Neke atu i te Tauira — Whakaurunga Whakaraupapa Hanganga Papanga me te Whakahaere
Raupapa: Whakahaere Hanganga AI ā-Hapori — He Arotakenga Hangarau o Village AIGuardian Agent (Tuhinga 5 o te 5) Kaiwhakawhiti: My Digital Sovereignty Ltd Rā: Hune 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 Guardian Agent, me te raru o te hē tohatoha. Ka arotake tēnei tuhinga whakamutunga i te āhua e whakawhānui ana te whakahaere hanganga i tua atu i te tauira ki te tūāpapa, ā, ka aromatawai i te huarahi whānui ki ngā mea e whakakorehia ana, me ngā mea e whiwhi ana.
Ko te whakapae matua, kāore e taea te whakatikatika i te AI i te taumata hapori mā te tauira anake — ehara mā te whakangungu, ehara mā te whakangāwari āta, ehara mā te RLHF, ā, ehara mā te whakamana i te wā whakatau i te wehe. Hei whakarite i te 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 ā-rōpū. Ko te tauira tētahi wāhanga anake. Ko te hanganga te mahi whakatikatika.
Te Wehe Raraunga hei Tikanga Whakatikatika
Ko te wehe raraunga mō ngā kaiwhakamahi maha he mea kōrerotia nuitia hei take haumaru. I roto i te hanganga Village, ka mahi hoki hei tikanga whakatikatika.
Ka tātarihia ia pātai pātengi raraunga e te tenantId. Ka pupuri te putunga pūwāhanga i ngā kohinga mō ia kaiwhakamahi. Ka whiwhi te tauira whakaputa i te horopaki mai i te kohinga o te kaiwhakamahi e pātai ana anake. He tauira paerewa mō te noho-maha ēnei, engari he hua whakatikatika ā rātou: kāore e taea e te tauira te whakamahi i ngā tauira tohatoha mai i ngā raraunga a ētahi atu kai-noho.
He mea nui tēnei nā te mea kāore te whakatikatika i ngā horopaki hapori e whānui ana. Tērā pea he reo tika mō tētahi pārihi Ēpīkopa, engari kāore pea e tika mō tētahi rōpū tiaki taiao, ā, ka huri hoki te āhua. Ka whakawhanake te tauira e whai wāhi ana ki ngā raraunga katoa a ngā kaipāpāpā — ahakoa he pānui anake, ahakoa mō te tiki raraunga rānei — i ngā tūāpapa tohatoha e whakakotahi ana i ngā hapori. Ka ārai te wehewehe kaipāpāpā i tēnei pokanoa whakawhiti i te paparanga raraunga.
Ko te mātāpono hanganga: me whai anake i ngā ihirangi mai i te hapori e mahi ana te tauira i tōna matapihi horopaki. Ka whakatinanahia tēnei mā te hanganga, ehara mā te whakahau. Kāore he take kia whakamōhiotia te tauira kia noho i roto i ngā rohe o te kaiwhakamahi; kāore āna uru ki ngā mea kei waho atu.
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 ki te whare putunga pūwāhanga, kāore e tiki i te wā RAG, ā, kāore e wātea hei rauemi tohutoro mō te whakamana pūmanawa ( Guardian Agent ). Kāore e taea e te tauira te hanga moemoeā 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, kāore e pai ki te tukatuka a te AI i ā rātou koha, te tango i ā rātou ihirangi kia kore ai e pāngia te āheinga o te pūnaha ki te tuku ratonga ki ētahi atu mema. He tikanga whakahaere tēnei, he tikanga tūmataitinga hoki — mā reira ka taea e te hapori 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 mōhiohio. 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 mōhiohio 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 kāore anō kia oti i a mātou te whakatau.
Ngā Kupu Hei Anga mō te Whakahaere
I whakamārama a Tuhinga 4 i te atanga o te pūnaha kupu me ngā pānga taumata tauira. Anei ka tirohia e mātou hei tikanga whakahaere.
Ka whakatinana te pūnaha kupu i tētahi mea ka taea te kī he whakahaere anga: ka here i te anga ariā e whakahaerehia ai te tauira. Ka whakakapi te pūnaha i ngā kupu "kaiwhakamahi" ki "ngā mema o te hāhi" me "whakahaere whakahaere" ki "whakahaere komiti" puta noa i te horopaki o te tono, ka neke ia i te tohatoha ā-tūponotanga o te tauira i ngā tauira papanga hangarau, ki ngā tauira whakahaere hapori.
He ngoikore ake tēnei whakauru i te whakangāwari āta — ka mahi i te taumata whakahau, ehara i te taumata taumaha — engari he painga e rua āna:
He mārama, ā, ka taea te arotake. Ka tautuhia ngā whakaurunga kupu ki roto i tētahi kōnae whirihoranga kotahi (product-vocabularies.js). Ka taea e tētahi kairangahau te tirotiro tika i ngā kupu e whakakapia ana, me 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 ngā momo hua rerekē, ā, ka taea te whakawhānui i ēnei me te kore whakahou 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 nui kia mōhio ki te hononga i waenga i te anga kupu me te whakangāwari matatau o te Papanga Motuhake. Ka whakarerekē te pūnaha kupu i te horopaki o te tono; ka whakarerekē te whakangāwari matatau i ngā tūmanako tohatoha o te tauira. Ina mahi tahi rāua — ka whakamahi te tono i ngā kupu o te Hāhi Āpōtoro, ā, kua whakangāwari matatau 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 (hei tauira, 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 kaiwhakahaere 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 rerenga huarahi e hāngai ana ki te māia: i te wā ka whakaputa te whakamana 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 waihanga tēnei i tētahi hanganga tangata-i-roto, ā, ka whakahaere a te AI i ngā pātai whai whakapono-nui, whai turanga pakari, ā-motuhake, ā, ka whakawhiti ia 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 kaipā, kia āhei ai ngā hapori ki te tautuhi i tō rātou ake manawataki mō te tūraru.
Herenga: Ko te kounga o te tirotiro a te tangata e whakawhirinaki ana ki 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 kia arotake pai ai 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 hanganga mō ngā mema o te hapori e whai 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 motuhake o te Pūnaha Whakahaere Hapori ( Village ) 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 whakatūria e te hononga ā-rōpū he hongere whakahaere e taea ai e ngā tauira tohatoha mai i tētahi hapori te pā ki tētahi atu. He whakawhitinga ihirangi ā-rōpū i waenga i tētahi pārihi Epikopā me tētahi rōpū tiaki taiao, i te ariā, ka taea te whakarerekē i ngā whanonga AI o te hapori kaiwhiwhi mā te whakauru ihirangi nō waho o te rohe ki te putunga pūnaha.
Ka whakatika tēnei āhuatanga mā te hanganga honohono mā te tohatoha kōwhiria — ko ngā ihirangi kua tohu motuhake mō te honohono anake ka tohatoha — 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 whiwhi e whakahaere ana i ngā ihirangi honohono ka uru ki tō rātou ara mahi 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 14B-parameter te whakataetae ki ngā pūnaha matatau rawa mō ngā mahi whānui. Ka kitea e ngā kaiwhakamahi e hiahia ana ki te tuhi auaha, te whakaaroaro matatini puta noa i ngā rohe kāore i te mōhiotia, me te āwhina hinengaro whānui, kāore tēnei pūnaha e tau ana.
Te roa o te whakautu. Ka tāpiri te ara mahi Guardian Agent i te kawenga whakamana ki ia whakautu. Ko te ara mahi e whā ngā paparanga, tae atu ki te tātaitanga whakaurunga, te rapu ōritetanga kōsini, te wehenga o ngā kerēme, me te tirotiro i ngā āhuatanga rerekē, ka whakaputa i te roa o te whakautu e taea te ine. Mō ngā hapori e whakatairanga ana i te tere o te whakautu i mua i te mātotanga o te whakamana, he utu tēnei.
Te Whānuitanga. Ka whakawhirinaki te pono o te rohe o te pūnaha ki te kounga me te whānuitanga o ngā raraunga whakangāwari āta me te kohinga ihirangi a te hapori. He hapori hou kua whakatūria, he iti rawa tōna ihirangi, ka whakarato i tētahi kohinga tohutoro ngoikore, ā, nā reira ka ngoikore ake te whakamana i ngā whakapae ( Guardian Agent ) me te kore e tino ū te whanonga o te tauira.
Te Whānuitanga. I hoahoatia te hanganga kia taea te whakamahi i te taumata hapori (tōpū ki te rau pea 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 e te ara whakamana mō ia whakautu he huringa hanganga nui kia taea te whakahaere i te tere tuku nui.
Te Whānuitanga. Kua whakatinanahia te rautaki Papanga Motuhake mō ētahi momo hua (hapori, whānau, epikopā, whānau, pakihi), engari kāore i whakamana mō tētahi — ehara te whakatinanatanga i te taunakitanga whai hua. Kāore i whakamātauria mēnā ka whānui ki ngā momo hua e iwa kua tautuhia, ā, kāore i whakamātauria mēnā me whakarite ngā pae mō ia rohe.
Ngā Painga o Tēnei Huarahi
Ka taea te whakamana. Ka taea te whai i ia whakautu AI ki ngā tuhinga taketake motuhake. Kei te wātea mō te tirotiro ngā tatauranga rite kōsini, ngā hua whakamana taumata kerēme, me ngā tohu māia. He āhuatanga tēnei kāore e taea e ngā pūnaha matatau e whakahaere ana i runga i ngā kohinga raraunga whakangungu mutunga kore te tuku.
Te mana whakahaere herea. Nā te mea ko te papaanga — ehara i te ipurangi tuwhera — te mata mahi, ka herea te āheinga ā-agent o te pūnaha i tōna hanganga: ka mahi anake ia i roto i ngā raraunga motuhake a ia kaiwhakamahi, i runga i ngā whakahaere ka taea te whakahoki, ā, ka herea ngā mahi hua ki te whakaaetanga a te tangata. Ko te huringa ā-mahi puta noa i te mara whānui (Tuhinga 1) e whakakite ake ana i tēnei āhuatanga, ehara i te mea e whakaiti ana: i te wā e whakawhānui ana ngā māngai whānui i te wāhi mahi ki te ipurangi, ka whakaiti te hoahoa herea ki te papa ki tētahi mata ka taea te tirotiro, ka taea te whakahoki. He painga whakahaere tēnei e kitea anake ana i te taumata papanga, ehara i te taumata tauira — koinei te kaupapa whānui o tēnei tuhinga.
Te āhei ki te arotake. Ka taea te tirotiro i ngā raraunga whakatikatika, ngā whakaurunga kupu, ngā pae here mō te Guardian Agent, me ngā whakatikatika o te porowhita urupare. Ka taea e tētahi kairangahau, tātari rānei te tirotiro i te mekameka katoa mai i te tāuru ki te putanga, ā, ka mārama he aha i whakaputa ai e te pūnaha tētahi whakautu motuhake. Kua whakaputaina te anga Tractatus i raro i te ingoa EUPL-1.2; he tuwhera te hanganga whakahaere ki te arotake ā-waho.
Te rangatiratanga o te hapori. Ko te hapori e whakahaere ana i ngā raraunga, te hanganga whakapae, te anga kupu, ngā rohe whakaaetanga, me te kaupapa here whakahaere. Kāore he kaiwhakarato tuatoru e taea te whakarerekē i te whanonga o te pūnaha me te kore whakaaetanga a te hapori. He āhuatanga whakahaere tēnei, ehara i te mea 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 mea e whakarite ana i te tika, engari he tikanga rapu tēnei mō tētahi momo hapa motuhake — te huringa tohatoha huna — i akiaki i te hanganga. Ka mau te aitua 27027 e te ara tukatuka Guardian Agent, nā te mea ka heke iho te ōritetanga kōsini i waenga i te reo tangihanga rongoā me te kohinga tuhinga whakapono o te hapori ki raro iho i te pae whakamana.
Te āhei ki te whakamāhē. Ka whakaputa te pūnaha i ngā whakapae motuhake, ka taea te whakamātau: arā, mā te whakamana a te Guardian Agent e whakaiti ana i ngā urupare kāore i te ū ki ngā take, mā te motuhaketanga ā-mātauranga e whakapai ake ana i te tika o te reo e whakamahia ana, ā, mā te anga kupu e whakarerekē ai ngā whanonga o te tauira, ā, ka taea te ine. I te mātāpono, ka taea te whakamātau motuhake i ēnei whakapae. 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 mutu 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 anga te kitenga-me-te-whakatikatika ki te whakatikatika, he mea here noa iho rānei i te auau o ngā hapa?
Me pēhea te whakarite i ngā pae taurite kōsin? Kua whakaritea ngā pae o nāianei mā ngā raraunga whakamātautau. He huarahi ā-mātāpono hei whakarite i ngā pae whakamana kia taurite i waenga i te reiti hē pono (te tohu i ngā whakautu whai turanga hei kore turanga) me te reiti hē hē (te whakaae i ngā whakautu kāore he turanga)?
He rongoā whaihua hei whakaiti i te ngoikoretanga o te 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 whakatikatika ā-mahi motuhake ki runga i tētahi tauira iti ake ka puta he pono ake ki te rohe i te whakahau i tētahi tauira nui ake — kua tautokohia ā-taurite i ā mātou whakaurunga, engari kāore anō kia whakatauritea ā-mātātoa. I raro i ngā āhuatanga aha ka tika ai tēnei, ā, i te wā aha ka pakaru ai?
He aha ngā anga aromatawai e hāngai ana ki te whakaritenga ā-hapori? Ka aromatawai ngā paearu whakaritenga paerewa i ngā āhuatanga haumaru whānui. He aha ngā paearu e tika ana hei aromatawai i te whakaritenga ā-āhua mahi — arā, te pono ki ngā tikanga, ngā kupu, me ngā uara o tētahi hapori motuhake?
Ehara ēnei pātai i te kaupapa 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 tōna āhua ināianei.
Ko tēnei te Tuhinga 5 o te 5 i roto i te raupapa "Architectural AI Governance at Community Scale". Hei ako atu mō te papaanga, tirohia te Village Beta Programme. Mō te hanganga AI katoa, tirohia Village AI mō te Whakahaere Mana Whakahaere.
I mua: He aha ngā mea e ora ana i te whakaputanga — he rārangi kāhore i whakapaipaihia