AI, ā, ehara te rerekētanga i te mea he iti ake, he ngoikore rānei. Ko te rerekētanga kei te pātai nō hea te AI i ako ai i ōna tauira.

He Village AI mō tō rōpū tiaki taiao ka whakangungua ki runga i ngā papa ihirangi e toru. (Mēnā he kupu kāore koe i te mōhio i roto i tēnei raupapa, kua whakamāramahia ki te reo māmā i te rārangi kupu.)

Te paparanga papanga. Koinei te tūāpapa — te āhua e mahi ai te papanga o te Village, ngā āhuatanga e wātea ana, me pēhea te whakatere i te pūnaha. Ka tohatoha ngā Village katoa i tēnei paparanga. Ko te tikanga ka āwhina te AI i tētahi kaimahi āwhina hou ki te rapu huarahi, ki te whakamārama me pēhea te tuku pūrongo ā-wāhi, te hono rānei ki tētahi karanga ataata, me te kore e hiahiatia kia akona ēnei mea taketake mai i te tīmatanga.

Te paparanga whakahaere. Koinei te mea e whai ake ai tō Village hei mea nōu. Ka ako te AI i ngā ihirangi kua waihangatia tūturu e tō rōpū — ngā pūrongo ā-wāhi, ngā rēhita aroturuki momo, ngā kōrero i tohaina e ngā mema, ngā whakamārama kaupapa, ngā tuhinga i whakaputaina e tō poari. Ka pātai tētahi kaimahi āwhina, "He aha te hua o te rangahau manu o te ngahuru i pahure?", ka taea e te AI te whakautu mai i ngā pūrongo a tō whakahaere ake, ehara i te whakapae noa i runga i te āhua o ngā rangahau manu i te ipurangi.

Te whakaaetanga i ia hikoinga. Kāore he ihirangi e uru ki te whakangungu a te AI mehemea kāore he whakaaetanga mārama. Ka taea e tētahi mema e tohatoha ana i tētahi pūrongo ā-pāmu te whiriwhiri mēnā ka whakaurua taua pūrongo ki ngā mōhiotanga a te AI. Ka noho tūmataiti tonu ngā ihirangi kua tohuia hei tūmataiti — i te hanganga, ehara i te mea nā te kaupapa here anake. Kāore e taea e te AI te uru ki ngā mea kāore ia i whakawhiwhia ai.

Ko te hua he pūnaha e mōhio ana ki tō whakahaere — ehara i te whakaaro a te ipurangi mō tētahi rōpū tiaki taiao pea. Ina āwhina ia ki te tuhi i tētahi whakarāpopototanga pūrongo ā-mahi, ka whakamahi ia i ngā tauira o ō pūrongo o mua, ehara i ngā tauira pānui ā-pakihi. Ka whakautu ia i tētahi pātai mō tō mahi, ka whakautu ia i runga i ngā rekoata a tō whakahaere, ehara i te toharite tatauranga o ngā whakahaere katoa.

Ko Wai e Pupuri ana i ngā Kī

Ki tēnei wā, kua kōrero tātou mō ngā tauira a wai e kawea ana e te AI. Engari, pērā i tā te Tuhinga 1 i whakamārama ai, ehara te AI i te mea hei whakautu anake — kei te piki haere tōna āhei ki te tū mahi. Ā, i te wā ka taea e tētahi AI te mahi mōu, ka noho te rerekētanga tuarua i waenga i te AI o Big Tech me tētahi pūnaha e whakahaere ana koe he mea nui pēnei i te tuatahi: ko wai e pupuri ana i ngā kī.

Ka tuku koe i tētahi māngai Hangarau Nui kia mahi i tētahi mea māu — tuku rekoata ki tētahi kohinga raraunga ā-rohe, whakahoki kōrero ki tētahi uiui whakamahere, tuku pūrongo tāke, whakahaere rārangi — kei te tuku koe i ngā kī ki a ia: te uru ki ō raraunga, i ētahi wā ki ō pūkete, me te mana ki te mahi i ngā mahi i tō ingoa. Ka mahia ēnei mahi i runga i te hanganga o te kamupene, i raro i ngā ture a te kamupene, ā, ko ngā tautuhinga taunoa a te kamupene e whakatau ana i ngā hikoinga. Mēnā ka hē tāna mahi, kāore pea koe e mōhio kia mutu rā, nā te mea he iti ake ngā huarahi kia uru koe ki te ārai mēnā ka mahi te māngai i āna ake. Mō tētahi whakahaere e pupuri ana i ngā raraunga matatapu — ngā wāhi o ngā momo kararehe e tiakina ana, ngā hua kāore i whakaputaina, ngā hononga ki ngā kaipupuri whenua — he momo tūpono motuhake tēnei: he mea kāore e taea te whakahoki i ētahi mea i muri i te tohatoha.

I hangaia a Village AI i runga i te mātāpono tūturu. Ki ngā wāhi e mahi ana ia, kei roto i ngā rohe o tō whakahaere, i runga i te hanganga kua whakatapua mō tō rōpū, i raro i ngā ture i whakaritea e tō whakahaere — ā, ko te mea nui, kua herea āta tōna rohe kia taea tonu e tētahi tangata te uru atu i mua i te wehenga atu o tētahi mea i ō rohe. Ka tuhi tauira, ka tūtohu, ka whakarite, ka whakarōpū hoki ia; kāore ia e tuku, e whakawhiti, e tiritiri huna rānei i tō ingoa me te kore he tangata kei roto i te tukanga. Ka noho ngā kī ki tō whakahaere. Ka whakamārama mātou i te tika o tēnei whakatinanatanga i roto i te Tuhinga 3, me ngā mahi e mahia ana mōu i tēnei rā i roto i te Tuhinga 4.

Ko te take mō tēnei wā he māmā: i te ao o ngā chatbot, ko te pātai, "nō wai ngā tauira e kawea ana e taku AI?" I te ao o ngā māngai, me pātai hoki koe, "nō wai ngā ringa kei runga i ngā whakahaere — ā, ka taea e au te tiki anō?"

He aha te take i tino hira ai te pono o ngā raraunga i konei

He tūnga motuhake ā ngā rōpū tiaki taiao i roto i te ao AI. Ehara i te karapu pāpori, i te pakihi rānei; he nui te uara pūtaiao o ō raraunga. Ngā tatau momo, ngā aromatawai āhuatanga nohoanga, ngā pānui kounga wai, ngā rekoata angitū whakatipu uri — ehara ēnei i te ihirangi whakahaere anake. He taunakitanga ēnei. Ka āhei ēnei ki te ārahi i ngā whakataunga whakamahere, ki te whai wāhi ki ngā kohinga raraunga ā-rohe, ki te waihanga wāhanga o ngā paerewa taketake taiao mō te wā roa.

Ka whakarāpopoto tētahi AI i tēnei momo raraunga, he rerekē ngā tūraru. He raruraru iti tētahi pou pāpāho pāpori e hē ana i tētahi wāhanga iti. He tatauranga momo i porotaka ake, he aromatawai nohoanga kāore i whakauru i tētahi kupu whakamārama, he ahunga i whakapaingia kia māmā ake te kōrero i te mea e tautokohia ana e ngā raraunga — ka whakaiti ēnei i te mana pono pūtaiao e whakawhirinaki ana ngā rōpū tiaki taiao.

Ka whakangungua te AI a ngā Kamupene Hangarau Nui kia whakaputa i ngā tuhinga māia, mārire hoki. He hē te māia me te mārire hei taunoa mō ngā raraunga pūtaiao. Ko tāu e hiahiatia ana he whakamārama āhuatanga, he tika tino, me tētahi pūnaha e tohu ana i tōna ake pōraruraru, kaua e huna i taua mea.

Koia nei te take he mea nui te whakangungu ā-rohe mō ngā rōpū tiaki taiao, i tētahi huarahi e whānui ake ana i te āhua whānui. Me ako te AI ehara i tō ihirangi anake, engari me ō paerewa hoki — te rerekētanga i waenga i te kitenga kua whakau me te kitenga pea, te hiranga o te tuhi i te kaha o te rangahau me ngā hua, te tikanga o te kī i ngā mea kāore i kitea, me ngā mea i kitea.

Guardian Agents: Ngā Kaitiaki i te Kuaha

Ahakoa he AI kua whakangungua ā-rohe, ka taea tonu e ia te hē. Tērā pea ka hē tōna mahara ki tētahi taipitopito, ka whakawhitiwhiti i ngā wā e rua o te rangahau, ka whakaputa rānei i tētahi whakautu e tika ana te āhua, engari kāore i hāngai ki ōu pūrongo tūturu. Koinei te āhua o te hangarau — ka matapae i ngā tuhinga e whakapono ana he tika, ā, kāore te 'whakapono he tika' i te rite ki te 'tika'.

Koinei te wāhi ka uru mai ai a Guardian Agents.

Ko Guardian Agents he paparanga whakamana motuhake e tirotiro ana i ia whakautu a te AI i mua i tōna tae atu ki te mema. Ehara rātou i te AI anō — he tirotiro i runga i te ine e noho motuhake ana i te hanganga mai i te AI e tirohia ana, kia kore ai e kawea mai e te kaitirotiro ngā wāhi huna o te mea e tirohia ana.

Anei ngā mea e mahia ana e rātou, i ngā kupu māmā:

Te kaitiaki tuatahi ka tango i te whakautu a te AI, ka ine i te tata o tōna ōrite ki ngā ihirangi tūturu kei ngā pūrongo a tō whakahaere. Ehara i te mea mēnā he tika te rongo — mēnā he ōrite ā-pāngarau ki ngā tuhinga tūturu. Ki te mea ka kī te AI, "I tuhia e te rangahau mōkete ngā whakatā e toru i te wāhanga runga i Mahuru," ka tirotiro te kaitiaki mēnā kei roto tūturu taua raraunga i ō koutou pūrongo aroturuki.

Te kaitiaki tuarua ka wehewehe i te whakautu ki ngā kerēme takitahi, ā, ka tirotiro ia i ia kotahi motuhake. Tērā pea ka toru ngā kōrero i roto i te whakautu a te AI — e rua he tika, ā, kotahi he mea hanga. Ka mau te kaitiaki tuarua i te hanga kōrero teka ahakoa he whakapono te āhua o te whakautu whānui.

Te kaitiaki tuatoru e tirotiro ana i ngā tauira rerekē i te roanga o te wā — ngā panonitanga i ngā whanonga o te AI, ngā hapa e hoki anō ana, ngā putanga e tata ana ki ngā rohe kua tautuhia. Ka aroturuki ia i te hauora o te pūnaha, ehara i te mea ko ngā whakautu takitahi anake.

Te kaitiaki tuawhā ka ako i ngā urupare a tō whakahaere. Ina tohu tētahi mema i tētahi urupare AI hei mea kāore i whai hua — he tohu ringa-raro noa iho e tika ana — ka tirotiro te pūnaha i ngā hapa i puta, ka whakarōpū i te take matua, ā, ka whakatikatika. Ka taea e ngā kaiwhakahaere te arotake, te whakapai hoki i ēnei whakatikatika, engari ka tīmata te ako i ngā kaitautoko noa. I te roanga o te wā, ka hāngai ake te AI ki ngā mōhiotanga tūturu o tō whakahaere, ehara i te iti iho.

Kei ia whakautu AI i roto i a Village he tohu māia e whakamōhio ana ki te mema me pēhea te ū o te whakautu. Ko te māia teitei e tohu ana kua kitea e te kaitiaki he hāngai kaha i roto i ō koutou pūrongo. Ko te māia iti e tohu ana he whakapae ake te whakautu. Ka taea e ngā mema te whai i ia kīanga a te AI ki tōna pūtake — te tuhinga motuhake, te pūrongo ā-pāmu, te rēhita rānei e tautoko ana.

Ehara tēnei i te āhuatanga e tukuna ana e te AI o ngā Kamupene Nui, nā te mea kāore te AI o ngā Kamupene Nui i tūhonohono ki ōu rēkōta. Kei te ipurangi tōna tūhonohono, ā, kāore he huarahi whaihua hei whakamana i ngā piriona whārangi raraunga whakangungu ki tētahi whakautu kotahi.

Mō ngā raraunga tiaki taiao motuhake, ehara tēnei āheinga whaiwhai i te mea whakamarie noa — he mea hiahiatia. Ki te pātai tētahi, "Kua ora anō te taupori o ngā pōpō whare i te tīmatanga o te hōtaka pouaka ururua?", me taea te whai i te whakautu ki ngā raraunga rangahau tūturu, ehara i te kōrero e rongo ana he tika.

Te Whakawhitiwhiti

He whaiti ake a Village AI i ngā pūnaha hokohoko nui. Kāore i hangaia kia tuhi soneti, kia waihanga whakaahua tino tūturu, kia kapi i ngā kaupapa katoa o raro i te rā — ā, i te ao o ngā māngai, ehara i te whānuitanga noa iho te take matua. Ko te whakawhitiwhiti e whai take ana ehara i te māramatanga mō te māramatanga; ko te tiaki me te mana whakahaere. He pūnaha arotahi e mōhio ana ki tō whakahaere, e pupuri ana i ō raraunga i roto i ō ake rohe, ā, e noho ana hei kawenga ki tō whakahaere ārahi — ā, i te wā e mahi ana, ka mahi anake i ngā wā ka taea tonu e te tangata te uru mai — he nui ake tōna uara ki tētahi rōpū tiaki taiao i tētahi pūnaha kanapa ake kāore e taea e rātou te whakahaere.

Ko tāna e tuku ana he pūnaha e ū ana ki tō whakahaere — ōna ihirangi, ōna uara, ōna paerewa raraunga — me te whakamana e whakaū ana kei runga i ōu ake pūrongo tūturu ngā whakautu, ehara i te mea kei runga i ngā tauira tatauranga o te ipurangi.

Mō tētahi rōpū tiaki taiao e hiahia ana i te āwhina ki te whakarāpopoto i ngā pūrongo ā-pāmu, ki te whakautu i ngā pātai a ngā kaimahi āwhina mō ngā kawa aromatawai, ki te tuhi pūrongo āwhina pūtea mai i ngā raraunga aroturuki, ki te whakarite rānei i ngā mahi whakahaere whenua — ehara tēnei i te here. Koinei tonu te taputapu tika mō te mahi. Ā, ka mahi taua taputapu, kaua e noho hei kaiwhakautu noa iho, ka mahia tērā me ngā kī kei ngā ringa tonu o tō whakahaere.

Ehara te pātai i te mea "ko tēhea AI he kaha ake?" Engari ko te pātai, "ko tēhea AI e whai hua ana mō taku whakahaere — ā, ko wai te tangata e whakahaere ana i a ia ina mahi ana?"

E hiahia ana koe ki te whakamahi pai, kia haumaru hoki, i ngā taputapu AI pēnei i ēnei? Ko ā mātou akoranga kore utu — Working with Claude me Agents at Work — e whakaako ana i ngā pūkenga whaihua. Mō te hanganga katoa o Guardian Agents kei muri i te Village AI, tirohia Village AI — Agentic Governance.

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