He aha te take e hē ai te Whakahaere i te Wā Whakangungu — Ngā Herenga Hanganga hei Huarahi Kē
Raupapa: Whakahaere Hanganga AI i te Taumata Hapori — He Arotakenga Hangarau o te Village AI (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Līseni: CC BY 4.0 ā-Ao
Te Take 27027
I mua i te matapaki i te hanganga whakahaere i te ariā, ka whakaatu mātou i tētahi rangahau take tūturu. Ko te nama o te take he 27027, ā, e whakaatu ana i te momo hapa taurite i akiaki i te huarahi hanganga i whakamārama ai i roto i tēnei raupapa.
I whakahau tētahi rangatira hapori — he minita i tētahi pārihi Īpīkopa — i te pūnaha AI kia tuhi i tētahi reta ā-wairua ki tētahi whānau e tangi ana. I mārama te whakahau: me whakamahi e te reta te reo o te tūmanako whakahokinga mai, kia hāngai ki ngā whakapono wairua o te hapori me te whānau.
I whakaputa te pūnaha i tētahi reta mārire, he hanganga pai. He mahana, he aroha, ā, he kupu ngāio. I kōrero mō te "haerenga whakaora", te "rapu whakamutu", te "whakanui i tō rātou maharatanga mā te noho i tō oranga pai rawa atu", me te "taonga i waiho e rātou".
Kāore he reo whakapono i roto i te reta. I whakakapi noa te pūnaha i te reo whakaora āwhina whaiaro mō te tono mō te ariā whakapono o te aranga anō — nā te mea he tino nui ake te whakamahinga o te reo whakaora mō te tangi i roto i ngā rauemi whakangungu i te reo o te Tari Tangihanga, o te kotahitanga o ngā tapu rānei.
Ko ngā āhuatanga matua o tēnei hapa:
- He whakakapi huna. Kāore i puta he hapa. Kāore i whakatūria he tohu whakatūpato. Kāore te pūnaha i tohu kāore ia i āhei ki te whai i ngā tohutohu.
- He hua mārire. He tuhi pai te reta i runga i ngā paerewa whānui. Ehara te hapa i te kounga whakaputa, engari i te pono ki te kaupapa.
- I hiahiatia he mātanga ki te kaupapa kia kitea ai. He mea pea ka whakaaetia te reta e tētahi kaiarotake kāore i whai whakangungu ā-wairua. Kāore e kitea te whakakapi e tētahi kāore e mōhio ana me pēhea te tangi o te tūmanako o te aranga anō.
- Kāore te pūnaha i whakahē. Kāore i whakakore i te whakahau. I tukatuka i te whakahau, ā, i whakaputa i tā ōna raraunga tohutoro i matapae hei "reta ā-wairua mō te tangi" tino pea. Kāore i whakakorehia te tohutohu; i taumaha noa atu ētahi atu āhuatanga i runga i a ia.
Ehara tēnei i te ariā noa. He aitua kua tuhia mai i tētahi pūnaha kua whakatinanahia. Ka whakamahia e mātou hei rangahau take nā te mea e whakaatu ana i tētahi momo hapa e tino kitea ana, i ā mātou aromatawai, i roto i ngā huarahi taurite i te wā whakangungu ina whakatinanahia ki ngā rohe kāore i tino whai wāhi ki te kohinga raraunga whakangungu.
He aha te take e kore ai e taea e tēnei momo hapa te whakaoti mā ngā rongoā o te wā whakangungu
Kāore e taea te whakaoti i te aitua 27027 mā te kete taputapu taurite paerewa:
Te whakangao taipitopito ka taea te neke i ngā tūmanako tohatoha, ā, ko te motuhake Episcopal (villageai-8b-episcopal-v2) he wāhanga o te whakautu ki tēnei aitua. Engari, kāore te whakangao taipitopito e whakakore i ngā tūmanako o te tauira pūtake; ka whakakapi noa i ngā tauira hou ki runga i ngā tauira o mua. I raro i te pēhanga tohatoha — arā, ngā whakahau hou, ngā huinga here ohorere, ngā horopaki kāore i tino kapi i ngā raraunga whakangāwari — ka taea e ngā tūāpapa o te tauira pūtake te whakahoki mai anō i a rātou. Kua tuhia tēnei ki ngā tuhinga mō te wareware tino kino, ahakoa he matatini ake tēnei āhua hapa: ehara i te wareware katoa i te whanonga kua whakangāwarihia, engari ka huri whakamuri ki reira i runga i te tūponotanga i raro i ngā āhuatanga uaua ki te matapae i mua.
RLHF ka hiahiatia he kaiwhakapae tangata e taea ana te wehewehe i te ariā whakaora mai i te reo rongoā — arā, he kaiwhakapae whai mātauranga motuhake ki tētahi rāngai. Ehara i te mea e taea ana te whakawhānui i tēnei ki ngā rāngai hapori katoa (te karakia Ānglikana, ngā tikanga Māori, te taiao tiaki, te whakapapa whānau). I te tino pūtake, ka whakapai ake te RLHF i te manakohanga toharite puta noa i te rōpū kaiwhakamārama. Ko te hāngai ā-hapori motuhake e hiahiatia ana kia whakapai ake i ngā manakohanga o tētahi hapori motuhake, ā, tērā pea ka wehe atu i te huinga katoa, ka taupatupatu rānei.
AI Whakahaere Ture ka hiahiatia kia aromatawai te tauira i āna ake whakaputanga ki te mātāpono "whakamahia te reo whakahoutanga, kaua te reo rongoā." Engari, kei runga anō tēnei aromatawai i ngā tūāpapa tohatoha o te tauira. Ka aromatawai te tauira i te reo rongoā hei mea tika, nā te mea, i roto i tōna tohatoha i akohia, he pērā tonu.
Te whakamārama ā-mīhini ka taea, i te ariā, te tautuhi i ngā porowhita e kawenga ana mō te whakakapi, ā, ka urutau ki taua taumata. He huarahi rangahau tūmanako tēnei, engari kāore e whaihua ana i tēnei wā mō ngā pūnaha kua whakatinanahia, ahakoa te rahi. He nui tonu te āputa i waenga i te tautuhi i ngā upoko whakaurunga me te whakauru whai pūtake ki ngā whanonga tohatoha ā-rohe i roto i tētahi pūnaha whakaputa.
Ehara i te mea e kī ana mātou kāore he uara ēnei huarahi. Ko tā mātou e kī nei, mō te momo hapa motuhake i whakaaturia e te aitua 27027 — te huringa tohatoha huna i ngā rohe kāore i te tino whakamahia — kāore ēnei e tau hei rongoā kua whakatinanahia.
Te Wehe Mātauranga hei Mātāpono Hoahoa
Ko te huarahi kē i whakatinanahia i roto i te Village AI e hāngai ana ki tētahi mātāpono e kīia nei e mātou ko te wehenga mātauranga: me motuhake te hanganga o te pūnaha e whakamana ana i ngā putanga o te tauira i te pūnaha e whakaputa ana i aua putanga.
Ehara tēnei i te mātāpono hou. Koinei te tūāpapa o te arotake pūtea (kāore e taea e te kaiarotake te noho hei tangata e arotakehia ana), te arotake ā-ture (kāore e taea e te kaiarotake te noho hei tangata e arotakehia ana), me te arotake ā-pāpāho pūtaiao (kei waho o te tira rangahau te kaiarotake). I roto i te whakahaere AI, ka whakamāoritia tēnei hei: me kaua e taurite te pūnaha whakamana ki ngā huarahi hapa o te pūnaha whakaputa.
Mēnā ka huri te tauira whakaputa ki te reo whakaora nā te mea e tautoko ana ōna prior tohatoha i tēnei, me āhei te pūnaha whakamana ki te kite i taua huringa mā te whakamahi i tētahi tikanga kāore e pāngia ana e taua hē tohatoha anō. Ka aukati tēnei i te aromatawai ā-tinana (te tauira e tirotiro ana i āna ake hua) me ngā tauira aromatawai i akona i runga i taua tohatoha kotahi.
Ka whakamahi te whakatinanatanga a Village i ngā paparanga whā o te Guardian Agent, ā, kei ia paparanga tōna ake tūāpapa mātauranga rerekē i te tauira whakaputa.
Te Hanganga Guardian Agent
Kaitiaki 1: Kaitātari Tika (AccuracyVerifier)
Ka tatau e te Kaitātari Tika te ōritetanga kōsini i waenga i te whakaurunga o te whakautu a te tauira me ngā whakaurunga o ngā tuhinga taketake i roto i te kohinga rauemi a te hapori. He mahi pāngarau tēnei — he hua ā-roto i te wāhi whakaurunga — kāore e whai wāhi ana ki te whakaputa reo, ā, kāore hoki e pāngia ana e ngā hē tohatoha o te tauira whakaputa.
Mēnā ka kī te tauira, "I whakatau te komiti whakahaere hāhi kia whakatikahia te tuanui i Hepetema," ka whakauru te kaiwhakamana i tēnei kī, ā, ka tatau i tōna ōritetanga ki ngā meneti katoa o te komiti whakahaere hāhi kei roto i te kohinga tuhinga. Mā te ōritetanga kōsini teitei ki tētahi tuhinga e whai ana i tētahi whakatau whakatika tuanui i Hepetema, ka whakarato taunakitanga mō te tūhonohono. Mēnā he iti te ōritetanga puta noa i ngā tuhinga katoa, ka tohu tēnei i te kerēme hei mea kāore pea i ū ki ngā raraunga.
Ngā here e whakaae ana mātou: Ko te ōritetanga kōsini i roto i te mokowā whakaurunga he tohu whakakapi mō te ōritetanga aronga, ehara i te whakamana i te tika o ngā kōrero. Ka taea e ngā rerenga kōrero e rua he rite ā-aronga te rerekē i ngā taipitopito tūturu matua (ngā rā, ngā ingoa, ngā rahinga). He hononga tiritiri te tauira whakauru ki te putorino tiki raraunga, ā, ka waihanga i te aratau hapa honohono i whakahuatia i roto i te Tuhinga 2. Ā, ka whakawhirinaki te kounga o te whakamana ki te whānuitanga o te kohinga tuhinga — mēnā kāore te tuhinga hāngai i roto i te kohinga tuhinga, kāore e taea e te kaiwhakamana te whakapūmau, te whakahē rānei i te kerēme.
Kaitiaki 2: Kaitātari Whakamatapae (HallucinationDetector)
Ka wehea e te Kaitātari Whakamatapae te whakautu a te tauira ki ngā kerēme takitahi, ā, ka whakamana ia i ia kotahi motuhake. Ka tohu te kaitātari i te kerēme i hangaia, ahakoa he tata tonu te whakautu katoa ki ngā tuhinga taketake, mēnā e toru ngā whakapuakitanga kei roto — e rua e ū ana ki ngā raraunga, ā, kotahi i hangaia.
Ka whakatika tēnei i tētahi momo hapa motuhake o te whakamana whakautu katoa: ka taea e tētahi whakautu mārie, he nuinga tika, te piri tata ki ngā tuhinga taketake, ā, kei roto tonu he taipitopito kōpūpū kotahi, neke atu rānei. Ka whakarato te wehenga taumata kerēme i te whakamana taipitopito ake, hei utu mō te pikinga o te roa o te whakatau.
Kaitiaki 3: Kaitātari Rerekētanga me te Moni Pēhanga (AnomalyDetector, PressureMonitor)
Ko te paparanga tuatoru e aroturuki ana i ngā tauira ā-pūnaha, ehara i ngā whakautu takitahi. Ka whai ia i te rereketanga tohatoha o ngā putanga a te tauira i te wā, ka kitea ngā tauira hē (kupu rerekē, huringa kaupapa ohorere, āhuatanga whakautu e wehe ana i ngā paerewa kua whakaritea), ā, ka aroturuki i ngā tohu pēhanga whakahaere (roa o te horopaki, matatini o te pātai, kawenga whakatau).
Ka kitea e te pūnaha he pēhanga teitei, he tauira rerekē rānei, ka whakapiki ia i te kaha o te whakamana — arā, ngā pae taurite cosine mārō ake, te wehenga ā-taumata kōrero hei here, me te whakaiti i ngā taumata o te māia. Ko te mātāpono, me hāngai te whakamana ki te iti o te māia whakahaere: ko te nui ake o te pōraruraru o ngā āhuatanga, ko te nui ake o te arotake e tukuna ana ki te whakautu.
Kaitiaki 4: Porowhita Urupare Whakarerekē (KaitātariUrupare, KaitirotiroHokingaWhakamuri)
Ka ako te papa tuawhā i ngā urupare a te hapori. Ina tohu tētahi mema i tētahi urupare hei mea kāore i te whai hua, he hē rānei, ka whakarōpū te pūnaha i te take matua (KaiwhakarōpūTakeMatua), ka whai i te whakatikatika, ā, ka aroturuki mō te hokinga whakamuri. Ka tirotiro tētahi ratonga KaitātariUrupare mēnā he tauira pūnaha te urupare i tohuia, he hē motuhake rānei.
Ko tēnei paparanga te mea e tata ana ki tētahi whakaurunga i te wā whakangungu — ka whakarerekē i te whanonga o te pūnaha i runga i ngā urupare a te tangata. Ko te rerekētanga ki te RLHF, ko te whakarerekētanga e mahi ana i te taumata whakamana me te whakatere, ehara i te taumata taumaha o te tauira. Kāore te tauira e whakangungua anō i runga i ngā urupare takitahi; engari, ka whakarerekē te pūnaha Guardian i ōna pae, ka tohu i ngā tauira hapa motuhake, ā, ka whakatere i ngā momo pātai raruraru ki te arotake a te tangata.
He Pēhea te Rerekētanga o Tēnei ki ngā Huarahi Whakatikatika kua Tūturu
Ka whakanoho mātou i tēnei huarahi ki ngā taha o ngā tauira whakatikatika e toru kua whakatūria:
Ki te taha o RLHF: Ka whakarerekē a RLHF i te tohatoha putanga o te tauira kia hāngai ki ngā manakohanga a te tangata. Guardian Agents kāore e whakarerekē i te tohatoha putanga o te tauira; ka whakamana rātou i te putanga o te tauira ki ngā tuhinga tohutoro o waho i muri i te whakaputa. Tērā pea ka whakaputa tonu te tauira i ngā kōrero kāore e hāngai ana ki te rohe; ka kitea, ka tohu hoki e te pūnaha Guardian. He rite tēnei ki te rerekētanga i waenga i te whakangungu i tētahi tangata kia tuku i ngā whakautu tika tonu (RLHF) me te arotake i āna mahi e tētahi kaitātari motuhake (Guardian Agents). Kāore te tuarua e whakaponohia ka tika tonu te tangata; e whakaponohia ana ka hē rātou i ētahi wā, ā, ka whakarato i tētahi pūnaha rapu.
Ki te AI ā-ture: Ka whakamahi te AI ā-ture i te tauira hei aromātai i āna ake putanga ki ngā mātāpono kua whakatauhia. Guardian Agents ka whakamahi i ngā pūnaha rorohiko motuhake (te ōritetanga whakaurunga, te wehenga kerēme, te kitenga hapa tauanga) hei aromātai i ngā putanga a te tauira. Kāore te aromātai e whakawhirinaki ki te āheinga o te tauira ki te mārama ki ngā mātāpono; engari, ka whakawhirinaki ki ngā āhuatanga ka taea te ine o te putanga e hāngai ana ki ngā tuhinga tohutoro. Mā konei ka karo i te raruraru porowhita, arā, ko te āhuatanga ka aromātaihia e tētahi tauira me ōna tūtohu tuatahi hē tōna ake putanga hē hei mea whakaaetia.
Ki te whakamāramatanga ā-miihini: Ko te rangahau whakamāramatanga e whai ana ki te mārama he aha i whakaputa ai e ngā tauira ētahi hua motuhake mā te tirotiro i ngā whakaaturanga ā-roto. Guardian Agents kāore e aro ki ngā pūnaha ā-roto o te tauira; ka aromātaihia ngā putanga i runga i te whanonga, i ā rātou āhuatanga ka taea te ine. He huarahi iti ake te whāinga tēnei — kāore e whakamārama ana he aha i hē ai te tauira, engari ko tōna hē anake. Engari ka taea te whakamahi ināianei, i te rahi whakaputa, me ngā hangarau o nāianei.
Ngā Mea Kāore E Whakatauia E Tēnei Huarahi
E mārama ana mātou ki ngā here o tēnei huarahi:
Kāore e whakatau i te raru whakatikatika whānui. Guardian Agents ki te kitea tētahi kāwai motuhake o ngā hapa: ngā putanga e wehe ana i tētahi kohinga tohutoro. Kāore rātou e kitea ngā momo hapa hou kāore he tohu tohutoro i roto i te kohinga. He hē taurite hou tūturu — arā, te whakaputa a te tauira i tētahi putanga he hē i tētahi āhua kāore i whakaurua e te kohinga — kāore e mau.
Kāore e whakakore i te hiahia mō te tirotiro a te tangata. Ka whakatū te hanganga i ngā take kāore i te mārama ki te arotake a te tangata. Ka whakaiti i te rahinga o ngā take e hiahiatia ana te aro a te tangata, engari kāore e whakakore i te hiahia mō ngā mātanga ā-rohe i roto i te porowhita whakahaere. Kāore e taea e tētahi hapori kāore he kaiwhakahaere whai tohu te whakawhirinaki ki Guardian Agents anake.
Kāore e taea te whakawhānui ki ngā taumata matatini katoa. Ka mahi te hanganga nā te mea he here tō te rohe e arotahi ana — ngā tuhinga a te hapori anō, tētahi tikanga whakapono motuhake, tētahi pukapuka kupu kua tautuhia. Mēnā ka whakamahia taua huarahi ki ngā pūnaha AI rohe-tuwhera, me whai tētahi kohinga raraunga whakatauāki kāore he here tōna whānuitanga, ā, mā konei ka ngoikore te painga o te taea te whakamana.
Kāore i arotakengia motuhake. Kua whakarewahia te pūnaha mai i Oketopa 2025. He raraunga whakahaere ā mātou mō te mahi a Guardian Agent, engari kāore he arotake motuhake, he arotake ā-tāngata rānei. Ka whakaatu mātou i tēnei hei pūrongo hangarau, ehara i te pepa rangahau, ā, me whakaarohia ngā kerēme i runga i tērā.
Ko tēnei te Tuhinga 3 o te 5 i roto i te raupapa "Architectural AI Governance at Community Scale". Mō te hanganga whakahaere katoa, tirohia Village AI on Agentic Governance.
I mua: Ngā Tauira Pūtake vs. Tātaritanga Motuhake ā-Rohe — He Tātaritanga Hanganga Ā muri: He aha kei te Ora i te Whakaputanga — He Rārangi Kāhore i Whakapaipai