Whakautu poto: Ko te whāinga matua o te Generative AI he whakaputa ihirangi hou, whai tikanga (kuputuhi, whakaahua, oro, waehere, me ētahi atu) mā te ako i ngā tauira i roto i ngā raraunga o nāianei me te whakawhānui ake i aua tauira hei whakautu ki tētahi tohu. He tino āwhina tēnei ina hiahia koe ki ngā tauira tere, ki ngā momo rerekētanga rānei, engari ki te mea he mea nui te tika o ngā meka, tāpirihia he pūtake me te arotake.
Ngā kōrero matua hei whakaaroaro:
Whakatupuranga : Ka waihangahia he putanga hou e whakaata ana i ngā tauira kua akohia, ehara i te "pono" kua rongoatia.
Te Whakatakotoranga : Ki te mea he mea nui te tika, honoa ngā whakautu ki ngā tuhinga pono, ngā tohutoro, ngā pātengi raraunga rānei.
Te Whakahaere : Whakamahia ngā here mārama (te whakatakotoranga, ngā meka, te reo) hei ārahi i ngā putanga me te ōrite ake.
Ātete ki te whakamahinga hē : Tāpirihia he arai haumaru hei aukati i ngā ihirangi morearea, tūmataiti, kāore rānei e whakaaetia.
Te Haepapa : Whakamahia ngā putanga hei tauira; tuhia, aromatawaihia, me te tuku i ngā mahi mōrearea nui ki te tangata.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te AI generative
Kia mārama ki te hanga tuhinga, whakaahua, waehere me ētahi atu e ngā tauira.
🔗 Kua nui rawa te whakanui i te AI
He tirohanga taurite ki te whakanui, ngā here, me te pānga o te ao tūroa.
🔗 Ko tēhea AI e tika ana māu
Whakatauritehia ngā taputapu AI rongonui, ka whiriwhiri i te mea tino pai.
🔗 He mirumiru AI kei reira?
Ngā tohu hei tirotiro, ngā mōrearea mākete, me ngā mea e whai ake nei.
Ko te whāinga matua o te Generative AI🧠
Ki te hiahia koe ki te whakamārama poto rawa atu, tika hoki:
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Ka ako te AI whakaputa i te "āhua" o ngā raraunga (reo, whakaahua, puoro, waehere)
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Kātahi ka whakaputa tauira hou e ōrite ana ki taua āhua
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Ka mahia tēnei hei whakautu ki tētahi tohu, ki tētahi horopaki, ki ngā here rānei
Ae, ka taea e ia te tuhi paraka, te peita i tētahi pikitia, te whakaranu i tētahi rangi waiata, te tuhi i tētahi rarangi kirimana, te whakaputa i ngā whakamātautau, te hoahoa rānei i tētahi mea rite ki te tohu.
Ehara i te mea he "mōhio" pērā i te mārama o te tangata (ka tīmata tātou ki tēnā), engari he pai ki te whakaputa i ngā putanga e rite ana ki ngā tatauranga me ngā hanganga ki ngā tauira i akohia e ia.
Ki te hiahia koe ki te anga pakeke mō te "me pēhea te whakamahi i tēnei me te kore e takahi i ngā rake," he punga pakari te Anga Whakahaere Mōrearea AI a NIST mō te mōrearea + te whakahaere i te whakaaro. [1] Ā, ki te hiahia koe ki tētahi mea hāngai ana ki ngā mōrearea AI whakaputa uri (ehara i te AI whānui anake), i whakaputa hoki a NIST i tētahi kōtaha GenAI e hohonu ake ana te tirohanga ki ngā mea e rerekē ana i te wā e whakaputa ana te pūnaha i ngā ihirangi. [2]
He aha te take e tautohe ai te iwi mō te "whāinga matua o te Generative AI" 😬
Ka kōrero te tangata tetahi ki tetahi, nā te mea he rerekē ngā tikanga o te kupu "whāinga"
Ko te tikanga o ētahi tāngata:
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Whāinga hangarau: whakaputa putanga pono, ōrite (te uho)
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Whāinga pakihi: whakaiti i te utu, whakapiki i te putanga, whakawhaiaro i ngā wheako
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Whāinga tangata: te tiki āwhina mō te whakaaro, te waihanga, te whakawhitiwhiti kōrero rānei kia tere ake
Āe, ka tukinga aua mea.
Ki te noho pūmau tātou, ko te whāinga matua o te Generative AI ko te whakaputa - te waihanga ihirangi kāore i te tīariari i mua, i runga anō i te whakauru.
Kei raro iho ngā mahi pakihi. Kei raro iho anō hoki te mataku ahurea (aroha mai… he āhua 😬).
Ngā take e whakapoauautia ai a GenAI e te tangata (me te hiranga o tēnā) 🧯
Mā te rārangi poto "ehara i tēnei" ka whakamārama i te maha o ngā whakapoauautanga:
Ehara a GenAI i te pātengi raraunga
Kāore e "tiki mai i te pono." Ka whakaputa i e tika ana . Ki te hiahia koe ki te pono, tāpirihia he pūtake (ngā tuhinga, ngā pātengi raraunga, ngā tohutoro, te arotake tangata). Ko taua rerekētanga te pūtake o te pono. [2]
Ehara a GenAI i te kaihoko aunoa
Kāore te tuhinga whakaputa tauira i te rite ki tētahi pūnaha ka taea te mahi haumaru (te tuku īmēra, te whakarerekē i ngā tuhinga, te whakatakoto waehere). "Ka taea te whakaputa tohutohu" ≠ "me whakahaere."
Kāore a GenAI i te whai whakaaro
Ka taea e ia te whakaputa i ngā ihirangi e rite ana ki te mea i āta whakaarohia. Kāore tēnā i te rite ki te whai whakaaro.
He aha te mea e pai ai te putanga o te Generative AI? ✅
Ehara i te mea he rite te whai hua o ngā pūnaha "whakaputa" katoa. Ehara i te mea ko te putanga pai o te AI whakaputa ko te putanga e whakaputa ana i ngā putanga ataahua anake - engari ko te putanga e whakaputa ana i ngā putanga he mea nui, he mea whakahaere, he mea haumaru hoki mō te horopaki.
Ko te putanga pai he mea e whai ake nei:
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Te Hononga - kāore e whakahē i a ia anō i ia rerenga e rua
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Te Whakapūmau - ka taea te hono i ngā putanga ki tētahi pūtake pono (ngā tuhinga, ngā tohutoro, ngā pātengi raraunga) 📌
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Te Mana Whakahaere - ka taea e koe te ārahi i te reo, te hōputu, ngā here (ehara i te mea ko te akiaki i te kare ā-roto anake)
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Pono - ka whiwhi ngā akiaki ōrite i te kounga ōrite, ehara i te hua roulette
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Ngā ara haumaru - ka ārai i ngā putanga morearea, tūmataiti, kāore rānei i whakaaetia e te hoahoa
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Ngā whanonga pono - ka taea te kī "Kāore au i te tino mōhio" kaua ki te tito noa
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Te urutau ki te rerema mahi - ka hono atu ki te āhua mahi a te tangata, ehara i te rerema mahi wawata noa iho
Ko te tikanga, e whakaahuahia ana tēnei kōrero katoa e te NIST he "pono me te whakahaere mōrearea," koinei... te mea koretake e hiahia ana te katoa kia mahia i mua. [1][2]
He kupu whakarite kāore i te tino tika (kia rite): he rite te tauira whakaputa pai ki tētahi kaiawhina kihini tino tere e taea te whakarite i tetahi mea… engari i ētahi wā ka whakapoauau i te tote me te huka, ā, me tapanga me ngā whakamātautau reka kia kore ai koe e mahi kai reka 🍲🍰
He pouaka iti tere mō ia rā (he mea hangai, engari he mea noa) 🧩
Whakaarohia tētahi tīma tautoko e hiahia ana kia tuhia e GenAI ngā whakautu:
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Wiki 1: “Tukua te tauira kia whakautu i ngā tīkiti.”
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He tere te putanga, he māia… ā, i ētahi wā he hē, he utu nui hoki.
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Wiki 2: Ka tāpirihia e rātou te tiki (ka tangohia ngā meka mai i ngā tuhinga kua whakaaetia) me ngā tauira ("pātai tonu mō te ID pūkete," "kaua rawa e oati ki te whakahoki moni," me ētahi atu).
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Ka heke te hapa, ka pai ake te ōritetanga.
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Wiki 3: Ka tāpirihia e rātou he ara arotake (te whakaaetanga a te tangata mō ngā kāwai mōrearea nui) + ngā aromatawai māmā ("kaupapa here kua whakahuatia," "te ture whakahoki moni i whāia").
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Inaianei ka taea te whakatinana i te pūnaha.
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Ko te kaupapa matua o te mahi a NIST koia tēnei: kotahi noa te wāhanga o te tauira; ko ngā mana whakahaere e karapoti ana i a ia te mea e tino haumaru ai. [1][2]
Ripanga whakatairite - ngā kōwhiringa whakaputa uri rongonui (me te take e whai hua ai) 🔍
Ka huri tonu ngā utu, nō reira ka noho pōhēhē tonu tēnei. Waihoki: ka taupatupatu ngā kāwai. Ae, he hoha.
| Utauta / huarahi | hunga whakarongo | Utu (tata) | He aha i mahi ai (me tētahi āhuatanga iti) |
|---|---|---|---|
| Ngā kaiawhina kōrerorero LLM Whānui | Ngā tāngata katoa, ngā tīma | Taumata kore utu + ohaurunga | He rawe mō te tuhi, te whakarāpopototanga, te whakaaroaro. I ētahi wā ka hē māia… pērā i te hoa māia 😬 |
| Ngā LLM API mō ngā taupānga | Ngā Kaiwhakawhanake, ngā tīma hua | E hangai ana ki te whakamahinga | He ngāwari te whakauru ki ngā rerengamahi; he maha ngā wā ka honoa ki ngā taputapu tiki me ngā taputapu. Me whai ārai, ki te kore ka kawa |
| Ngā kaihanga whakaahua (kāhua horapa) | Ngā kaihanga, ngā kaihokohoko | Ohaurunga/whiwhinga | He kaha ki te momo kāhua + te rerekētanga; i hangaia i runga i ngā tauira whakaputa kāhua whakakore-haruru [5] |
| Ngā tauira whakaputa tuwhera-pūtake | Ngā kaipahua, ngā kairangahau | Pūmanawa kore utu + taputapu | Whakahaere + whakaritenga, tautuhinga tūmataiti. Engari ka utua e koe te mamae o te tautuhinga (me te wera o te GPU) |
| Ngā kaihanga oro/puoro | Ngā kaiwaiata, ngā kaiwhakangahau | Whiwhinga/ohaurunga | Te tere o te whakaaro mō ngā rangi waiata, ngā pūtake, me te hoahoa oro. Ka raru pea te raihana (pānuihia ngā kupu) |
| Ngā kaihanga ataata | Ngā kaihanga, ngā whare toi | Ohaurunga/whiwhinga | He tere ngā papa kōrero me ngā kaupapa poto. Ko te ōritetanga o ngā whakaaturanga te mea nui tonu |
| Te whakatupuranga whakarei-whakahoki (RAG) | Ngā Pakihi | Whakamahinga infra + | Āwhina ki te hono i te whakaputa ki ō tuhinga; he mana whakahaere noa mō te whakaiti i ngā "mea tito noa" [2] |
| Ngā kaihanga raraunga hangai | Nga roopu raraunga | Āhua-pakihi | He whai hua ina iti/tairongo ngā raraunga; me whakamana kia kore ai koe e tinihangatia e ngā raraunga kua whakaputaina 😵 |
I raro i te taupoki: ko te whakatupuranga he "whakaoti tauira" 🧩
Ko te pono kāore i te aroha:
He maha ngā mahi whakaputa AI kua whakanuia kia "matapaetia te mea e whai ake nei" kia rite rā anō ki tētahi mea kē.
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I roto i te tuhinga: whakaputahia te wāhanga tuhinga e whai ake nei (he tohu) i roto i tētahi raupapatanga - te whakatakotoranga autoregressive matarohia i tino whai hua ai te akiaki hou [4]
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I roto i ngā whakaahua: tīmata ki te haruru, kātahi ka whakarōpūtia kia rite ki te hanganga (te māramatanga whānau-horapa) [5]
Koia te hiranga o ngā tohutohu. Kei te hoatu e koe he tauira wāhanga ki te tauira, ā, ka oti i a ia.
Koinei anō te take he rawe te AI whakaputa uri mō:
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"Tuhia tēnei i roto i te reo ngāwari ake"
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"Homai ki ahau ngā kōwhiringa taitara tekau"
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"Hurihia ēnei tuhipoka hei mahere ma"
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"Waihangahia he waehere hanganga + whakamātautau"
…me te take hoki e raru ai:
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te tino tika o ngā meka, kāore he pūtake
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ngā mekameka whakaaro roa, pakarukaru
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tuakiri ōrite puta noa i ngā putanga maha (ngā pūāhua, te reo waitohu, ngā taipitopito auau)
Ehara i te "whakaaro" pērā i te tangata. Kei te whakaputa i ngā mea e taea te whai hua. He mea nui, engari he rerekē.
Te tautohetohe auahatanga - "te waihanga" me te "te whakaranu anō" 🎨
Ka nui te āwangawanga o te tangata i konei. E mārama ana ahau.
He maha ngā wā ka puta mai i te AI whakaputa hua auaha nā te mea ka taea e ia:
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whakakotahi i ngā ariā
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tūhuratia te rerekētanga kia tere
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ngā hononga ohorere o te mata
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ngā momo kāhua whaihanga me te tika whakamataku
Engari kāore he whakaaro. Kāore he reka o roto. Kāore "I hanga e au tēnei nā te mea he mea nui ki ahau."
Heoi, he whakamuri paku noa iho: ka hangarua tonutia e te tangata ngā waiata. Ka mahia e mātou i runga i ngā wheako, ngā whāinga, me te reka. Kia taea ai te tautohetohe tonu mō te tapanga. I roto i ngā mahi, he mana auaha mā te tangata, ā, koinei te wāhanga tino nui.
Raraunga hangai - te whāinga e whakaititia ana 🧪
Ko tētahi peka tino hira o te AI whakaputa ko te whakaputa raraunga e rite ana ki ngā raraunga tūturu, me te kore e whakaatu i ngā tāngata tūturu, i ngā kēhi tairongo onge rānei.
He aha i whai hua ai tēnā:
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ngā herenga tūmataiti me te tutuki i ngā whakaritenga (he iti ake te whakaaturanga o ngā tuhinga tūturu)
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te whakatauira i ngā huihuinga onge (ngā take tinihanga, ngā rahunga o te paipa motuhake, me ētahi atu)
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te whakamātautau i ngā paipa me te kore e whakamahi i ngā raraunga whakaputa
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te whakanui raraunga ina iti ngā huinga raraunga tūturu
Engari ko te mea nui tonu: ka taea e ngā raraunga hangai te whakaputa mārire i ngā whakaaro pōhēhē me ngā wāhi matapo rite tonu ki ngā raraunga taketake - koia te take he rite te hiranga o te whakahaere me te ine ki te whakaputa. [1][2][3]
He rite te raraunga hangai ki te kawhe kore kawhe - he āhua pai, he kakara pai, engari i ētahi wā kāore e mahi i te mahi i whakaarohia e koe ☕🤷
Ngā herenga - he aha te kino o te AI whakaputa uri (me te take) 🚧
Ki te kotahi noa te whakatūpato e maumahara ana koe, kia maumahara ki tēnei:
Ka taea e ngā tauira whakaputa kōrero wairangi te whakaputa.
Ngā momo rahunga noa:
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Ngā moemoeā - he tito pono i ngā meka, i ngā tohutoro, i ngā kaupapa rānei
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Mātauranga tawhito - ka ngaro pea ngā whakahōutanga i ngā tauira kua whakangungua ki ngā whakaahua poto
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Te pakarukaru tere - ka taea e ngā panonitanga kupu iti te whakaputa i ngā huringa nui o te putanga
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Pīrori huna - ngā tauira i akohia mai i ngā raraunga pīrori
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Te rahi rawa o te tutuki i ngā whakaritenga - ka ngana ki te āwhina ahakoa kāore e tika ana
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Ngā whakaaro taupatupatu - inā koa mō ngā mahi roa
Koinei tonu te take e noho ai te kōrero mō te "AI pono": ehara te māramatanga, te kawenga, te pakari, me te hoahoa e aro ana ki te tangata i te mea pai; koinei te huarahi e karo ai koe i te tuku i te pū whakawhirinaki ki te mahi whakaputa. [1][3]
Te ine i te angitu: te mōhio ki te wā e tutuki ai te whāinga 📏
Mena ko te whāinga matua o te Generative AI ko te "whakaputa ihirangi hou whai hua," ko ngā inenga angitu ka taka ki roto i ngā peere e rua:
Ngā inenga kounga (tangata me te aunoa)
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te tika (mēnā e tika ana)
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te ōritetanga me te māramatanga
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ōritetanga momo (reo, reo waitohu)
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te tino (e kapi ana i tāu i tono ai)
Ngā inenga reremahi
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te wā e penapenahia ana mō ia mahi
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te whakaiti i ngā whakatikatika
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te nui ake o te putanga me te kore e heke te kounga
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te pai o te kaiwhakamahi (te inenga tino nui, ahakoa he uaua ki te ine)
I roto i te mahi, i pāngia ngā tīma e tētahi pono whakamā:
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ka taea e te tauira te whakaputa tere i ngā tauira "pai rawaka"
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engari ko te mana whakahaere kounga te mea hou hei ārai
Nō reira, ehara i te mea ko te whakatupuranga anake te wikitoria tūturu. Ko ngā pūnaha whakatupuranga me te arotake - te whakatūnga o te kimi, ngā huinga arotake, te takiuru, te whakauru i ngā rōpū whero, ngā ara pikinga… ngā mea koretake katoa e pono ai. [2]
He aratohu whai hua mō te "whakamahia me te kore e pouri" 🧩
Mena kei te whakamahi koe i te AI whakaputa mō tetahi atu mea i tua atu i te ngahau noa, ka tino āwhina ētahi tikanga:
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Pātai atu mō te hanganga: "Homai he mahere tau, kātahi ka hoatu he tauira."
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Ngā herenga ā-kaha: "Whakamahia ēnei meka anake. Ki te ngaro, kīia te mea e ngaro ana."
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Tonoa te āwangawanga: "Whakarārangihia ngā whakapae + te māia."
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Whakamahia te whakapūmau: hono atu ki ngā tuhinga/pūtake raraunga ina he mea nui ngā meka [2]
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Whakaarohia ngā putanga he tauira: ahakoa ngā mea tino pai
Ā, ko te mahi māmā rawa ko te mea tino tangata: pānuihia kia nui te reo. Ki te rite ki te karetao e ngana ana ki te miharo i tō kaiwhakahaere, me whakatika pea 😅
Whakarāpopototanga 🎯
Ko te whāinga matua o te Generative AI he whakaputa ihirangi hou e uru ana ki tētahi tohu, ki tētahi here rānei , mā te ako i ngā tauira mai i ngā raraunga me te whakaputa i ngā putanga e tika ana.
He kaha nā te mea:
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ka tere ake te tuhi me te whakaaro
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whakarea i ngā rerekētanga i te iti o te utu
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ka āwhina ki te whakakī i ngā āputa pūkenga (tuhi, waehere, hoahoa)
He mea mōrearea nā te mea:
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ka taea te tito i ngā kōrero pono me te mārama
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ka riro mai te whakaaro pākiki me ngā wāhi matapo
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me whakatūturu, me tirotiro hoki i roto i ngā horopaki nui [1][2][3]
He pai te whakamahinga, ehara i te mea he "mīhini whakakapinga" engari he "mīhini tauira me te turbo".
Ki te kore e pai te whakamahinga, he pū whakapumau i te whakapono ki tō rerenga mahi… ā, ka tere te utu 💥
Ngā Pātai Auau
He aha te whāinga matua o te AI whakaputa uri i roto i te reo o ia rā?
Ko te whāinga matua o te AI whakaputa ko te whakaputa i ngā ihirangi hou, whai tikanga - tuhinga, whakaahua, oro, waehere rānei - i runga i ngā tauira i akohia mai i ngā raraunga o nāianei. Ehara i te mea ko te tiki i te "pono" mai i tētahi pātengi raraunga. Engari, ka whakaputa i ngā putanga e rite ana ki ngā mea kua kitea i mua, i hangaia e tō tohu me ngā herenga katoa e whakaratohia ana e koe.
Me pēhea te whakaputa ihirangi hou a te AI whakaputa-ake mai i tētahi tohuāki?
I roto i te maha o ngā pūnaha, ka rite te mahi a te whakaputa ki te whakaoti tauira i te tauine. Mō te tuhinga, ka matapae te tauira i te mea e whai ake nei i roto i te raupapa, ka hangaia he haere tonu. Mō ngā whakaahua, ka tīmata ngā tauira momo horapa me te haruru, ā, ka "whakakore haruru" ki te hanganga. Ka mahi tō tohu hei tauira wāhanga, ā, ka whakaotihia e te tauira.
He aha i ētahi wā ka tito māia ai te AI whakaputa kōrero?
Kua arotauhia te AI whakaputa hei whakaputa i ngā putanga pono, mārama hoki - ehara i te mea hei whakamana i te tika o ngā kōrero. Koia te take ka taea ai e ia te whakaputa i ngā kōrero wairangi, ngā tohutoro tito, ngā kaupapa hē rānei. Mēnā he mea nui te tika, me whai pūtake koe (ngā tuhinga pono, ngā tohutoro, ngā pātengi raraunga) me te arotake tangata, inā koa mō ngā mahi mōrearea nui, mahi e anga atu ana ki te kiritaki.
He aha te tikanga o te kupu "whakatakoto whenua", ā, āhea me whakamahi?
Ko te tikanga o te whakapūmau ko te hono i te putanga o te tauira ki tētahi puna pono o te pono, pērā i ngā tuhinga kua whakaaetia, ngā pūtake mātauranga ā-roto, ngā pātengi raraunga hanganga rānei. Me whakamahi koe i te whakapūmau i ngā wā katoa e tika ana te tika o ngā meka, te tutuki i ngā kaupapa here, te ōritetanga rānei - ngā whakautu tautoko, ngā tauira ture, pūtea rānei, ngā tohutohu hangarau, tetahi atu mea rānei ka pā kino pea mēnā he hē.
Me pēhea taku hanga kia ōrite ake, kia ngāwari ake hoki te whakahaere i ngā putanga AI whakaputa uri?
Ka pai ake te whakahaere ina tāpirihia e koe ngā here mārama: te whakatakotoranga e hiahiatia ana, ngā meka e whakaaetia ana, te aratohu reo, me ngā ture "me/kaua e mahi". Ka āwhina ngā tauira ("Pātai atu mō te X i ngā wā katoa," "Kaua rawa e oati ki te Y"), pērā i ngā tohutohu hanganga ("Homai he mahere tau, kātahi ka tuhia he tauira"). Mā te tono ki te tauira kia whakarārangihia ngā whakapae me te koretake ka taea hoki te whakaiti i te whakaaro tino maia.
He rite tonu te AI whakaputa-ake ki tētahi kaihoko ka taea te mahi?
Kāo. Ko te tauira e whakaputa ana i ngā ihirangi ehara i te pūnaha e whakahaere aunoa ana i ngā mahi pēnei i te tuku īmēra, te whakarerekē i ngā tuhinga, te whakatinanatanga waehere rānei. He rerekē te "Ka taea te whakaputa tohutohu" i te "haumaru ki te whakahaere." Mena ka tāpirihia e koe te whakamahinga taputapu, te aunoatanga rānei, me whai ārai, whakaaetanga, takiuru, me ngā ara whakapiki ake anō hei whakahaere i te mōrearea.
He aha te mea e "pai" ai te pūnaha AI whakaputa uri i roto i ngā rerengamahi tūturu?
He mea nui te pūnaha pai, he mea whakahaere, ā, he haumaru hoki mō tōna horopaki - ehara i te mea he mea whakamiharo noa iho. Ko ngā tohu mahi ko te ōritetanga, te pono puta noa i ngā tohu rite, te tūhono ki ngā pūtake pono, ngā ara haumaru e aukati ana i ngā ihirangi kāore i whakaaetia, i ngā ihirangi tūmataiti rānei, me te pono ina kore e tino mārama. Ko te rerema mahi e karapoti ana - ngā ara arotake, te aromatawai, me te aroturuki - he mea nui tonu pērā i te tauira.
He aha ngā herenga nui rawa atu me ngā momo rahunga hei tirotiro māu?
Ko ngā momo rahunga noa ko ngā moemoeā, te mōhiotanga tawhito, te pakarukaru tere, te whakaaro huna, te tutuki nui rawa, me te whakaaro taupatupatu mō ngā mahi roa. Ka piki ake te mōrearea ina whakaarohia ngā putanga he mahi kua oti, kaua ko ngā tauira. Mō te whakamahinga whakaputa, ka tāpirihia e ngā tīma te pūtake rapu, ngā aromatawai, te takiuru, me te arotake tangata mō ngā kāwai tairongo.
Āhea te wā e pai ai te whakamahi i te AI whakaputa raraunga hangai?
Ka āwhina pea ngā raraunga hangai ina iti, ina tairongo, ina uaua rānei te tohatoha i ngā raraunga tūturu, ā, ina hiahia koe ki te whakatauira onge, ki ngā taiao whakamātautau haumaru rānei. Ka taea e ia te whakaiti i te whakaaturanga o ngā tuhinga tūturu, ā, ka tautoko i te whakamātautau, i te whakanui rānei i ngā ara. Engari me whakamana tonu, nā te mea ka taea e ngā raraunga hangai te whakaputa anō i ngā whakaaro pōhēhē, i ngā wāhi matapo rānei mai i ngā raraunga taketake.
Ngā Tohutoro
[1] Te RMF AI a NIST - he anga mō te whakahaere i ngā mōrearea me ngā mana whakahaere AI. pānuihia atu
[2] NIST AI 600-1 GenAI Profile - he aratohu mō ngā mōrearea me ngā whakaiti mōrearea motuhake ki a GenAI (PDF). pānuihia atu
[3] Ngā Mātāpono AI OECD - he huinga mātāpono taumata-tiketike mō te AI kawenga. pānuihia atu
[4] Brown et al. (NeurIPS 2020) - he pepa turanga mō te akiaki torutoru-whakaahua me ngā tauira reo nui (PDF). pānuihia atu
[5] Ho et al. (2020) - he pepa tauira horapa e whakaahua ana i te whakaputa whakaahua e ahu mai ana i te whakakore haruru (PDF). pānuihia atu