⚖ Leadership Edition Tūhinga 5 o 7

Ngā putanga katoa · Leadership Edition

A road stretching ahead through the hillsYour Community, Your AI — CC BY 4.0

He aha kei te rere i te kāinga i tēnei rā

Rārangi Me ōna Kōrero Pono

Ko tēnei tuhinga e pā ana ki ngā mea e tū nei i tēnei rā — ehara i ngā mea e whakamahere ana mātou ki te hanga, ehara i ngā mea e tūmanako ana mātou kia tutuki, engari ko ngā mea kei te rere i te whakaputanga. Ki te mea kua whakamahere tētahi mea, engari kāore anō kia tū, ka kī mārika mātou. (Ka whakamāramahia ngā kupu kāore e mōhiotia ana i roto i te reo māmā i te rārangi kupu.)

Kua whakarewahia a Village AI mai i te tau 2025. He pūnaha hou tēnei: he pai te mahi a ētahi wāhanga, ā, kei te whakapai tonu ētahi atu. He hoa piri pakari ake tētahi whakahaere e whakamahi ana i tētahi tūāpapa mō ngā pārongo mārama, i tētahi e whakawhirinaki ana ki ngā kerēme hokohoko.

Ngā Mea e Taea ana e Village AI mō Tō Whakahaere i Tēnei Rā

Whakautua ngā pātai mō ngā ihirangi o tō whakahaere. Ka pātai tētahi mema, "Ahea te hui poari e whai ake nei?" rānei "He aha tā te kaunihera i whakatau mō te pokapū hapori?", ka rapu a Village AI i ngā pūrongo tūturu a tō whakahaere — ngā meneti, ngā pānui, ngā whakamārama kaupapa, ngā tuhinga kua whakaputaina — ā, ka tuku i tētahi whakautu e ū ana ki aua ihirangi. Kāore ia e matapae, e whakapae rānei i runga i ngā mōhiotanga whānui. Ki te kore e kitea e ia te whakautu i roto i ō tuhinga, ka mea atu ia pēnei.

Āwhina ki te tuhi tuatahi. Ka taea e Village AI te āwhina ki te tuhi tuatahi i ngā whakawhitiwhiti kōrero, ngā pānui kaupapa, me ngā reta. Nā te mea kua whakangungua ia ki ngā ihirangi o tō whakahaere o mua, ka whakaata āna tuhinga tuatahi i tō kōrero me ō tikanga kua whakaritea — ehara i te tauira ā-pakihi noa. Ka arotake, ka whakatika hoki tētahi kaiwhakahaere i ia tuhi tuatahi i mua i tōna tukuna ki te hapori.

Whakarapopototia ngā tuhinga roa. Ka taea te whakarapopoto i tētahi pūrongo poari nui, tētahi raupapa pānui rānei, hei whakaatu i ngā kōrero matua. He whaihua tēnei mō ngā mema e hiahia ana kia mōhio tonu, engari kāore rātou e whai wā ki te pānui i ia tuhinga katoa.

Whakamāori i waenga i ngā reo. Ka tautoko a Village i ngā reo e rima — te reo Ingarihi, Tiamana, Wīwī, Holani, me te reo Māori. Ka āwhina te AI ki te whakamāori i ngā ihirangi hapori, ahakoa ka tūtohutia kia arotakehia e te tangata ngā whakawhitiwhiti kōrero hira.

Tātari i ngā urupare a ngā mema. Ka tukuna e tētahi mema he urupare mā te papanga — he pātai, he tūtohu, he pūrongo mō tētahi mea kāore e mahi ana — ka whakarōpūhia e te AI, ka rangahaua mēnā ka taea, ā, ka whakamōhio atu ki te mema kua whakatikaia. Kua hoahoatia tēnei hei whakaiti i te kawenga whakahaere ki ngā kaiwhakahaere me ngā āpiha kia kore ai e whakarōpūhia e rātou ia tūemi ā-ringa.

Kei hea a Village e Mahi Ana, Ehara i te Mea e Whakautu Ana Anake

I whakaatu ngā Tuhinga 1 me 2 i tētahi wehewehe e tika ana kia mau a te poari: ka whakautu te chatbot, ka mahi te māngai. Nō reira, he tika te pātai — ka whakautu noa iho a Village AI, ka mahi rānei ia mō te rōpū?

Ka mahi ia i roto i ngā huarahi kua tino herea. Ko te tauira tino mārama e whakamahia ana i te wāhanga whakaputa i tēnei rā ko te whakatau urupare. Ina tohu tētahi mema he kore whai hua tētahi whakautu, kāore a Village e tuhi noa i tētahi amuamu kia arotakehia e tētahi āpiha ā muri ake nei. Ka tirotiro ia i te whakautu tika i runga i ngā rekoata a tō whakahaere, ā, ki te taea e ia te whakatau i tētahi take noa, iti te tūraru, i runga i ngā taunakitanga pakari, ka mahia e ia tērā — hei whakapai ake i te mātauranga o te pūnaha kia pai ake ai te whakautu i te pātai e whai ake nei. He whanonga ā-tūturu tēnei a te māngai: he mahi maha-hipanga, ehara i te whakautu kotahi.

Engari ko ngā here e pā ana ki a ia te take. Ka mahi anake te māngai i roto i ngā raraunga o tō whakahaere. Ka mahi anake ia i ngā take auau, ka taea te whakahoki. Ā, i te wā ka kitea e ia he raruraru pūnaha — arā, he tauira o ngā hapa e hono ana, e tohu ana he hē hohonu ake kei reira — ka mutu tana mahi, ka whakamōhio atu ki tētahi tangata, nā te mea he whakataunga tēnei, ehara i te whakatikatika noa. Ko te aronga o te hoahoa kia aunoa te whakahaere i te nuinga o ngā urupare noa, ā, kia tae atu ngā take whai pānga ki tētahi tangata kawenga.

Koinei te āhua whakahaere o te mātāpono i roto i te Tuhinga 3, me te whakaritenga aroturuki a te tangata o te Ture AI a te EU: ka mahi te māngai i raro i te mana whakahaere o te whakahaere i ngā wā e haumaru ana, e taea ana te whakahoki whakamuri i ngā mahi, ā, ka whakamuri ia i ngā wā kāore — he rerekē ki tētahi māngai o waho e mahi ana ki ngā mea katoa me te iti ake o ngā wāhi urupare.

Ngā Mea Kāore te AI e Mahi

Kāore ia e whakatau kaupapa mō tō whakahaere. Ina pā ana tētahi pātai ki ngā uara, ki ngā tikanga, ki te whakataunga rānei, ka whakamutu te AI, ā, ka tukuna ki tētahi tangata. Tō kaiwhakahaere, tō heamana, tō poari — ko ngā tāngata i whakawhiwhia e tō hapori ki te whakatau i ēnei take.

Kāore ia e mahi i ngā mahi whai pānga, kāore rānei e taea te whakahoki whakamuri, māna anake. E ai ki tā te wāhanga o mua i whakamārama, i ngā wā e mahi ana a Village AI, ka mahi ia mō ngā take auau, ka taea te whakahoki whakamuri, kei roto i ngā raraunga o tō whakahaere anake. Kāore ia e tuku karere i runga i te ingoa o te whakahaere, e here ana i te whakahaere ki tētahi mea, e whakarerekē rānei i ngā mea kāore e taea te whakahoki, mehemea kāore he tangata haepapa i roto i te tukanga. Kei te noho tonu ngā kī — me te kawenga haepapa — ki te whakahaere.

Kāore ia e uru ki ngā ihirangi kāore i hoatu ki a ia. Ka noho herea tonu ngā ihirangi herea. Ka noho tonu ngā ihirangi a ētahi atu whakahaere ki aua whakahaere. Kāore e taea e te AI te whakawhiti i ngā rohe, nā te mea he hanganga ēnei rohe, ehara i te mea i runga i te kaupapa here.

Kāore e mahi me te kore tirotiro. Ka puta ia whakautu a te AI mā Guardian Agents — ngā paparanga whakamana motuhake i whakamārama i te tuhinga o mua. Kāore he whakautu e tae atu ki tētahi mema kia kore e tirotirohia ki ngā pūrongo tūturu a tō whakahaere.

Kāore ia e whakaatu i te pōraruraru hei kōrero pono. Ina he iti te māia o te AI, ka kī atu ia. Kei ia whakautu he tohu māia. Ka taea e ngā mema te kite i te tirohanga tuatahi mēnā kei te whakamahi te AI i ngā pūrongo pakari, kei te anga atu rānei ki ngā wāhi kāore i te tino mōhiotia.

Me Pēhea te Aro ki te Tōhāhā: Te Pūnaha Kupu

Ko tētahi o ngā āhua tino matatini o te tōhāhā i roto i te AI, ko te āhua reo. Ina ka kīia ō mema he "kaiwhakamahi" e tētahi pūnaha i whakangungua ki ngā raraunga ā-pakihi, ā, ko ngā meneti o tō poari he "panui", kei te whakauru ia i tētahi tirohanga ao — arā, he ao e kīia ana he papa kaihoko ngā hapori, ā, he whakahaere ihirangi te kāwanatanga.

Ka whakatika a Village i tēnei mā te pūnaha kupu e whakarite ana i te papanga katoa ki tō momo whakahaere.

Ka whakaritea e koe he Village mō tētahi kaunihera hapori, tētahi whakahaere rānei, kāore te pūnaha e whakaatu i ngā tapanga whānui. Ka whakaatu ia i te reo o te whakahaere ā-iwi, ā-hapori:

Ehara tēnei i te āhua whakapaipai noa. Ko te pukapuka kupu e ārahi ana i te āhua e tukatuka ai, e whakautu ai hoki te AI ki ngā whakawhitinga kōrero a tō hapori. Ina kua whakangungua te AI ki te kupu "constituent" (kai-whiri pōti) kaua ki te "user" (kaiwhakamahi), ka tukatuka ia i ngā pātai, ka whakaputa whakautu i roto i tētahi anga whakaaro ā-iwi. Ka mōhio ia he pātai rerekē te "Me pēhea e whakamōhio ai tātou i tēnei whakataunga ki ngā kainoho kua pāngia?" i te "Me pēhea e whakahou ai tātou i tō tātou hunga kaiwhakamahi?" — ahakoa ka whakahaere ritea e tētahi pūnaha AI whānui.

He reo motuhake tō ia momo hapori. He karapu hākinakina e kite ana i ngā "mema o te karapu" me ngā "rārangi kēmu mō te tau." Ka kite te rōpū whānau i ngā "mema whānau" me ngā "pūrākau whānau." Ka kite te whakahaere pono hapori i ngā "kaiwhakahaere" me ngā "pepa poari." Kotahi tonu te tūāpapa, engari he motuhake te reo — ā, nā reira, he motuhake hoki te anga whakaaro o te AI — mō tō whakahaere.

Me pēhea te AI e Ako ai, e Whakapai ai hoki

Ehara a Village AI i te mea tū tonu. Ka whakapai ake ia i te wā mā ngā tikanga e toru:

Whakangungu anō kua whakaritea. Ka whakangungua anō te AI ki ngā ihirangi hou rawa atu o tō whakahaere i runga i tētahi hōtaka auau. Ngā pānui hou, ngā tuhinga hou, ngā whakamārama hui hou — ka uru ēnei ki te pūtake mōhiotanga o te AI kia noho ai ia hei whakahou mō ngā mahi a tō whakahaere.

Whakahoki kōrero a te kaiwhakahaere. Ka tohu te kaiwhakahaere i tētahi whakautu a te AI he hē, he kore whai hua rānei, ka hoki taua whakatikatika ki roto i te pūnaha. I te roanga o te wā, ka ako te AI he aha ngā mea e whai hua ana mō tō whakahaere, he aha ngā mea kāore. Ehara tēnei i te whakapai whānui — he whakapai motuhake tēnei mō tō hapori.

Te ako a te kaitiaki-mīhini. He paparanga urutau e whakarerekē ana i ngā pae whakamana i runga i ngā tauira o te tika me te hapa. Mēnā ka whakahaere pai tonu te AI i tētahi momo pātai, ka whakangāwari te kaitiaki i te kaha whakamana mō taua momo. Mēnā ka uaua tonu ki a ia tētahi atu momo, ka whakakaha ake te kaitiaki i te aroturuki. Ka whai hua ake te pūnaha, ā, kāore e ngoikore tōna āta tiaki.

Ngā Mea Kei te Whanaketia Tonu

He papa āheinga teitei ake. Ka whakamahi a Village i tētahi tauira tuwhera arotahi, kua whakatikatikaina kia hāngai ki ia momo whakahaere; nō reira, ka whiwhi ia kaunihera, ia whakawhirinaki, ia karapu rānei i tētahi AI kua whakatikatikaina kia hāngai ki tōna horopaki. Ka wātea tētahi taumata whai pūkenga ake mō ngā pātai uaua ake i roto i te hanganga; kua tautuhia, engari kāore anō kia whakamahia, nō reira i tēnei rā ka whakautua ngā pātai katoa e te tauira kua whakatikatikaina mō ia whakahaere.

Whaiaro-whaiaro — arā, te ako a te AI i ngā manakohanga o ia mema — kua whakamaheretia, engari kāore anō kia hangaia. Mo tēnei wā, e mōhio ana te AI ki tō whakahaere hei hapori, ehara i te mōhio ki ō mema takitahi hei tangata takitahi (mēnā kāore rātou e whakawhiti kōrero tika ki a ia).

Te ara whakamanatanga kaiwhakahaere kōrero — he whakangungu hanganga mō ngā mema e tango ana i te tūranga kaiwhakahaere kōrero — kua hoahoatia, engari kei te whakarewahia ā-wāhanga. He uru tika ā ngā hapori kaiwhakatū ki te kaiwhakatū mō te tautoko.

Ka whakahuatia ēnei āhua mārama, nā te mea me mōhio ngā rōpū whakahaere ki ngā mea e whakaū ana rātou. He papa hou tēnei, i hangaia e tētahi tīma iti, ā, e whakamahia ana e ētahi hapori iti. He whaihua, kei te whakapai ake, ā, he mārama tōna tūnga.

He aha te tikanga o tēnei mō tō whakahaere

Mēnā kei te whakaaro tō kaunihera, tō whakawhirinaki, tō poari rānei ki a Village, ānei ngā mea ka whakaurua e koe:

He tūāpapa e mōhio ana te AI ki ngā ihirangi tūturu o tō whakahaere — ō koutou meneti, ō koutou pānui, ō koutou kaupapa — ehara i te whakapae a te ipurangi mō ngā mea ka matapaki tētahi whakahaere pēnei i a koutou. Ka whakamana ā-pāngarau ia whakautu a te AI ki ō koutou pūrongo e ngā paparanga whakamana motuhake. E whakaata ana te pukapuka kupu i tō horopaki whakahaere: mema, ehara i te kaiwhakamahi; whakahaere, ehara i ngā tautuhinga whakahaere.

Ka noho tō raraunga i roto i ngā rohe o tō whakahaere, kāore e whakamahia hei whakangungu i ngā pūnaha AI o waho, ā, ka taea te kaweake, te muku rānei i ngā wā katoa. He mārama te pūnaha ki ōna here, ka whakapai ake i runga i ngā whakatikatika a ō kaiwhakahaere, ā, ka whakamutu ka pātai ki tētahi tangata ina hiahiatia he whakataunga, ehara i te mōhiohio.

I raro i te Ture AI me te GDPR o te EU, ka whakarato tēnei hanganga i tētahi tūnga whakatutuki ture tino rerekē atu i te whakamahi i ngā pūnaha AI tuatoru kāore i te mārama. Ka taea te arotake i te whakahaere. Kei raro i tō mana whakahaere te tukatuka raraunga. He hanganga ngā tikanga aroturuki a te tangata, ehara i te mea he whāinga noa.

Ka uru hoki koe hei whakahaere tīmatanga — kotahi i roto i te tokoiti o ngā whakahaere e ārahi ana i te papa i tōna tīmatanga.

Mēnā he mea whai pānga tēnei ki a koe, kei te whārangi hapori-tīmatanga te tūnga o nāianei o te hōtaka hapori-tīmatanga.


E hiahia ana koe ki te whakamahi pai, kia haumaru hoki i ēnei taputapu AI? Ko ā mātou akoranga kore utu — Working with Claude me Agents at Work — e whakaako ana i ngā pūkenga whaihua, mai i te tiki whakautu pono ki te whakatau he aha hei tuku ki tētahi māngai. Mō te hanganga hangarau katoa kei muri i te Village AI, tirohia Village AI — Agentic Governance.

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