I tua atu i te Tauira — Whakaurunga Whakahaere Hanganga me te Papanga
Raupapa: Whakahaere Hanganga AI ā-Hapori — He Arotake Hangarau mō te Village AI (Tuhinga 5 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāhina: CC BY 4.0 ā-Ao
Ehara te Tauira i te Pūnaha
I arotake ngā tuhinga o mua i te tauira whakaputa, te putorino whakamana a te Guardian Agent, me te raru o te hē tohatoha. Ka arotake tēnei tuhinga whakamutunga i te āhua e toro atu ai te whakahaere hanganga i tua atu i te tauira ki te papaanga, ā, ka aromatawai i te huarahi whānui ki ngā mea e tuku ana, me ngā mea e whiwhi ana.
Ko te whakapae matua, kāore e taea te whakatau i te whakatikatika AI i te taumata hapori mā te tauira anake — ehara mā te whakangungu, mā te whakatikatika āta, mā te RLHF, ā, ehara mā te whakamana i te wā whakamātau motuhake. Hei whakarite i te hāngai i te wā whakaurunga, me whai here hanganga e kapi ana i te pūnaha katoa: te wehewehe raraunga, te hanganga whakaaetanga, te anga kupu, te whakaurunga aroturuki ā-tangata, me te whakahaere hononga. Ko te tauira he wāhanga kotahi. Ko te hanganga te mahi whakatikatika.
Te Wehewehe Raraunga hei Mīhini Whakarite Hāngai
Ko te wehewehe raraunga mō ngā kaipānga maha he mea kōrerotia i te nuinga o te wā hei āwangawanga haumaru. I roto i te hanganga Village, ka mahi hoki hei mīhini whakarite hāngai.
Ka tātarihia ia uiui pātengi raraunga e te tenantId. Ka pupuri te putunga pūwāhanga i ngā kohinga e hāngai ana ki ia kaipā. Ka whiwhi te tauira whakaputa i te horopaki mai i te kohinga kupu anake o te kaipā e uiui ana. He tauira paerewa ēnei mō te maha-pā, engari he hua whakatikatika ā rātou: kāore e taea e te tauira te whakamahi i ngā tauira tohatoha mai i ngā raraunga o ētahi atu kaipā.
He mea nui tēnei nā te mea kāore te whakatikatika i ngā horopaki hapori e whānui ana. Tērā pea kāore e tika ana ngā kupu mō tētahi paro Epikopā mō tētahi rōpū tiaki taiao, ā, ka pērā hoki te huri. Ka whakawhanake te tauira e whai wāhi ana ki ngā raraunga o ngā kaipāpā katoa — ahakoa he pānui anake, ahakoa mō te tiki anake — i ngā tūāpapa tohatoha e whakakotahi ana i ngā hapori katoa. Ka ārai te wehewehe kaipāpā i tēnei pokanoa whakawhiti i te paparanga raraunga.
Ko te mātāpono hanganga: me whai anake i ngā ihirangi nō te hapori e mahi ana te tauira i tēnei wā te matapihi horopaki o te tauira. Ka whakatinanahia tēnei mā te hanganga, ehara mā te whakahau. Kāore e hiahiatia kia whakamōhiotia te tauira kia noho i roto i ngā rohe o te kaiwhakamahi; kāore tōna uru ki tētahi mea i waho atu i reira.
Hanganga Whakaaetanga
Ko te pūnaha whakaaetanga (tauira ConsentRecord, wāhanga AIMemoryConsent) e whakahaere ana i ngā ihirangi ka uru ki te putorino AI. E toru ngā kaupapa whakaaetanga motuhake kua tautuhia: ai_triage_memory, ai_ocr_memory, me ai_summarisation_memory. Kāore ngā ihirangi e tāurua mō te whakamahinga AI mēnā kāore te kaihanga ihirangi i tuku whakaaetanga mārama mō te kaupapa e hāngai ana.
He here whakatikatika tēnei e mahi ana i mua i te whakatau. Kāore ngā ihirangi kāore i whakaaetia mō te whakamahinga AI e puta i te whare putunga pūwāhanga, kāore e tiki i te wā RAG, ā, kāore e wātea hei rauemi tohutoro mō te whakamana pūmanawa ā-AI ( Guardian Agent ). Kāore e taea e te tauira te waihanga kōrero hē i runga i ngā ihirangi kāore ia i kite i mua.
Ka whakatika hoki te hanganga whakaaetanga i tētahi raru matatini ake: ka taea e ngā mema o te hapori e kore e pai ki te tukatuka a te AI i ā rātou koha te tango i ā rātou ihirangi, me te kore e pā kino ki te āheinga o te pūnaha ki te whakarato ratonga ki ētahi atu mema. He tikanga whakahaere tēnei, ā, he tikanga tūmataitinga hoki — ka āhei te hapori ki te āhua i te pūtake mātauranga o te AI mā ngā whakataunga whakaaetanga a ia tangata.
Herenga: Ka mahi te whakaaetanga i te taumata ihirangi, ehara i te taumata pārongo. Mēnā ka tuhi a mema A i tētahi kōrero e kōrero ana mō mema B, ā, ka whakaae a mema A kia tukatukahia e te AI, ka uru ngā pārongo mō mema B ki te ara tukatuka AI ahakoa ngā manakohanga o mema B. He here tēnei e mau ana ki te whakaaetanga taumata ihirangi, ā, kāore anō kia oti i a mātou te whakatau i tēnei take.
Ngā Kupu Hei Whakahaere anga
I whakamārama a Tuhinga 4 i te atanga o te pūnaha kupu me ngā pānga taumata tauira. I konei, ka tirohia e mātou hei tikanga whakahaere.
Ka whakatinana te pūnaha kupu i tētahi mea ka kīia ko te whakahaere anga: ka here i te anga ariā e whakahaerehia ai te tauira. Ina whakakapi te pūnaha i te kupu "kaiwhakamahi" ki "parishioners" me te "whakahaere whakahaere" ki "vestry governance" puta noa i te horopaki o te whakahau, ka neke i te tohatoha ā-tūponotanga o te tauira i ngā tauira tūāpapa hangarau, ki ngā tauira whakahaere hapori.
He pokanoa ngoikore ake tēnei i te whakangāwari āta — ka mahi i te taumata o ngā tohutohu, ehara i te taumata taumaha — engari he painga e rua āna:
He mārama, ā, ka taea te arotake. Ka tautuhia ngā whakakapinga kupu i roto i tētahi kōnae whirihoranga kotahi (product-vocabularies.js). Ka taea e tētahi kairangahau te tirotiro tika i ngā kupu kua whakakapia, ā, te matapae i tō rātou pānga ki te whanonga o te tauira.
Ka taea te whakarite e te hapori. He rerekē ngā tāruatanga kupu mō ia momo hua, ā, ka taea te whakawhānui i ēnei me te kore whakangungu anō i te tauira. He mea hāngai tēnei mō ngā hapori kāore ō rātou kupu motuhake e hāngai ana ki tētahi momo hua e wātea ana.
He mea tika kia mōhio ki te pāhekoheko i waenga i te anga kupu me te whakangungu matatau o te Papanga Motuhake. Ka whakarerekē te pūnaha kupu i te horopaki o te tono; ka whakarerekē te whakangāwari i ngā tūmanako tohatoha o te tauira. Ka mahi ngātahi rāua — ka whakamahi te tono i ngā kupu o te Hāhi Āpōtoro, ā, kua whakangāwarihia te tauira mō te Hāhi Āpōtoro — he kaha ake te pānga whakakotahi i tētahi o ngā whakauru takitahi. Ki te kotahi anake e mahi ana (he momo hapori kāore he tauira motuhake, e whakamahi ana i te anga kupu anake), he ngoikore ake te pānga, engari ka taea tonu te ine i te kounga o ngā hua.
Whakaurunga o te Aroturuki a te Tangata
Ka tukuna e te kaiwhakatinana rohe (i whakamārama i roto i te Tuhinga 3 o te raupapa pārihi hei wāhanga whakahaere) ngā pātai e pā ana ki ngā uara, te matatika, te horopaki ahurea rānei ki te arotake a te tangata. Ka whakatinanahia tēnei mā te PreInferenceProtector me te arataki i runga i te māia: i te wā ka whakaputa te whakamana i te pūmanawa ( Guardian Agent ) i te māia kei raro iho i tētahi pae ka taea te whakarite, ka tohuia te whakautu kia arotakehia e te kaiwhakahaere, kaua e tukuna tika.
Ka waihangatia e tēnei he hanganga tangata-i-roto-i-te-porowhita, ā, ka whakahaere a AI i ngā pātai whai-whakapono-nui, kua tino tautokona, ā-unoa, ā, ka whakawhiti i ngā pātai kāore i te mārama, he pātai matatini rānei, ki te tirotiro a te tangata. Ka taea te whakarite i te taumata mō ia kai-rēniti, ā, ka āhei ngā hapori ki te tautuhi i tō rātou ake taumata mōrearea.
Herenga: Kei runga te kounga o te tirotiro a te tangata i te kounga o ngā kaiwhakahaere tangata. Ka taea e te pūnaha te tuku pātai kāore i te mārama ki tētahi kaiwhakahaere, engari kāore e taea e ia te whakarite kei a te kaiwhakahaere ngā pūkenga mō te kaupapa hei aromātai whaihua i aua pātai. He here ā-tari tēnei, ehara i te mea hangarau, engari ka here i te whaihua o te hanganga whānui.
Ko te ara whakamanatanga kaiwhakahaere — he whakangungu hangai mō ngā mema o te hapori e tango ana i te tūranga kaiwhakahaere — i hangaia hei whakatika i tēnei here, engari kei te whakarewahia ā-wāhanga.
Te Kotahitanga me te Whakahaere ā-Hapori
Ka āhei te hanganga kotahitanga i ngā tauira Kāinga motuhake ki te whakatū hononga ā-rua — te tiri ihirangi kua tohua puta noa i ngā rohe hapori, ā, i taua wā ka tiakina tonu te rangatiratanga raraunga. Me whakaae ngā hapori e rua ki te hononga, ā, ka taea e tētahi, e tētahi rānei te wehe i ngā wā katoa.
Mai i te tirohanga whakatikatika, ka whakatū te kotahitanga i tētahi hongere whakahaere e taea ai e ngā tauira tohatoha o tētahi hapori te pā ki tētahi atu. He whakawhitinga ihirangi honohono i waenga i tētahi pārihi Epikopā me tētahi rōpū tiaki taiao ka taea, i te ariā, te whakarerekē i te whanonga AI o te hapori whiwhi mā te whakauru ihirangi nō waho atu o te rohe ki te putunga pūāhua.
Ka whakatika tēnei āhuatanga e te hanganga honohono mā te tohatoha kōwhiria — ko ngā ihirangi kua tohu motuhake mō te honohono anake ka tohatohahia — me te whakamana ā-teneti. Ka mahi te whakamana Guardian Agent i runga i te kohinga raraunga o te hapori whiwhi, ā, kāore e whakauru ngā ihirangi honohono kia whakaaetia, kia rārangi ingoa rānei. Ko ngā kaiwhakahaere o te hapori kaiwhiwhi e whakahaere ana i ngā ihirangi honohono ka uru ki tō rātou paipa AI.
He tikanga whakahaere tēnei kāore he ōrite i roto i ngā tuhinga whakatikatika, nā te mea kāore ngā tuhinga whakatikatika e whakaaro ana i te nuinga o te wā ki te whakaurunga maha-hapori hei take matua. Ka tohu mātou i tēnei hei wāhi e pāngia ana ngā pūnaha AI hapori kua whakaurua e ngā wero whakatikatika kāore e mau i ngā taiao taiwhanga.
Ngā Mea e Tukuna Ana e Tēnei Huarahi
Ka whakarārangi mārama mātou i ngā utu o tēnei huarahi:
Te āheinga mata. Kāore e taea e tētahi tauira 8B paramita te whakataetae ki ngā pūnaha matatau rawa atu mō ngā mahi whānui. Ka kitea e ngā kaiwhakamahi e hiahia ana ki te tuhi auaha, ki te whakaaroaro matatini puta noa i ngā rohe kāore i te mōhiotia, ki te āwhina hinengaro whānui rānei, kāore tēnei pūnaha e tau ana.
Te whakaroa. Ka tāpiri te ara whakamātautau ( Guardian Agent ) i te kawenga whakamana ki ia whakautu. Ko te ara whā-papa, tae atu ki te tātaitanga whakaurunga, te rapu ōritetanga kosaina, te wehenga o ngā kerēme, me te tirotiro i ngā āhuatanga rerekē, ka whakaputa i te whakaroa ka taea te ine. Mō ngā hapori e whakatairanga ana i te tere whakautu i runga ake i te mātotoru o te whakamana, he utu tēnei.
Te Whānuitanga. Ka whakawhirinaki te pono o te pūnaha ki te kounga me te whānuitanga o ngā raraunga whakangāwari āta me te kohinga ihirangi o te hapori. He kohinga tohutoro ngoikore tō tētahi hapori hou kua whakatūria, ā, he iti rawa tōna ihirangi, nā reira kāore e tino whai hua te whakamana i ngā whakautu a te Guardian Agent, ā, kāore e tino ū te whanonga o te tauira.
Te Whānuitanga. I hoahoatia te hanganga kia whakamahia i te taumata hapori (tōpū ki te rau neke atu o ngā kaiwhakamahi e mahi ana i te wā kotahi mō ia kaipupuri). Kāore anō kia whakamātauria i te taumata ipurangi, ā, ka hiahiatia pea he panoni hanganga nui kia taea ai e te ara whakamana mō ia whakautu te mahi i te tere nui.
Te Whānuitanga ki ētahi atu. Kua whakamanahia te rautaki Papanga Motuhake mō tētahi momo hua kotahi (Episcopal). Kāore anō kia whakamātauria mēnā ka whānui ki ngā momo hua e iwa kua tautuhia, ā, mēnā me whakarite ia-rohe ngā pae mō te Guardian Agent.
Ngā Painga o Tēnei Huarahi
Te Whakamana. Ka taea te whai i ia whakautu AI ki ngā tuhinga puna motuhake. Kei te wātea mō te tirotiro ngā tatauranga rite kosaina, ngā hua whakamana taumata-kōrero, me ngā tohu whakawhirinaki. He āhuatanga tēnei kāore e taea e ngā pūnaha matatau e whakahaere ana i runga i ngā kohinga whakangungu mutunga kore te tuku.
Te āhei ki te arotake. Ka taea te tirotiro i ngā raraunga whakangāwari, ngā whakakapinga kupu, ngā pae mō te Guardian Agent, me ngā whakatikatika o te porowhita urupare. Ka taea e tētahi kairangahau, e tētahi kaiarotake rānei te tirotiro i te mekameka katoa mai i te tāuru ki te putanga, ā, ka mārama ai he aha i whakaputa ai te pūnaha i tētahi whakautu motuhake. Kua whakaputaina te anga Tractatus i raro i te Apache 2.0; he tuwhera te hanganga whakahaere ki te arotake ā-waho.
Te rangatiratanga o te hapori. Ko te hapori e whakahaere ana i ngā raraunga, i te hanganga whakatau, i te anga kupu, i ngā rohe whakaaetanga, me te kaupapa here whakahaere. Kāore he kaiwhakarato tuatoru e taea te whakarerekē i ngā whanonga o te pūnaha me te kore whakaaetanga a te hapori. He āhuatanga whakahaere tēnei, ehara i te āhuatanga hangarau, engari ka whakatinanahia mā te hanganga.
Wehewehenga mātauranga. Ka whakahaere te pūnaha whakamana i runga i ngā mātāpono rerekē i te pūnaha whakaputa. Ehara tēnei i te whakamana i te tika, engari he tikanga rapu tēnei mō te momo hapa motuhake — te huringa tohatoha huna — i akiaki i te hanganga. Ka mau te aitua 27027 e te paipa Guardian Agent, nā te mea ka heke iho te ōritetanga kōsini i waenga i te reo tangi rongoā me te kohinga karaehe a te hapori ki raro iho i te pae whakamana.
Te āhei ki te whakamāhē. Ka whakaputa te pūnaha i ngā kīanga motuhake, ka taea te whakamātau: arā, mā te whakamana Guardian Agent ka whakaiti i ngā urupare kāore i te ū ki ngā raraunga, mā te motuhaketanga ā-mātauranga ka whakapai ake i te tika o te reo e whakamahia ana, ā, mā te anga kupu ka hurihia ngā whanonga o te tauira i runga i te ine. I te mātāpono, ka taea te whakamātau motuhake i ēnei kīanga. Kāore anō mātou kia whakarite i tētahi whakamātautau motuhake, engari kāore te hanganga e aukati i tērā.
Ngā Pātai Tuwhera mō te Hapori Rangahau
Ka whakakapi mātou ki ngā pātai kāore e taea e mātou te whakautu, ā, ka koa mātou ki te whai wāhi mai:
He ranea te wehe mātauranga mō te whakatikatika, he mea tika noa iho rānei? Ka whakarato te hanganga Guardian Agent i te kitenga o te huringa tohatoha. Ehara te kitenga i te aukati. He turanga ariā rānei hei whakapae ka tata te kitenga-me-te-whakatikatika ki te whakatikatika, he here noa iho rānei i te auau o ngā hapa?
Me pēhea te whakarite i ngā pae ōritetanga kōsini? Kua whakaritea mā ngā raraunga whakamātautau ngā pae o nāianei. He huarahi ā-mātāpono hei whakarite i ngā pae whakamana e taurite ana i te reiti hē pono (te tohu i ngā whakautu e ū ana ki ngā raraunga hei whakautu kāore i te ū) ki te reiti hē hē (te whakaae i ngā whakautu kāore i te ū)?
He rongoā whaihua ā-tinana mō te ngoikoretanga o ngā whakaurunga hono? Ko te tauira whakaurunga tiritahi e whakamahia ana mō te tiki me te whakamana ka waihanga i tētahi wāhi kotahi e hē ai. He aha ngā hanganga e taea ai te whakarato i te whakamana motuhake tūturu, ā, kia māmā tonu te whakahaere rorohiko?
Ka taea te whakakōtui ā-ture i te rautaki Papanga Motuhake? Ko te māramatanga — ko te whakangāwari ā-rohe ki runga i tētahi tauira iti ake ka whakaputa i te tika ā-rohe pai ake i te whakahau i tētahi tauira nui ake — kua tautokona ā-taurite i ā mātou whakaurunga, engari kāore anō kia whakatauritea ā-mātātoa. I raro i ngā āhuatanga aha ka tika tēnei, ā, i te wā aha ka pakaru?
He aha ngā anga aromātai e hāngai ana ki te whakaritenga ā-hapori? Ka aromātai ngā paearu whakaritenga paerewa i ngā āhuatanga haumaru whānui. He aha ngā paearu e tika ana hei aromātai i te whakaritenga ā-āhunga — arā, te pono ki ngā tikanga, ki te kupu, me ngā uara o tētahi hapori motuhake?
Kei tua atu ēnei pātai i te awhe o tētahi rōpū whakaurunga kotahi. Ka whakaarahia e mātou ēnei pātai nā te mea he tika kia aro nui ake ki te raru whakatikatika i te taumata hapori — he mea noa, he mea whai pānga ki ngā whakahaere, ā, kāore i tino arohia e te hapori rangahau — i te nui ake o te aro e whiwhi nei ināianei.
Ko tēnei te Tuhinga 5 o te 5 i te raupapa "Architectural AI Governance at Community Scale". Hei ako atu mō te papanga, toro ki Village Beta Programme. Mō te hanganga AI katoa, toro ki Village AI on Agentic Governance.
O mua: He aha ngā mea e ora ana i te whakaputanga — He rārangi kāhore i whakapaipai