Whakautu poto: Ko te heke mai o te AI ka whakakotahi i te kaha nui ake me ngā tumanakohanga pakari ake: ka neke atu i te whakautu pātai ki te whakaoti i ngā mahi hei momo "hoa mahi," i te mea ka whānui ake ngā tauira iti ake i runga i te taputapu mō te tere me te tūmataitinga. I te wā e awe ana te AI i ngā whakataunga nui, ka kore e taea te whiriwhiri i ngā āhuatanga whakawhirinaki - ngā arotake, te kawenga, me ngā tono whai tikanga.
Ngā kōrero matua hei whakaaroaro:
Ngā Kaihoko: Whakamahia te AI mō ngā mahi katoa, me ngā tirotiro ātaahua kia kore ai ngā hapa e kitea noatia.
Whakaaetanga: Whakaarohia te urunga raraunga he mea whiriwhiri; hangaia he ara haumaru, he ture, he haumaru hoki mō te ingoa pai ki te whakaae.
Hanganga: Whakamaherehia te AI hei paparanga taunoa i roto i ngā hua, me te wā mahi me te whakaurunga hei kaupapa matua.
Whakawhirinaki: Whakatakotoria he huarahi whai, he ārai, me te mana whakahaere tangata i mua i te whakatinanatanga ki ngā whakataunga whai pānga nui.
Ngā Pūkenga: Nekehia ngā tīma ki te whakatakoto raruraru, te manatoko, me te whakatau i ngā mahi hei whakaiti i te pēhanga o ngā mahi, hei pupuri hoki i te kounga.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Ngā tauira turanga i roto i te AI whakaputa uri kua whakamāramahia
Kia mārama ki ngā tauira turanga, ā rātou whakangungu, me ngā tono AI whakaputa.
🔗 Te pānga o te AI ki te taiao
Tūhurahia te whakamahinga pūngao, ngā tukunga, me ngā taupatupatu pumau a te AI.
🔗 He aha te kamupene AI
Akohia te tikanga o tētahi kamupene AI me ngā tauira pakihi matua.
🔗 Te mahi a te whakapai ake i te AI
Tirohia te whakapai ake a te whakanui i te taumira mā te whakaputa taipitopito e aratakina ana e te AI.
He aha i ahua ohorere ai te "He aha te heke mai o te AI?" 🚨
Anei ētahi take i pā ai tēnei pātai ki te aratau turbo:
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Kua neke te AI mai i te mea hou ki te mea whai hua. Ehara i te mea he "whakaaturanga pai", engari he "kei roto i taku pouakaroto tēnei, i taku waea, i taku wāhi mahi, i ngā mahi kāinga a taku tamaiti" 😬 (Pūrongo Tāurangi AI a Stanford 2025)
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He pōhēhē te tere. He pai ki te tangata ngā huringa āta haere. Ko te AI he rite ki te - ohorere! ngā ture hou.
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Ka noho ko ngā tūponotanga whaiaro. Ki te pāngia tō mahi, tō tūmataitinga, tō ako, ō whakatau hauora e te AI… ka mutu tō whakaaro he taputapu noa iho. (Pew Research Center on AI at work)
Ā, ko te panonitanga nui rawa atu pea ehara i te mea hangarau. He mea hinengaro. Kei te urutau te iwi ki te whakaaro ka taea te tākai, te reti, te whakauru, me te whakapai marie i te hinengaro i a koe e moe ana. He nui rawa tēnā hei ngaungau i ngā kare ā-roto, ahakoa he tino hihiri koe.
Ngā mana nui e hanga ana i te heke mai (ahakoa kāore tetahi e kite) ⚙️🧠
Ki te whakatata atu tātou, ko te "āmua o te AI" kei te kumea e ētahi kaha o te puna kaha-papa:
1) Ko te whai wāhitanga te mea nui rawa atu… tae noa ki te korenga 😌
Ka tangohia e te tangata te mea e penapena ana i te wā. Ki te mea ka tere ake koe, ka marino ake, ka whai rawa ake, ka iti ake rānei te riri o te AI - ka whakamahia tonutia. Ahakoa he pōhēhē ngā tikanga matatika. (Āe, he mea whakamā tēnā.)
2) Ko ngā raraunga tonu te wahie, engari ko te "whakaaetanga" te moni hou 🔐
Ehara i te mea ko te nui o ngā raraunga anake te mea nui mō te heke mai - engari ko ngā raraunga ka taea te whakamahi ture, ahurea, me te ingoa pai, me te kore e pāngia. (He aratohu ICO i runga i te ture)
3) Kei te huri ngā tauira hei hanganga whenua 🏗️
Kei te neke haere te AI ki te tūranga "hiko" - ehara i te mea tūturu, engari i te taha pāpori. He mea e tumanakohia ana e koe kia noho ki reira. He mea e hangaia ana e koe ki runga. He mea e kanga ana koe ina hinga.
4) Ka noho te whakawhirinaki hei āhuatanga hua (ehara i te kōrero poto) ✅
Ka nui ake te pānga o te AI ki ngā whakataunga o te ao tūturu, ka nui ake hoki tā tātou e tono ai:
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te whai i te whai
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pono
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te ōritetanga
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ngā ārai
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me tētahi momo kawenga e kore e memeha ina hē ngā mea (NIST AI Risk Management Framework 1.0, OECD AI Principles)
He aha te mea e pai ai te putanga o te ao hangarau mohio ā-hinengaro o te heke mai? ✅ (te wāhanga e pekehia ana e te tangata)
Ehara i te mea he atamai noa iho te AI "pai" ā muri ake nei. He pai ake te whanonga, he mārama ake, ā, he rite ake ki te āhua o te noho a te tangata. Mēnā me whakarapopototia, ko tētahi putanga pai o te AI ā muri ake nei ko:
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Te tika mahi, kaua te māia whakahihi 😵💫
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Ngā rohe mārama - me mōhio ia ki ngā mea kāore e taea e ia te mahi
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Te tūmataitinga taunoa (te tūmataitinga rānei kāore e hiahiatia he tohu PhD) (Tuhinga 25 o te GDPR: te tiakitanga raraunga mā te hoahoa me te taunoa)
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Te whakakorenga tangata e tino whai hua ana (EU AI Act: Regulation (EU) 2024/1689)
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He iti te kawenga mō te waku - ka taea e koe te wero i ngā putanga, te ripoata i ngā kino, me te whakatika i ngā hapa (NIST AI Risk Management Framework 1.0)
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Te wātea kia kore ai ngā painga e aro noa ki ētahi waehere poutapeta
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Te whakaaro nui ki te pūngao - nā te mea, āe, he mea nui te whakamahinga o te pūngao, ahakoa ehara i te mea "whakahirahira" (IEA: Pūngao me te AI (Whakarāpopototanga Matua))
Ehara te heke mai kino i te "ka kino te AI". He roro kiriata tēnā. He mea noa ake te heke mai kino - ka horapa te AI ki ngā wāhi katoa, kāore e tino pono, he uaua ki te pātai, ā, ka whakahaerehia e ngā whakatenatena kāore koe i pōti. Pēnei i te mīhini hoko kai e whakahaere ana i te ao. Pai rawa atu.
Nō reira, ki te pātai koe he aha te heke mai o te AI?, ko te koki koi ake ko te momo heke mai e whakaaetia ana e tātou, me te momo e tohe tonu ana tātou ki ai.
Ripanga Whakataurite: ngā "ara" tino pea ka haerehia e te heke mai o te AI 📊🤝
Anei tētahi ripanga poto, he āhua kāore i te tino tika (nā te mea he āhua kāore anō kia tino tika te ao) e whakaatu ana i te ahunga whakamua o te AI. He āhua pōuriuri ngā utu nā te mea… āe… ka huri ngā tauira utu pērā i te hurihuri o te kare ā-roto.
| Kōwhiringa / "Ahunga taputapu" | Pai rawa atu mō (te hunga whakarongo) | Te āhua o te utu | He aha i mahi ai (me tētahi whakatūpato iti) |
|---|---|---|---|
| Ngā Kaihoko AI e mahi ana i ngā mahi 🧾 | Ngā tīma, ngā mahi, ngā tāngata pukumahi | āhua ohaurunga | Ka aunoa i ngā rerengamahi mai i te pito ki te pito - engari ka taea te wawahi marie i ngā mea mena kāore e tirohia… (Rangahau: Ngā kaihoko motuhake e ahu mai ana i te LLM) |
| He iti ake te AI i runga i te taputapu 📱 | Ngā kaiwhakamahi tūmataiti tuatahi, ngā taputapu taha | he mea tāpiri / he mea kore utu | Tere ake, iti ake te utu, tūmataiti ake - engari kāore pea i te tino kaha ake i ngā kamupene kapua nunui (Tirohanga whānui o TinyML) |
| Hangarau Hangarau Maha-ara (kuputuhi + tirohanga + oro) 👀🎙️ | Ngā kaihanga, te tautoko, te mātauranga | freemium ki te umanga | Ka mārama ake ki te horopaki o te ao tūturu - ka whakapiki ake hoki i te mōrearea tirotiro, āe (Kāri Pūnaha GPT-4o) |
| Ngā tauira motuhake mō te ahumahi 🏥⚖️ | Ngā whakahaere whakahaere, ngā tohunga | utu nui, aroha mai | He tika ake i ngā rohe whaiti - engari ka pakarukaru pea i waho o tōna ara |
| Ngā pūnaha rauropi tuwhera 🧩 | Ngā kaiwhakawhanake, ngā kaiwhakaaro, ngā pakihi hou | kore utu + rorohiko | He tere te auahatanga - he rerekē te kounga, pērā i te hokohoko taonga tuku iho |
| Haumarutanga AI + paparanga whakahaere 🛡️ | Ngā umanga, te rāngai tūmatanui | "utu mō te whakawhirinaki" | Ka whakaiti i te mōrearea, ka tāpiri i te arotake - engari ka whakaroa i te whakatinanatanga (koinei te kaupapa) (NIST AI RMF, EU AI Act) |
| Ngā paipa raraunga hangai 🧪 | Ngā tīma ML, ngā kaihanga hua | ngā utu taputapu + ngā utu hanganga | Āwhina ki te whakangungu me te kore e waru i ngā mea katoa - engari ka taea te whakanui ake i ngā whakaaro huna (NIST mō ngā raraunga hanga motuhake) |
| Ngā taputapu mahi tahi a te tangata me te AI ✍️ | Te hunga katoa e mahi ana i ngā mahi mātauranga | iti ki waenganui | Ka whakanui ake i te kounga o te putanga - engari ka ngoikore ngā pūkenga mena kāore koe e mahi (OECD mō te AI me te hiahia pūkenga e huri haere ana) |
Kotahi te "toa" e ngaro ana. He ranunga raranga te heke mai. Pērā i te wharekai kāore koe i tono mō te haurua o ngā rihi engari kei te kai tonu koe.
Tirohanga tata atu: Ka huri te AI hei hoa mahi māu (ehara i te pononga karetao māu) 🧑💻🤖
Ko tētahi o ngā panonitanga nui ko te nekenga o te AI mai i te "whakautu pātai" ki te mahi. (Rangahau: Ngā kaihoko motuhake e ahu mai ana i te LLM)
Koinei te āhua:
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te tuhi, te whakatika, me te whakarāpopoto puta noa i ō taputapu
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te whakarōpū i ngā karere a te kiritaki
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te tuhi waehere, kātahi ka whakamātautau, kātahi ka whakahou
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te whakamahere i ngā wātaka, te whakahaere i ngā tīkiti, te neke mōhiohio i waenga i ngā pūnaha
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te mātakitaki i ngā papaaho me te akiaki i ngā whakataunga
Engari koinei te pono o te tangata: kāore te hoa mahi AI pai rawa atu e rite ki te makutu. Ka rite ki:
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he kaiawhina mātau, he tino kōrero pono i ētahi wā
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tere ki ngā mahi hoha
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i ētahi wā ka māia, engari he hē (āe) (Rangahau: moemoeā i roto i ngā LLM)
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ā, he tino whakawhirinaki ki te āhua o tō whakatakotoranga
Ko te heke mai o te AI i te mahi, ehara i te mea "ka whakakapia e te AI te katoa" engari he "ka hurihia e te AI te āhua o te tākai mahi." Ka kite koe i:
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he iti ake ngā tūranga "ngunguru" taumata-whakaurunga parakore
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he maha atu ngā tūranga ranu e whakakotahi ana i te tirotiro + te rautaki + te whakamahinga o ngā taputapu
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te aro nui ki te whakatau, te reka, me te kawenga
He rite ki te hoatu taputapu hiko ki te katoa. Ehara i te mea ka noho katoa hei kāmura, engari ka rerekē te wāhi mahi a te katoa.
Tirohanga tata atu: ngā tauira AI iti ake me te mātauranga i runga i te taputapu 📱⚡
Ehara i te mea he roro kapua nunui katoa. Ko tētahi wāhanga nui o te pukapuka He aha te Ao o te AI? ko te iti haere o te AI, te iti haere o te utu, me te tata haere ki tō wāhi e noho nei koe. (Tirohanga whānui o TinyML)
Ko te tikanga o te AI i runga i te taputapu:
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tere ake te whakautu (he iti ake te tatari)
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he nui ake te kaha ki te tūmataiti (ka noho ā-rohe ngā raraunga)
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te iti o te whakawhirinaki ki te ipurangi
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he whakawhaiaro ake kāore e hiahiatia kia tukuna tō oranga katoa ki tētahi tūmau
Āe, kei reira ngā taupatupatu:
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tērā pea ka raru ngā tauira iti ake i ngā whakaaro uaua
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ka puhoi ake pea ngā whakahōutanga
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he mea nui ngā herenga o te taputapu
Heoi anō, kāore i te tino arohia tēnei huarahi. Koinei te rerekētanga i waenga i te "Ko te AI he paetukutuku e toro atu ana koe" me te "Ko te AI he āhuatanga e whakawhirinaki puku ana tō oranga." He rite ki te whakatika aunoa, engari... he atamai ake. Ā, ko te tumanako ka iti ake te hē mō te ingoa o tō hoa pai 😵
Tirohanga tata atu: te AI maha-ara - ina taea e te AI te kite, te whakarongo, me te whakamārama 🧠👀🎧
He kaha te AI tuhinga-anake, engari ka whakarerekē te AI maha-ara i te kēmu nā te mea ka taea e ia te whakamārama:
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ngā whakaahua (ngā hopu mata, ngā hoahoa, ngā whakaahua hua)
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oro (hui, waea, tohu taiao)
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ataata (ngā tikanga, ngā nekehanga, ngā huihuinga)
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me ngā horopaki whakauru (pēnei i te "he aha te hē o tēnei puka ME tēnei karere hapa") (Kāri Pūnaha GPT-4o)
Koinei te wāhi e tata atu ai te AI ki te tirohanga a te tangata ki te ao. He mea whakahihiri tēnei… ā, he ahua whakamataku hoki.
Te taha whakarunga:
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ngā taputapu whakaakoranga me te urunga pai ake
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te tautoko pai ake i te aromatawai hauora (me ngā ārai tino kaha)
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ngā atanga taiao ake
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he iti ake ngā arai "whakamāramahia mā te kupu"
Te ngoikoretanga:
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ka māmā ake te tirotiro
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ka kaha ake te whakapono ki ngā kōrero teka
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ka pōuri haere te rohe i waenganui i te tūmataiti me te tūmatanui (NIST: Te Whakaiti i ngā Mōrearea e Puta Mai ana i ngā Ihirangi Hanga)
Koinei te wāhanga e whakatau ai te hapori mēnā he pai te utu mō te whai wāhitanga. Ā, i roto i ngā tau kua pahure ake nei, kāore te hapori i te tino pai ki te whakaaro mō te wā roa. He rite tonu tātou ki te - āe, kanapa! 😬✨
Te raruraru whakawhirinaki: te haumaru, te kāwanatanga, me te "whakamātautau" 🛡️🧾
Anei tētahi tirohanga tika: ko te heke mai o te AI ka whakatauhia e te whakawhirinaki, ehara i te mea ko te kaha anake. (NIST AI Risk Management Framework 1.0)
Nā te mea ina pā te AI:
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te utu
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tuku moni
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aratohu hauora
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ngā whakataunga ture
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ngā putanga mātauranga
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ngā pūnaha haumarutanga
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ngā ratonga tūmatanui
…kāore e taea te whakapōrearea noa i te pakihiwi me te kī "he moemoeā noa iho te tauira." Kāore tēnā e whakaaetia. (EU AI Act: Regulation (EU) 2024/1689)
Nō reira, ka kite tātou i ētahi atu mea:
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arotake (whakamātautau whanonga tauira)
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ngā mana whakahaere urunga (mā wai ka taea te mahi i te aha)
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te aroturuki (mō te whakamahi hē me te hē haere)
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ngā paparanga whakamārama (kāore i te tino tika, engari he pai ake i te kore)
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ngā paipa arotake tangata kei hea te mea nui rawa atu (NIST AI RMF)
Āe, ka amuamu ētahi tāngata he mea whakaroa tēnei i te auahatanga. Engari he rite tonu tēnā ki te amuamu he mea whakaroa te taraiwa e ngā whitiki nohoanga. I roto i te hangarau… ae… engari, haere mai.
Ngā mahi me ngā pūkenga: te wāhanga waenga whakamā (arā, te pūngao o nāianei) 💼😵💫
He tokomaha te hunga e hiahia ana ki tētahi whakautu mārama mō te whai huatanga o te mahi a te AI.
Ko te whakautu tika ake: Ka hurihia tō mahi, ā, mō ētahi tūranga, ka rite taua huringa ki te whakakapinga ahakoa he "hanganga anō" hangarau. (He kōrero pakihi tēnā, ā, he rite te reka ki te kāri.) (Pepa mahi a te ILO: Generative AI and Jobs)
Ka kite koe i ngā tauira e toru:
1) Te kōpeketanga o ngā mahi
Ko te tūranga i mua e rima ngā tāngata e hiahiatia ana, inaianei e rua ngā tāngata e hiahiatia ana, nā te mea ka whakakorehia e te AI ngā mahi auau. (Pepa mahi a te ILO: Generative AI and Jobs)
2) Ngā tūranga ranu hou
Ko te hunga e kaha ana ki te whakahaere i te AI ka noho hei hunga whakarea. Ehara i te mea he tohunga rātou, engari nā te mea ka taea e rātou:
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whakamāramahia ngā putanga kia mārama
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manatokohia ngā hua
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ngā hapa hopu
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whakamahia te whakatau rohe
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me te mārama ki ngā hua
3) Te wehewehenga o ngā pūkenga
Ko te hunga e urutau ana ka whiwhi mana. Ko te hunga kāore… ka pēhia. Kāore au i te pai ki te kī i tēnā, engari he pono. (OECD mō te AI me te hiahia pūkenga e huri haere ana)
Ngā pūkenga mahi ka nui ake te uara:
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te whakatakoto i te whāinga kia mārama te whakamāramatanga o te raruraru
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whakawhitiwhiti kōrero (āe, tonu)
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Te hinengaro QA (te kimi i ngā take, te whakamātautau i ngā putanga)
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te whakaaro matatika me te mōhiotanga mōrearea
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tohungatanga ā-rohe - he mātauranga tūturu, he mātauranga tūturu
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te kaha ki te whakaako i ētahi atu me te hanga pūnaha (OECD mō te AI me te hiahia pūkenga e huri haere ana)
Ko te hunga e pai ana ki te ao o āpōpō ko te hunga e āhei ana ki te urungi, kaua ko te hunga e mahi.
Te ao pakihi o te heke mai: Ka whakauruhia te AI, ka whakakotahihia, ā, ka noho puku te mana whakahaere 🧩💰
Ko tētahi wāhanga iti o te He aha te Anamata o te AI? ko te pēhea e hokona ai te AI.
Ko te nuinga o ngā kaiwhakamahi kāore e "hoko i te AI". Ka hoko rātou i:
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pūmanawa kei roto ko te AI
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ngā papaaho kei reira te AI he āhuatanga
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ngā taputapu kua utaina mua te AI
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ngā ratonga e whakaiti ana te AI i ngā utu (ā, kāore pea rātou e kōrero atu ki a koe)
Ka whakataetae ngā kamupene i runga i:
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pono
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ngā whakaurunga
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urunga raraunga
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tere
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haumarutanga
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me te whakawhirinaki ki te waitohu (he ngawari te tangi tae noa ki te wā e wera ai koe)
Waihoki, me tumanako atu ki te nui ake o te "pupunga AI" - e kīia ana he mana AI ngā mea katoa, ahakoa he whakaoti aunoa noa iho me te mau i tētahi pōtae whakapaipai 🎩🤖
Te tikanga o tēnei mō te oranga o ia rā - ngā huringa whaiaro, marino 🏡📲
I roto i te oranga o ia rā, ko te heke mai o te AI he āhua kāore i te tino miharo engari he āhua hohonu ake:
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ngā kaiawhina whaiaro e maumahara ana ki te horopaki
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ngā akiaki hauora (moe, kai, ahotea) e tautoko ana, e whakarihariha ana rānei i runga i te wairua
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tautoko mātauranga e urutau ana ki tō tere
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te hokohoko me te whakamahere e whakaiti ana i te ngenge whakatau
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ngā tātari ihirangi e whakatau ana i tāu e kite ana me tāu e kore e kite (he mea nui)
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ngā wero tuakiri matihiko i te mea ka māmā ake te whakaputa pāpāho rūpahu (NIST: Te Whakaiti i ngā Mōrearea e Puta Mai Ana i ngā Ihirangi Hanga)
He mea nui anō hoki te pānga o te kare ā-roto. Mēnā ka noho te AI hei hoa noa, ka iti ake te noho mokemoke o ētahi tāngata. Ka pēnei te whakahaere a ētahi. Ka pēnei anō hoki ētahi i ngā mea e rua i te wiki kotahi.
Ko tāku e kī nei, ehara te ao hangarau i te ao o te AI i te ao o āpōpō. He kōrero whanaungatanga. Ā, he uaua ngā whanaungatanga… ahakoa he waehere tetahi taha.
Whakarāpopototanga Whakamutunga mō "He aha te Ao o te AI?" 🧠✅
Ehara te heke mai o te AI i te kotahi te mutunga. He paihere o ngā ara:
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Ka huri te AI hei hoa mahi e mahi ana i ngā mahi, ehara i te mea ko te whakautu noa i ngā pātai 🤝 (Rangahau: Ngā kaihoko motuhake e ahu mai ana i te LLM)
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Ka panaia e ngā tauira iti ake te AI ki ngā taputapu, kia tere ake ai, kia whaiaro ake ai hoki 📱 (Tirohanga whānui o TinyML)
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Mā te AI maha-ara ka mārama ake ngā pūnaha ki ngā horopaki o te ao tūturu 👀 (Kāri Pūnaha GPT-4o)
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Ko te whakawhirinaki, te whakahaere, me te haumaru ka noho hei mea matua - ehara i te mea whiriwhiri 🛡️ (NIST AI RMF, EU AI Act)
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Ka huri ngā mahi ki te whakatau, ki te tirotiro, me te whakatakoto raruraru 💼 (Pepa mahi a te ILO: Generative AI me ngā Mahi)
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Ka whakauruhia te AI ki roto i ngā hua kia rite rā anō ki te hanganga papamuri 🏗️
Ā, ehara i te mātauranga mata te mea nui hei whakatau. Engari ko te hanga i tētahi ao kei reira te AI:
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whai kawenga
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mārama
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e hangai ana ki ngā uara tangata
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ā, ka tohaina tika (kaua ki te hunga whai mana anake) (Ngā Mātāpono AI OECD)
Nō reira, ina pātai koe he aha te heke mai o te AI?… ko te whakautu tino pono ko: ko te heke mai e hangaia ana e tātou. Ko te heke mai rānei e hikoi ana tātou ki roto. Me whai tātou ki te tuatahi 😅
Tauira o te ao tūturu: Te hanga i tētahi hoa mahi AI mō te aromatawai tautoko kiritaki 🤝📩
Horopaki
Whakaarohia he kamupene SaaS iti me tētahi tīma tautoko tokorima. E 120 pea ngā karere a ngā kiritaki ka riro mai i a rātou i ia rā mā roto i ngā īmēra, kōrerorero ora, me tētahi taputapu āwhina.
I mua i te AI, e 60-90 meneti te roa o te mahi a te kaihoko tautoko tuatahi i ia ata ki te whakarōpū i ngā tīkiti ki ngā kāwai: te nama, ngā take takiuru, ngā pepeke, ngā tono āhuatanga, ngā whakakorenga, me ngā raruraru pūkete tere. He hoha taua whakarōpūtanga, engari he mea nui. Mēnā ka ngaro tētahi tautohe nama, tētahi take takiuru rānei e pā ana ki te haumarutanga, ka tere te ngaro o te whakawhirinaki o te kamupene.
Nō reira, ka hangaia e te tīma tētahi kaiawhina tātaritanga AI māmā. Kāore e whakautu takitahi ki ngā kiritaki. He whaiti ake tana mahi: te pānui i ngā tīkiti e tae mai ana, te tāpiri i ngā tapanga ki a rātou, te whakaaro i te kaupapa matua, te tuhi i tētahi whakarāpopototanga poto ā-roto, me te tohu i ngā mea katoa e hiahia ana kia arotakehia e te tangata.
Koinei te āhua iti o te mahi a te AI i te heke mai: ehara i te karetao e whakakapi ana i te tīma, engari he hoa mahi e whakahaere ana i te whiunga tuatahi kia taea ai e te tangata te arotahi ki te whakatau.
Ngā mea e hiahiatia ana e te kaiawhina
Kia mahi haumaru ai te kaiawhina, me mārama ngā rohe, kaua ko te urunga atu ki ngā karere anake.
Ko ngā whakaurunga āwhina ko:
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Ngā kāwai tīkiti me ngā ture matua o te kamupene
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He rārangi o ngā āhuatanga "e piki haere tonu ana", pērā i ngā tautohe utu, ngā āwangawanga haumarutanga, ngā tūmomo whakawehi ture, ngā karere whakakore riri, ngā āhuatanga kiritaki ngoikore rānei
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20-30 tauira o ngā tīkiti o mua kua tohua tika
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He ture tūmataiti: kaua e whakaaturia ngā taipitopito utu katoa, ngā kupuhipa, ngā tuhinga whaiaro, ngā raraunga tairongo koretake rānei i roto i ngā whakarāpopototanga
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Ngā herenga whakaaetanga, pērā i te "ka taea te tapanga me te tuhi, engari kāore e taea te tuku whakautu, te tuku moni whakahoki, te kati tīkiti, te huri rānei i ngā tautuhinga pūkete"
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He arotake tangata mō ngā take ohorere, tairongo, kāore rānei i te tino mārama
Tauira tohutohu
He kaiawhina tautoko koe mō tētahi kamupene SaaS. Pānuihia ia tīkiti kiritaki hou, ā, whakahokia mai ngā mea e whā: te kāwai, te kaupapa matua, te whakarāpopototanga ā-roto, me te taahiraa e whai ake nei e taunakitia ana.
Whakamahia ēnei kāwai anake: nama, takiuru/uru, pūrongo hapa, tono āhuatanga, whakakorenga, haumarutanga pūkete, pātai whānui, me ētahi atu.
Tohua he tīkiti hei mea nui mēnā e whakahuatia ana te korenga o te utu, te raka o te pūkete, te haumarutanga, te mahi ture, te ngaronga o ngā raraunga, te whakakorenga riri, te pānga pakihi ohorere rānei.
Kaua e tuku karere ki ngā kaihoko. Kaua e oati ki te whakahoki moni, ki te whakatika, ki te whakahekenga utu, ki te rārangi wā rānei. Ki te kore koe e tino mōhio, tohua te tīkiti hei "me arotake e te tangata".
Kaua e roa ngā whakarāpopototanga i raro i te 40 kupu. Tangohia ngā taipitopito whaiaro kāore e hiahiatia.
Me pēhea te whakamātautau
Tīmata ki tētahi huinga whakamātautau iti i mua i te hono atu ki ngā tīkiti ora.
Whakamahia kia 50 ngā tīkiti tautoko tawhito kua oti kē te whakahaere e te tīma. Hunaia ngā tapanga taketake, tukua te kaiawhina kia whakarōpūtia, kātahi ka whakataurite i tana putanga ki ngā tapanga tangata.
Ko ngā pātai whakamātautau pai ko:
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I tika te tautuhi i ngā take nama me te haumarutanga pūkete e hiahiatia ana?
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I nui rawa atu rānei te whakarārangi i ngā karere kore kino?
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I ngaro i a ia ētahi karere riri, ētahi karere whakakore rānei?
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I whakaurua ngā raraunga tairongo a te kiritaki ki roto i ngā whakarāpopototanga?
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I ōrite te mahi whai muri i tūtohutia ki te kaupapa here a te kamupene?
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I kīia rānei "me arotake e te tangata" i te mea he koretake te karere?
He ture tika: me tūpato te kaiawhina. He mea whakarihariha te tuku kōrero teka. He kino rawa atu te ngaro o te haumarutanga, te nama rānei.
Hua
He hua tauira, i runga i te wā i whakaritea ai he whakamātautau 50-tikiti i mua atu, ā, i muri mai i te whakamahinga o te tukanga mahi:
E 72 meneti te roa o te whakarōpūtanga ā-ringa mō te 50 tīkiti, arā, tata ki te 1.4 meneti mō ia tīkiti.
E 19 meneti te roa o te whakamātautau i te whakamātautau ā-hinengaro (AI), tae atu ki te arotake tangata i ngā tīkiti kua tohua, arā, tata ki te 23 hēkona mō ia tīkiti.
E ai ki te whakatau tata, he 74% te whakahekenga o te wā whakamātautau.
I roto i taua whakamātautau anō, i taurite te kaiawhina i te kāwai taketake o te tīma i runga i te 43 o roto i te 50 tīkiti. E rima ngā tīkiti i tohua "me arotake e te tangata". E rua i he te tapanga, ā, i whakatikahia e te kaiārahi tautoko i mua i te tukunga o tētahi whakautu a te kiritaki.
Ehara i te tere anake te mea nui. Ko te huinga o te tere me te ngāwari ki te hopu. Nā te mea kāore te kaiawhina i tuku whakautu, i kati rānei i ngā tīkiti, i kitea noatia āna hapa i mua i te taenga atu ki ngā kaihoko.
He aha te mea ka hē
Ko te hinganga tino morearea ko te whakapono puku. Mēnā ka tapaina marietia e te kaiawhina he tīkiti whāiti hei "pātai whānui", tērā pea ka roa rawa te whakautu a te tīma.
Ko ngā hapa noa ko:
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Te tuku whakaaetanga ki te kaiawhina ki te tuku whakautu i mua i te whakamātautau
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Te whakamahi i ngā kāwai koretake pēnei i te "mea nui" me te "noa" me te kore he tauira
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Te wareware ki te tautuhi i ngā ture whakapiki
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Te tuku i a ia kia whakarāpopoto noa i ngā kōrero tairongo
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Te ine i te wā kua penapenahia anake, ehara i te auau hapa
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Te kore e whakamātautau anō ina rerekē ngā hua, ngā kaupapa here, ngā utu rānei
Me tirotirohia hoki te kaiawhina mō te hē. Ko te rerenga mahi e pai ana te mahi i te marama o Hānuere, tērā pea ka kino te mahi i muri i te whakarewatanga o tētahi hua hou, te huringa utu, te pikinga ake rānei o ngā hapa.
He kai tango-ā-ringa whai hua
Koinei pea te āhua o te hangarau mohio ā-hinengaro (AI) mō te nuinga o ngā tīma i te heke mai: he iti ake, he whai hua ngā pūnaha e noho ana i roto i ngā mahi noa, ā, e tango ana i te paparanga tuatahi o te kaha.
Ehara i te mea ko te "whakahaere tautoko a te AI" te wikitoria. Ko te wikitoria ko te tīmatanga o te rā e te tangata me ngā rarangi ma, ngā kaupapa matua mārama ake, me te iti ake o ngā whakatau auau. Engari he mea nui te paparanga whakawhirinaki. Ko ngā rangitaki, ngā herenga, ngā mahi arotake, me ngā ture whakapiki i ngā mahi ka huri i te kaiawhina AI mai i te pokatata morearea ki te hoa mahi pono.
Ngā Pātai Auau
He aha te heke mai o te AI i ngā tau torutoru e whai ake nei?
I roto i ngā wā e tata mai nei, ko te heke mai o te AI kāore e rite ki te "kōrerorero atamai" engari ki te hoa mahi mahi. Ka piki haere te kawe a ngā pūnaha i ngā mahi mai i te pito ki te pito puta noa i ngā taputapu, kaua e mutu ki ngā whakautu. I te wā kotahi, ka whakawhāitihia ngā tumanakohanga: ka nui ake te hiranga o te pono, te whai i ngā mahi, me te kawenga i te tīmatanga o te awe o te AI ki ngā whakataunga tūturu. He mārama te ahunga - he kaha ake te kaha me ngā paerewa pakari ake.
Me pēhea e taea ai e ngā kaihoko AI te whakarerekē i ngā mahi o ia rā?
Ka nekehia e ngā kaihoko AI te mahi mai i te mahi ā-ringa i ia taahiraa, engari ka aro atu ki te tirotiro i ngā rerenga mahi e neke ana puta noa i ngā taupānga me ngā pūnaha. Ko ngā whakamahinga noa ko te tuhi, te whakarōpū i ngā karere, te neke raraunga i waenga i ngā taputapu, me te tirotiro i ngā papaaho mō ngā huringa. Ko te mōrearea nui ko te korenga puku, nō reira ko ngā whakaritenga kaha ko ngā tirotiro ā-tauira, te takiuru, me te arotake tangata ina nui ngā hua. Whakaarohia te "tukunga mahi," kaua te "autopilot"
He aha ngā tauira iti ake i runga i te taputapu e whai wāhi nui ana ki te ao o te AI i te heke mai?
Kei te tipu haere te hangarau mohio o runga i te taputapu nā te mea ka tere ake, ka tūmataiti ake hoki, me te iti ake o te whakawhirinaki ki te urunga ipurangi. Mā te pupuri i ngā raraunga ā-rohe ka whakaiti i te whakaaturanga, ā, ka noho haumaru ake te whakawhaiaro. Ko te painga ko te uaua pea o ngā tauira iti ki ngā whakaaro uaua ki te whakaritea ki ngā pūnaha kapua nui. He maha ngā hua ka whakakotahi i ngā mea e rua: ā-rohe mō te tere me te tūmataitinga, ā, ko te kapua mō te mahi taumaha.
He aha te tikanga o te kupu "ko te whakaaetanga te moni hou" mō te urunga raraunga AI?
Ko te tikanga, ehara i te mea ko ngā raraunga anake kei reira, engari ko ngā raraunga ka taea te whakamahi i runga i te ture, me te kore he whakahē mō te ingoa pai. I roto i te maha o ngā ara whakawhiti, ka whakaarohia te urunga hei mea whiriwhiri: he ara whakaae mārama, he mana whakahaere urunga, me ngā kaupapa here e hangai ana ki ngā tumanakohanga ture me te ahurea. Mā te hanga i ngā ara kua whakaaetia i te wā wawe ka taea te ārai i te whakararuraru i muri mai i te mea ka whakakaha ake ngā paerewa. Kei te huri hei rautaki, ehara i te mahi pepa.
He aha ngā āhuatanga whakawhirinaki ka kore e taea te whiriwhiri mō te AI whai pānga nui?
Ina pā te AI ki te utu, te tuku moni, te hauora, te mātauranga, te haumarutanga rānei, kāore e whakaaetia te "hē o te tauira". Ko ngā āhuatanga whakawhirinaki ko ngā arotake me ngā whakamātautau, te whai i ngā putanga, ngā ārai, me te whakakorenga tūturu a te tangata. He mea nui anō hoki tētahi tukanga piira whai tikanga, kia taea ai e te tangata te wero i ngā putanga me te whakatika i ngā hapa. Ko te whāinga he kawenga e kore e memeha ina pakaru tetahi mea.
Ka pēhea te whakarerekētanga o ngā hua me ngā mōrearea e te AI maha-ara?
Ka taea e te Multimodal AI te whakamaori ngātahi i ngā tuhinga, ngā whakaahua, te oro, me te ataata, ka whakapai ake i te uara o ia rā - pērā i te tātaritanga hapa puka mai i te hopu mata, te whakarāpopototanga rānei i ngā hui. Ka taea hoki e ia te hanga i ngā taputapu ako me te urunga kia māori ake. Ko te ngoikoretanga ko te nui haere o te tirotiro me ngā pāpāho hangai e kaha ake ana te whakapono. I te horapa o te multimodal, me mārama ake ngā ture me ngā mana whakahaere kaha ake mō te rohe tūmataiti.
Ka tangohia e te AI ngā mahi, ka whakarerekētia rānei?
Ko te tauira tino pono ko te whakawhāiti i ngā mahi: he iti ake ngā tāngata e hiahiatia ana mō ngā mahi auau nā te mea ka whakahoroa e te AI ngā hikoinga. Tērā pea he rite ki te whakakapinga ahakoa e whakaarohia ana he hanganga anō. Ka tipu haere ngā tūranga ranu hou i te taha o te tirotiro, te rautaki, me te whakamahinga taputapu, e ārahi ana ngā tāngata i ngā pūnaha me te whakahaere i ngā hua. Ka riro te painga ki te hunga ka taea te ārahi, te manatoko, me te whakamahi i te whakaaro tika.
He aha ngā pūkenga e tino hira ana ina huri te AI hei "hoa mahi"?
He mea nui te whakatakoto raruraru: te tautuhi mārama i ngā putanga me te kite i ngā mea ka hē. Ka piki ake hoki ngā pūkenga manatoko - te whakamātautau i ngā putanga, te hopu i ngā hapa, me te mōhio ki te wā e tika ai te whakapiki ki te tangata. He mea nui ake te whakatau me te tohungatanga ki ngā rohe mahi nā te mea ka taea e te AI te hē me te maia. Me mōhio hoki ngā tīma ki ngā mōrearea, inā koa ka pāngia te oranga o te tangata e ngā whakataunga. Ka puta te kounga mai i te tirotiro, ehara i te tere anake.
Me pēhea te whakamahere a ngā kamupene mō te AI hei hanganga hua?
Whakamahia te AI hei paparanga taunoa kaua hei whakamātautau: whakamaherehia te wā mahi, te aroturuki, ngā whakaurunga, me te mana whakahaere mārama. Hangaia he ara raraunga haumaru me te mana uru kia kore ai ngā whakaaetanga e noho hei aukati i muri mai. Tāpirihia te whakahaere i mua i te wā - ngā rangitaki, te aromatawai, me ngā mahere hurihanga - inā koa ka awe ngā putanga i ngā whakataunga. Ehara i te mea ko ngā toa anake te "atamai", engari he pono, he pai hoki te whakaurunga.
Ngā Tohutoro
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Stanford HAI - Stanford AI Index Report 2025 - hai.stanford.edu
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Pew Research Center - He nui ake te āwangawanga o ngā kaimahi o Amerika mō te whakamahinga o te AI i te wāhi mahi ā muri ake nei, kaua ki te tumanako - pewresearch.org
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Te Tari o te Komihana Mōhiohio (ICO) - He aratohu ki te pūtake ture - ico.org.uk
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Te Whare Wānanga Paerewa me te Hangarau ā-Motu (NIST) - Anga Whakahaere Mōrearea AI 1.0 (NIST AI 100-1) - nvlpubs.nist.gov
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Te Whakahaere mō te Mahi Tahi me te Whakawhanaketanga Ōhanga (OECD) - Ngā Mātāpono AI OECD (Utauta Ture OECD 0449) - oecd.org
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Ture o te UK - GDPR Tuhinga 25: Te tiakitanga raraunga mā te hoahoa me te taunoa - legislation.gov.uk
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EUR-Lex - EU AI Ture: Ture (EU) 2024/1689 - eur-lex.europa.eu
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Te Tari Pūngao o te Ao (IEA) - Pūngao me te AI (Whakarāpopototanga Matua) - iea.org
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arXiv - Rangahau: Ngā kaihoko motuhake e ahu mai ana i te LLM - arxiv.org
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Harvard Online (Harvard/edX) - Ngā Kaupapa Taketake o TinyML - pll.harvard.edu
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OpenAI - Kāri Pūnaha GPT-4o - openai.com
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arXiv - Rangahau: te moemoeā i roto i ngā LLM - arxiv.org
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Te Whare Wānanga Paerewa me te Hangarau ā-Motu (NIST) - Anga Whakahaere Mōrearea AI - nist.gov
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Te Whare Wānanga Paerewa me te Hangarau ā-Motu (NIST) - Te Whakaiti i ngā Mōrearea e Puta Mai Ana i ngā Ihirangi Hanga (NIST AI 100-4, IPD) - airc.nist.gov
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Te Whakahaere Reipa o te Ao (ILO) - Pepa mahi: Te Hangarau Whakaputa me ngā Mahi (WP140) - ilo.org
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Te Whare Wānanga Paerewa me te Hangarau ā-Motu (NIST) - Ngā raraunga hanga motuhake - nist.gov
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Te Whakahaere mō te Mahi Tahi me te Whakawhanaketanga Ōhanga (OECD) - Te Maramarama Horihori me te hiahia hurihuri mō ngā pūkenga i roto i te mākete mahi - oecd.org