Whakautu poto: Ka nui rawa te hoko o te AI ina hokohokohia he mea tino pai, he kore-ringa, he whakakapi mahi rānei; kāore e nui rawa te hoko ina whakamahia hei taputapu tirotiro mō te tuhi, te tautoko waehere, te whakarōpūtanga, me te tūhuratanga raraunga. Ki te hiahia koe ki te pono, me whakapūmau koe i roto i ngā puna kua manatokohia me te tāpiri arotake; i te pikinga o ngā tūponotanga, ka nui te hiranga o te whakahaere.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
Ngā kōrero matua hei whakaaroaro:
Ngā tohu whakarahi rawa: Whakaarohia ngā kereme "tino motuhake" me ngā kereme "tino tika wawe".
Pono: Me tumanako ka puta mai ngā whakautu hē; me kimi, me whakamana, me arotake e te tangata.
Ngā whakamahinga pai: Kōwhiria ngā mahi whaiti, ka taea te mahi anō, he mārama ngā inenga angitu, he iti hoki ngā tūponotanga.
Te Haepapa: Whakaritea he rangatira tangata mō ngā putanga, ngā arotake, me te aha ka puta ina hē.
Whakahaere: Whakamahia ngā anga me ngā mahi whakaatu i ngā aituā ina pā mai he moni, he haumaru, he tika rānei.
🔗 Ko tēhea AI e tika ana māu?
Whakatauritea ngā taputapu AI noa mā ngā whāinga, te tahua, me te ngāwari.
🔗 Kei te hangaia he mirumiru AI?
Ngā tohu o te whakanui, ngā mōrearea, me te āhua o te tipu tauwhiro.
🔗 He pono rānei ngā pūoko mohio-ā-ringa mō te whakamahinga i te ao tūturu?
Ngā herenga tika, ngā hua hē, me ngā tohutohu mō te aromatawai tika.
🔗 Me pēhea te whakamahi i te AI i runga i tō waea pūkoro i ia rā
Whakamahia ngā taupānga pūkoro, ngā kaiawhina reo, me ngā tohutohu hei penapena wā.
Ko te tikanga o te iwi ina kī "Kua nui rawa te whakanui i te AI" 🤔
Ina kī mai tetahi he nui rawa te whakanui i te AI, ko te tikanga kei te tauhohe rātou ki tētahi (neke atu rānei) o ēnei rerekētanga:
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Ngā kupu whakaari hokohoko, me ngā mea o ia rā.
He mīharo te āhua o te whakaaturanga. He rite te whakatinanatanga ki te rīpene me te inoi. -
Te Pūkenga me te Pono
Ka taea e ia te tuhi rotarota, te whakamāori i tētahi kirimana, te patuiro waehere… kātahi ka tito maia i tētahi hononga kaupapa here. Pai pai pai. -
Te Ahunga Whakamua me te Whaihua
Ka tere te whakapai ake o ngā tauira, engari he puhoi, he tōrangapū, he kī tonu i ngā āhuatanga taha te whakauru i aua tauira ki roto i ngā tukanga pakihi uaua. -
"Whakakapia te tangata" Ko
te nuinga o ngā angitu tūturu he rite ki te "tango i ngā wāhanga hoha" kaua ki te "whakakapia te mahi katoa".
Ā, koinei te tino taumahatanga: He tino kaha te AI, engari he maha ngā wā ka hokona atu me te mea kua oti kē. Kāore anō kia oti. Kei te… haere tonu. Pēnei i te whare he ataahua ngā matapihi, kāore he paipa 🚽
He aha i tino ngāwari ai te puta o ngā kereme AI kua whakanuia (ā, kei te tupu tonu) 🎭
Anei ētahi take e kukume ai te AI i ngā kereme whakakake pērā i te aukume:
He tinihanga noa iho ngā whakaaturanga (i te huarahi pai rawa atu)
Ka whiriwhiria ngā whakaaturanga. Ka whakatikatikaina ngā tohutohu. He ma ngā raraunga. Ka arohia te āhuatanga pai rawa atu, ā, ko ngā āhuatanga rahua ka kai pihikete i muri i te atamira.
He nui te whakaaro pākiki mō te hunga ora
Ka horapa haere ngā kōrero "Nā te AI mātou i whakaora i te miriona hāora". Ka huna puku ngā kōrero "Nā te AI mātou i tuhi anō i ngā mea katoa kia rua ngā wā" ki roto i te kōpaki kaupapa a tētahi e kīia nei ko "ngā whakamātautau Q3" 🫠
E whakapoauau ana te iwi i te matatau me te pono
Ka taea e te hangarau mohio auaha o ēnei rā te tangi maia, te āwhina, me te motuhake - ka mamingatia ai e ō tātou roro te whakaaro he tika.
Ko tētahi huarahi tino rongonui hei whakaahua i tēnei momo rahunga ko te whakarapopototanga: he mea kī maia engari he putanga hē (arā, "whakaaro pōhewa"). E kīia tika ana tēnei e te NIST hei mōrearea matua mō ngā pūnaha AI whakaputa uri. [1]
Ka whakanuia e te moni te megaphone
Ina pāngia ngā tahua, ngā aromatawai, me ngā whakatenatena mahi, he take tō te katoa ki te kī "ka huri te katoa i tēnei" (ahakoa ka huri te nuinga o ngā papa reti reti).
Te tauira "pikinga utu → pouri → uara pumau" (me te take kāore e kī he rūpahu te AI) 📈😬
He maha ngā hangarau e whai ana i te ara kare ā-roto kotahi:
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Ngā tumanakohanga tino teitei (ka aunoatia ngā mea katoa i te Tūrei)
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Te mooni uaua (ka pakaru i te Wenerei)
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Uara pumau (ka noho puku hei wāhanga o te mahi)
Āe - ka taea te hoko rawa i te AI engari he mea nui tonu. Ehara i te mea he rerekē. He hoa noho tahi rātou.
Kāore te AI e whakanuia rawatia (kei te whakatutuki i ngā hua) ✅✨
Koinei te wāhanga e ngaro ana nā te mea he iti ake te pūtaiao-pūrākau, he nui ake te ripanga tātai.
He tino pikinga hua te āwhina waehere
Mō ētahi mahi - te papaaho, te hanganga whakamātautau, ngā tauira tāruarua - he tino whai hua ngā pairati waehere.
I kitea i roto i tētahi whakamātautau whakahaere i whakahuatia whānuitia mai i GitHub, i tere ake (e ai ki tā rātou tuhinga he tere ake i te 55% i taua rangahau). [3]
Ehara i te mea makutu, engari he whai tikanga. Ko te mea nui, me arotake tonu e koe te mea e tuhia ana… nā te mea ehara te "āwhina" i te "tika"
Te tuhi, te whakarāpopototanga, me te whakaaroaro tuatahi
He rawe te AI mō:
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Te huri i ngā tuhipoka matapōkere hei tauira ma ✍️
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Te whakarāpopoto i ngā tuhinga roa
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Ngā kōwhiringa whakaputa (ngā pane, ngā whakarāpopototanga, ngā momo īmēra)
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Te reo whakamāori ("kia iti ake te kakara" 🌶️)
He kaiawhina iti ngoikore, he teka i ētahi wā, nō reira ka tirotirohia e koe. (He nanakia. He tika hoki.)
Te whakarōpūtanga tautoko kiritaki me ngā tēpu āwhina ā-roto
Ko ngā wāhi e tino pai ai te mahi a te AI: whakarōpū → tiki → whakaaro, kaua e tito → tumanako → whakatakoto.
Ki te hiahia koe ki te putanga poto, haumaru hoki: whakamahia te AI hei tango mai i ngā puna kua whakaaetia me te tuhi i ngā whakautu, engari me pupuri te tangata kia whai kawenga mō ngā mea e tukuna ana - ina koa ka piki ake ngā tūponotanga. Ko taua tūnga "whakahaere + whakamātautau + whakaatu i ngā aituā" e tino rite ana ki te āhua o te NIST e whakatakoto ana i te whakahaere mōrearea AI whakaputa uri. [1]
Te tūhuratanga raraunga - me ngā ārai
Ka taea e te AI te āwhina i te tangata ki te uiui i ngā huinga raraunga, ki te whakamārama i ngā tūtohi, me te whakaputa whakaaro mō "ngā mea hei tirotiro i muri mai". Ko te wikitoria ko te whakangāwari ake i te uru atu ki ngā tātaritanga, kaua ki te whakakapi i ngā kaitātari.
Te wāhi e whakanuia rawatia ana te AI (me te take e pouri tonu ai) ❌🤷
"Ngā māngai tino motuhake e whakahaere ana i ngā mea katoa"
Ka taea e ngā kaihoko te whakahaere i ngā rerengamahi kia pai. Engari ina tāpirihia e koe:
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ngā taahiraa maha
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ngā taputapu paru
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ngā whakaaetanga
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ngā kaiwhakamahi tūturu
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ngā hua tūturu
…ka whakanuia ngā momo kore angitu pērā i te rāpeti. He ātaahua i te tīmatanga, kātahi ka tino miharo koe 🐇
He ture whaihua: ko te nui ake o te "kore-ringa" e kīia ana e tetahi mea, ko te nui ake o te pātai he aha ka puta ina pakaru.
"Ka tino tika wawe tonu"
Ae, ka pai ake te tika, engari he pahekeheke te pono - ina koa ka kore te tauira e ahu mai i ngā puna manatoko.
Koia te take e rite ai te mahi AI nui ki te: kimi + whakamana + aroturuki + arotake tangata, kaua ko te "whakatairanga noa iho." (E whakaatu ana te kōtaha GenAI a NIST i tēnei me te tohetohe mārire, pumau.) [1]
"Kotahi te tauira hei whakahaere i a rātou katoa"
I roto i te mahi, he maha ngā wā ka whakaranu ngā tīma i ngā mea e whai ake nei:
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ngā tauira iti ake mō ngā mahi iti te utu/rahi
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ngā tauira nui ake mō te whakaaro uaua ake
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te kimi i ngā whakautu tūāpapa
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ngā ture mō ngā rohe tutuki
Heoi, he pai te hoko i te whakaaro "roro makutu kotahi". He mea whakarite. He pai ki te tangata te whakarite.
"Whakakapia ngā tūranga mahi katoa i te pō kotahi"
He paihere mahi te nuinga o ngā tūranga. Tērā pea ka pakaruhia e te AI tētahi wāhanga o aua mahi, ā, kāore e pā ki te toenga. Ko ngā wāhanga tangata - te whakatau, te kawenga, ngā whanaungatanga, te horopaki - ka noho pūmau tonu… he tangata.
I hiahia mātou ki ngā hoa mahi karetao. Engari i whiwhi mātou i te whakaoti aunoa i runga i ngā steroids.
He aha te mea e pai ai te whakamahi i te AI (me te mea kino) 🧪🛠️
Koinei te wāhanga ka pekehia e te tangata, kātahi ka puta te pouri i muri mai.
Ko te whakamahinga pai o te AI he:
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Ngā paearu angitu mārama (te wā kua penapenahia, te hapa kua whakaitihia, te tere o te urupare kua whakapaitia)
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Ngā pānga iti ki te waenga (he arotake tangata kaha rānei)
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Ngā tauira ka taea te tukurua (ngā whakautu FAQ, ngā rerengamahi noa, ngā tuhinga paerewa)
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Te urunga atu ki ngā raraunga pai (me te whakaaetanga ki te whakamahi)
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He mahere whakamuri ina puta he kōrero wairangi mai i te tauira
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He whāiti te whānuitanga i te tīmatanga (he iti ngā wikitoria)
tētahi whakamahinga kino o te AI he penei:
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"Me whakahaere aunoa te whakatau kaupapa" me te kore he kawenga 😬
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"Ka mono noa mātou ki ngā mea katoa" (kāo… kāo koa)
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Kāore he inenga tūāpapa, nō reira kāore tetahi e mōhio ana mēnā i āwhina
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E tumanako ana kia waiho hei mīhini pono, kaua hei mīhini tauira
Ki te mea kotahi anake te mea e maumahara ana koe: Ko te AI te mea māmā ki te whakawhirinaki atu ina tūhono ki ō ake puna kua manatokohia , ā, kua herea ki tētahi mahi kua tautuhia pai. Ki te kore, he rorohiko e ahu mai ana i ngā kare ā-roto.
He huarahi māmā (engari he tino whai hua) ki te tirotiro i te AI i roto i tō whakahaere 🧾✅
Ki te hiahia koe ki tētahi whakautu whaitake (kaua ki tētahi whakautu wera), whakahaerehia tēnei whakamātautau tere:
1) Tautuhia te mahi e utua ana e koe te AI hei mahi
Tuhia kia rite ki tētahi whakaahuatanga mahi:
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Ngā Whakauru
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Ngā Putanga
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Ngā Here
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"Ko te tikanga o te mea kua oti..."
Ki te kore e taea e koe te whakaahua mārama, e kore e taea e te AI te whakamārama mā te makutu.
2) Whakatūria te turanga
Kia pēhea te roa o te wā inaianei? E hia ngā hapa inaianei? He aha te āhua o te "pai" inaianei?
Kāore he pūtake = he pakanga whakaaro mutunga kore i muri mai. He pono, ka tautohe tonu te iwi, ā, ka tere tō koroheketanga.
3) Whakatauhia te pūtake o te pono
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Pūtake mātauranga ā-roto?
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Ngā tuhinga a te kiritaki?
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Ngā kaupapa here kua whakaaetia?
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He huinga tuhinga kua whakaritea?
Mena ko te whakautu "ka mōhio te tauira," he tohu kino tēnā 🚩
4) Whakatakotoria te mahere tangata-i-roto-i-te-porowhita
Whakatau:
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ko wai e arotake ana,
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i a rātou e arotake ana,
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me te aha ka puta ina hē te AI.
Koinei te rerekētanga i waenga i te "taputapu" me te "nama." Ehara i te mea i ngā wā katoa, engari i ngā wā katoa.
5) Tātaitia te radius o te pahūtanga
Tīmata ki te wāhi e kore e nui ngā hapa. Whakawhanuihia ina whiwhi taunakitanga koe.
Koinei te huarahi e huri ai i ngā kereme kua whakanuia hei whai hua. He māmā noa iho… he whai hua… he ātaahua 😌
Te whakawhirinaki, te mōrearea, me te ture - te wāhanga kore-whakaaro e hira ana 🧯⚖️
Mena kei te whakamahia te AI ki tētahi mea nui (tangata, moni, haumaru, hua ture), ehara te whakahaere i te mea kōwhiringa.
Anei ētahi ārai e mōhiotia whānuitia ana:
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Kōtaha AI Whakaputa NIST (hoa ki te RMF AI): ngā kāwai mōrearea mahi + ngā mahi kua whakaarohia puta noa i te whakahaere, te whakamātautau, te takenga mai, me te whakaaturanga aituā. [1]
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Ngā Mātāpono AI a te OECD: he tūāpapa ā-ao whānui e whakamahia whānuitia ana mō te AI pono, e aro ana ki te tangata. [5]
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Ture AI a te EU: he anga ture e hangai ana ki te mōrearea e whakatakoto ana i ngā herenga i runga i te whakamahinga o te AI (ā, e aukati ana i ētahi mahi "mōrearea kāore e whakaaetia"). [4]
Āe, he rite tonu tēnei ki ngā mahi pepa. Engari koinei te rerekētanga i waenga i te "taputapu whai hua" me te "āe, i whakatinanahia e mātou he moemoeā kino mō te tutuki i ngā ture."
He tirohanga tata atu: te whakaaro "AI hei whakaoti aunoa" - kāore i te tino manakohia, engari he pono tonu 🧩🧠
Anei tētahi kupu whakarite kāore i te tino tika (he tika hoki tēnei): he rite te nuinga o te AI ki tētahi whakaoti aunoa tino rawe e pānui ana i te ipurangi, kātahi ka wareware ki hea i pānui ai.
He ahua whakahawea tēnā, engari koinei anō te take e whai hua ai:
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He tino pai ki ngā tauira
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He tino pai ki te reo
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He tino pai ki te whakaputa i "te mea e whai ake nei"
Ā, koinei te take i rahua ai:
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Kāore e "mōhio" noa iho he aha te pono
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Kāore e mōhiotia noatia ana he aha ngā mahi a tō whakahaere
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Ka taea e ia te whakaputa i ngā kōrero wairangi māia me te kore e whai pūtake (tirohia: kōrero pakiwaitara / whakaaro pōhewa) [1]
Nō reira, ki te hiahia tō kaupapa whakamahi i te pono, me whakapūmau e koe mā te kimi, ngā taputapu, te whakamana, te aroturuki, me te arotake tangata. Ki te hiahia tō kaupapa whakamahi i te tere o te tuhi me te whakatakoto whakaaro, me tuku kia rere noa ake. He rerekē ngā tautuhinga, he rerekē ngā tumanakohanga. Pērā i te tunu kai me te tote - kāore e hiahiatia ana te nui o te tote i ngā mea katoa.
Ripanga Whakataurite: ngā huarahi whai hua hei whakamahi i te AI me te kore e toremi i roto i ngā kereme kua whakanuia 🧠📋
| Utauta / kōwhiringa | hunga whakarongo | Te āhua o te utu | He aha i mahi ai |
|---|---|---|---|
| Kaiāwhina momo kōrerorero (whānui) | Ngā tāngata takitahi, ngā tīma | Ko te tikanga he taumata kore utu + he utu | He pai mō ngā tauira, te whakaaroaro, te whakarāpopototanga… engari me whakamana tonu ngā meka |
| Kaiurungi waehere | Ngā Kaiwhakawhanake | I te nuinga o te wā ka ohauru | Ka tere ake ngā mahi waehere noa, me arotake tonu + ngā whakamātautau, me te kawhe |
| "Whakautu me ngā pūtake" e hangai ana ki te tiki | Ngā kairangahau, ngā kaitātari | He rite ki te Freemium | He pai ake mō ngā rerengamahi "kimihia + whenua" i te matapae noa iho |
| Aunoatanga rere mahi + AI | Ngā mahi, tautoko | Paparanga | Ka huri i ngā takahanga auau hei rere ā-aunoa (ko te ā-haurua te mea nui) |
| Tauira ā-roto / manaaki-ā-whaiaro | Ngā whakahaere whai mana ML | Ngā tāngata o raro | He nui ake te mana whakahaere me te tūmataitinga, engari ka utua e koe te tiaki me te mamae o te ngākau |
| Ngā anga whakahaere | Ngā kaiārahi, te mōrearea, te tutuki i ngā whakaritenga | Ngā rauemi kore utu | Āwhina i a koe ki te whakahaere i te mōrearea me te whakawhirinaki, ehara i te mea ataahua engari he mea nui |
| Ngā pūtake paearu / tirotiro-mooni | Ngā kaiwhakahaere, kaupapa here, rautaki | Ngā rauemi kore utu | Ka hinga ngā raraunga i ngā kare ā-roto, ā, ka whakaiti i ngā kauwhau a LinkedIn |
| "Kaiwhakahaere e mahi ana i ngā mea katoa" | Ngā moemoeā 😅 | Ngā utu + te pōrearea | He mea whakamiharo i ētahi wā, he mea pakarukaru i ētahi wā - me haere tonu me te kai ma te manawanui |
Ki te hiahia koe ki tētahi pokapū "tirotiro mooni" mō te ahunga whakamua me ngā raraunga pānga o te AI, he wāhi pai te Stanford AI Index hei tīmatanga. [2]
He whakarāpopototanga poto + he whakarāpopototanga whakamutunga 🧠✨
Nō reira, ka nui rawa te whakanui i te AI ina hoko ana tetahi:
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te tino tika,
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te mana motuhake katoa,
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te whakakapinga tonu o ngā tūranga katoa,
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he roro mono-ā-ringa rānei e whakaoti rapanga ana i tō whakahaere…
…āe, koinā te mahi hokohoko me te mutunga kanapa.
Engari ki te pēnei te āhua o te AI:
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he kaiawhina kaha,
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he pai ake te whakamahi mō ngā mahi whaiti, kua tautuhia pai,
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i ahu mai i ngā puna pono,
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me te arotake a te tangata i ngā mea nui…
…kāore, kāore i te whakanuia rawatia. He… koretake noa iho. Pērā i te mema whare takaro. He mea whakamiharo mēnā ka whakamahia tika, kāore he painga mēnā ka kōrerohia noa i ngā pāti 😄🏋️
He whakarāpopototanga poto: Kua nui rawa te whakanui i te AI hei whakakapinga makutu mō te whakatau - ā, kāore i te tino maiohatia hei whakarea mahi mō te tuhi, te āwhina waehere, te whakarōpūtanga, me ngā rerengamahi mātauranga.
Tauira o te ao tūturu: Te hanga i tētahi kaiawhina AI tautoko triage 🛠️
Horopaki
Whakaarohia he kamupene pūmanawa iti me tētahi tīma tautoko tokorima. E 180 pea ngā īmēra tautoko ka riro mai i a rātou i te wiki: he whakapoauau mō te tautuhi kupuhipa, he pātai nama, he pūrongo hapa, he tono āhuatanga, me ngā karere mataku "kua hinga te pūnaha?".
Kāore te kamupene e tono i te AI kia whakautu tika ki ngā kiritaki. He tino mōrearea rawa tēnā. Engari, ka whakamahia e rātou te AI hei kaiawhina tātaritanga e tirotirohia ana: ka pānuihia te karere e tae mai ana, ka tapaina te momo tīkiti, ka tūtohu i te tuhinga pokapū āwhina tika, ka tuhi i tētahi whakautu pea, ā, ka tohu i ngā mea katoa e hiahia ana ki tētahi tangata.
He rite tēnei ki te putanga mahi a te AI: he mahi whaiti, he pūtake kua whakaaetia, he arotake tangata, he putanga ka taea te ine.
Ngā mea e hiahiatia ana e te kaiawhina
Me mahi noa te kaiawhina mai i ngā rauemi kua whakaaetia, pēnei i:
Ngā makro tautoko kiritaki
Ngā kaupapa here whakahoki moni me te nama
Rārangi pepeke e mōhiotia ana
Ngā tuhinga o te pokapū āwhina
Ngā ture pikinga
Aratohu reo-o-te-reo
He rārangi o ngā kaupapa "kaua rawa e whakautu aunoa", pērā i ngā tūmomo mōrearea ture, ngā tautohe utu, te haumarutanga pūkete, ngā pūrongo tukino, ngā kiritaki pakihi riri rānei
Ko te kōrero matua: kāore te kaiawhina e tonoa ana kia "mōhio" ki te whakautu. Engari kia kimihia , kia whakarōpūtia, kia tuhia mai i ngā puna pono.
Tauira tohutohu
He kaiawhina tautoko koe mō tētahi kamupene SaaS iti.
Ko tāu mahi he whakarōpū i ia tīkiti e tae mai ana, te tūtohu i te tuhinga āwhina kua whakaaetia e tika ana, te tuhi i tētahi whakautu poto i roto i tā mātou reo tautoko, me te tohu mēnā me arotake e te tangata i mua i te tukunga atu.
Whakamahia noa ngā kaupapa here tautoko me ngā ihirangi o te pokapū āwhina kua tukuna. Mena kāore te whakautu i te tino tautokona e aua puna, me kī atu: "Me arotake e te tangata - kāore i kitea te puna."
Kaua rawa e oati ki te whakahoki moni, ki te whiwhi whiwhinga ratonga, ki ngā hua ture, ki ngā whakatikatika haumarutanga, ki ngā rā mahere hua rānei.
Mō ia tīkiti, whakahokia mai:
Kāwai tīkiti
taumata ohorere
Pūtake kua tūtohutia
Whakautu tauira
Arotake tangata e hiahiatia ana: āe/kāo
Te take mō te whakatau arotake
Me pēhea te whakamātautau
I mua i te whakamahinga i runga i ngā tīkiti ora, whakamātauria ki ngā karere tautoko tawhito e 30:
10 ngā tīkiti FAQ māmā
5 ngā pātai nama
5 ngā pūrongo pepeke
5 ngā amuamu riri, ngā amuamu kare ā-roto rānei
3 ngā pātai e pā ana ki te haumarutanga
2 ngā karere kāore i te mārama, kāore hoki he horopaki
Kātahi ka whakatairite i te putanga o te AI ki te āhua o te whakarōpūtanga a te kaiārahi tautoko mātau i ngā tīkiti ōrite.
Ngā tirotiro matua:
I whiriwhiria e ia te kāwai tika?
I whakahuatia te kaupapa here tika, te tuhinga tika rānei?
I titoa mai rānei tētahi mea e ia?
I tika te whakapiki ake i ngā tīkiti tairongo?
I mārama te tauira hei whakatika wawe?
Ka whiwhi te kiritaki i tētahi whakautu haumaru, tika hoki?
Hua
Hua tauira: i runga i te wā i whakaritea ai ngā tauira tīkiti 30 i mua atu, ā, i muri hoki i te whakaurunga o te tukanga mahi whakarōpū.
I mua i te whakarōpūtanga o te AI, e 6 meneti me te 40 hēkona te roa o te wā e pau ana i te kaiārahi tautoko mō ia tīkiti ki te pānui, ki te whakarōpū, ki te kimi i te macro tika, me te tuhi i te urupare tuatahi.
Me te kaiawhina AI, e 2 meneti 15 hēkona te roa o te whakamātautau tuatahi-haerenga mō ia tīkiti , tae atu ki te arotake tangata.
E ai ki te whakatau tata, e 4 meneti me te 25 hēkona te penapena mō ia tīkiti. Mō ngā tīkiti 180 ia wiki, e rite ana tēnā ki te 13 hāora me te 15 meneti te penapena mō ia wiki.
Te tirotiro tika mai i te whakamātautau tauira:
I ōrite te kāwai ki te tapanga a te kaiārahi tautoko i runga i te 26 o roto i te 30 tīkiti
I tika te whakapiki i ngā tīkiti e toru e pā ana ki te haumarutanga
I titoa ngā taipitopito kāore i tautokona i roto i ngā tauira e rua, i hopukina ngā mea e rua i te wā arotake.
Me tuhi anō mai i te tīmatanga i roto i te 4 o roto i te 30 ngā take
Ehara tēnei i te "whakakapi tautoko i te AI". He AI e whakaiti ana i te mahi whakarōpū me te mahi tauira tuatahi, i te mea kei te whakahaere tonu te tangata i te whakatau, te reo, ngā tūponotanga, me te kawenga.
He aha te mea ka hē
Ko te mōrearea nui ko te tuku i te kaiawhina kia tuku whakautu me te kore e arotake wawe rawa.
Ko ngā hapa noa ko:
Te hoatu i ngā tuhinga āwhina tawhito
Te wareware ki te whakauru i ngā ture whakahoki moni
Tukua kia whakautua ngā pātai haumaru, ngā pātai ture rānei
Te ine i te tere engari ehara i te tere hapa
Te whakahaere i tētahi tauira māia hei tauira tika
Kāore i te takiuru ko ēhea ngā whakaaro AI i whakaaetia, i whakatikahia, i whakakahoretia rānei
He ture arotake māmā te tikanga tiaki pai: ki te kore e taea e te kaiawhina te tohu i tētahi puna kua whakaaetia, kāore te whakautu e puta.
He kai tango-ā-ringa whai hua
Ka iti ake te hoko nui o te AI ina he mahi noa, he here, he ine hoki te mahi. Kāore te kaiawhina tautoko i te "whakahaere ratonga kiritaki", engari ka taea e ia te penapena hāora ia wiki, te whakaiti i te pēhanga o te rarangi, me te āwhina i te tangata ki te arotahi ki ngā tīkiti kei reira te whakatau he mea nui.
Ngā Pātai Auau
Kei te whakanuia rawatia te AI i tēnei wā?
Ka nui rawa te whakanui i te AI ina hokona he mea tino tika, he mea kore-ringa, he mea rite rānei ki te whakakapi i ngā mahi katoa i te pō kotahi. I roto i ngā whakatinanatanga tūturu, ka puta wawe ngā āputa pono: ngā whakautu hē māia, ngā take taha, me ngā whakaurunga uaua. Kāore te AI e nui rawa te whakanui ina whakamahia hei taputapu tirotiro mō ngā mahi whaiti pēnei i te tuhi, te tautoko waehere, te whakarōpū, me te tūhura. Ko te rerekētanga kei runga i ngā tumanakohanga, te tūāpapa, me te arotake.
He aha ngā tohu whero nui rawa atu i roto i ngā kereme hokohoko AI?
Ko te "tino motuhake" me te "tino tika wawe" e rua o ngā tohu whakatūpato tino nui. He maha ngā wā ka whakaritea ngā whakaaturanga me ngā tohu whakatikatika me ngā raraunga ma, kia huna ai ngā momo rahunga noa. Ka taea hoki te pohehe i te matatau hei pono, ā, ka whakaponohia ngā hapa māia. Ki te kore he kereme e pā ki te mea ka puta ina pakaru te pūnaha, me kī kei te whakakorea te mōrearea.
He aha te āhua o te māia o ngā pūnaha AI ahakoa he hē?
He rawe ngā tauira whakaputa kupu ki te whakaputa tuhinga whai tikanga, matatau hoki - kia taea ai e rātou te tito maia i ngā taipitopito ahakoa kāore he pūtake. He maha ngā wā ka whakaahuahia tēnei hei kōrero pakiwaitara, hei whakaaro pōhewa rānei: he putanga e tangi motuhake ana engari kāore i te pono. Koia te take e tāpirihia ai e ngā whakamahinga whakawhirinaki nui te whakahoki mai, te whakamana, te aroturuki, me te arotake tangata. Ko te whāinga he uara mahi me ngā ārai, ehara i te mea he tino pono e ahu mai ana i ngā kare ā-roto.
Me pēhea taku whakamahi i te AI me te kore e wera i ngā moemoeā?
Whakamahia te AI hei mīhini tuhi, kaua hei mīhini pono. Whakamahia ngā whakautu whenua i roto i ngā puna kua manatokohia - pērā i ngā kaupapa here kua whakaaetia, ngā tuhinga ā-roto, ngā tohutoro kua whiriwhiria rānei - kaua e whakaaro "ka mōhio te tauira." Tāpirihia ngā mahi whakamana (ngā hononga, ngā kōrero, ngā tirotiro whakawhiti) me te tono kia arotakehia e te tangata ngā hapa e tika ana. Tīmata iti, inehia ngā putanga, ā, whakawhānuihia i muri i te kitenga i te mahi pumau.
He aha ngā whakamahinga pai o te ao tūturu ina kore e whakanuia rawatia te AI?
Ko te tikanga, ka tino pai te mahi a te AI i ngā mahi whaiti, ka taea te whakahoki, me ngā inenga angitu mārama me ngā tūponotanga iti ki te waenga. Ko ngā angitu noa ko te tuhi me te tuhi anō, te whakarāpopototanga o ngā tuhinga roa, te whakaputa kōwhiringa (ngā whakarāpopototanga, ngā pane, ngā momo īmēra), te whakakōwae i ngā tūāpapa, te whakarōpūtanga tautoko, me ngā whakaaro āwhina ā-roto. Ko te mea pai ko te "whakarōpū → tiki → whakaaro," ehara i te "hanga → tumanako → whakatinana." Kei te tangata tonu te mana o ngā mea e tukuna ana.
He nui rawa te whakanui i ngā "kaimahi AI e mahi ana i ngā mea katoa"?
Ae, he maha ngā wā - inā koa ko te "ringa-kore" te mea nui. Ko ngā rerengamahi maha-taahiraa, ngā taputapu uaua, ngā whakaaetanga, ngā kaiwhakamahi tūturu, me ngā hua tūturu ka hanga i ngā momo rahunga e piki haere ana. He mea nui pea ngā kaihoko mō ngā rerengamahi kua herea, engari ka tere te piki o te ngoikore i te whānui haere o te whānuitanga. He māmā noa iho te whakamātautau mahi: tautuhia te takahuri, tohua te kawenga, me te tautuhi me pēhea te kimi hapa i mua i te horapa o te kino.
Me pēhea taku whakatau mēnā he pai te whakamahi i te AI mō taku tīma, mō taku whakahaere rānei?
Tīmata mā te tautuhi i te mahi pērā i te whakaahuatanga mahi: ngā whakaurunga, ngā putanga, ngā here, me te tikanga o te "kua oti". Whakatūria he tūāpapa (te wā, te utu, te reiti hapa) kia taea ai e koe te ine i te whakapainga, kaua ki te tautohetohe i ngā āhuatanga. Whakatauhia te pūtake o te pono - ngā pūtake mātauranga ā-roto, ngā tuhinga kua whakaaetia, ngā tuhinga kiritaki rānei. Kātahi ka hoahoa i te mahere tangata-i-roto-i-te-porowhita, ka mahere i te radius pahūtanga i mua i te whakawhānui.
Ko wai ka whai kawenga ina hē te putanga o te AI?
Me whakarite he rangatira tangata mō ngā putanga, ngā arotake, me ngā mea ka puta ina hē te pūnaha. Ehara te "tauira i kī" i te kawenga, inā koa ka uru mai te moni, te haumaru, ngā tika rānei. Tautuhia ko wai e whakaae ana ki ngā urupare, āhea e hiahiatia ana te arotake, me pēhea te tuhi me te whakatika i ngā aituā. Ka hurihia e tēnei te AI mai i te nama hei taputapu whakahaere me te kawenga mārama.
Āhea ahau e hiahia ai ki te kāwanatanga, ā, he aha ngā anga e whakamahia whānuitia ana?
Ko te mea nui o te whakahaere ko te wā e piki ake ai ngā pānga - ahakoa he aha ngā mea e pā ana ki ngā hua ture, te haumaru, te pānga pūtea, ngā tika rānei o te tangata. Ko ngā ārai noa ko te NIST Generative AI Profile (he hoa mō te AI Risk Management Framework), ngā Mātāpono AI OECD, me ngā herenga mōrearea a te EU AI Act. Ka akiakihia e ēnei ngā mahi whakamātautau, takenga mai, aroturuki, me te whakaatu i ngā aituā. Ahakoa te āhua koretake, ka ārai i te "āe, i whakatinanahia e mātou he moemoeā tutuki ture."
Mena kua nui rawa te whakanui i te AI, he aha i mau tonu ai te whakaaro he mea nui?
Ka taea te noho tahi o te rongonui me te pānga. He maha ngā hangarau e whai ana i tētahi ara e mōhiotia whānuitia ana: ngā tumanakohanga teitei, te ao tūturu, kātahi ka pumau te uara. He kaha te AI, engari he maha ngā wā ka hokona me te mea kua oti kē - i te wā kei te haere tonu, ā, he puhoi te whakaurunga. Ka puta te uara pumau ina tangohia e te AI ngā wāhanga mahi hoha, ka tautoko i te tuhi me te waehere, ā, ka whakapai ake i ngā rerengamahi me te whakatūturu me te arotake.
Ngā Tohutoro
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Tirohanga whānui o te Ture AI a te Komihana Pākehā - te whārangi pokapū a te Komihana e whakamārama ana i ngā herenga taumata-mōrearea a te EU mō ngā pūnaha AI me ngā kāwai o ngā mahi kua rāhuitia. pānuihia atu