He aha te take kāore e ranea ana te whakahaere AI e hāngai ana ki ngā kaupapa here — Te huarahi kē ā-hanganga
Raupapa: Whakahaere AI ā-hapori — He tirohanga rangahau mō te Papanga Village (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Līseni: CC BY 4.0 ā-ao
Te raruraru o te whakakapi huna
Whakaarohia tētahi āhuatanga e whakaatu ana i tētahi huarahi hē o te whakahaere, he rerekē ki te hapa pono.
Ka tono tētahi kairangahau ki tētahi pūnaha AI kia whakarāpopoto i ngā mātāpono whakahaere o tētahi rōpū hapori, ā, ka whakamārama ia me whakaata te whakarāpopototanga i te wairua ā-hapori o te rōpū — te whakatau ā-tahi, te kawenga ā-tahi, te mana ā-rohe. Ka whakaputa te pūnaha i tētahi whakarāpopototanga kua hangaia pai. He mārire, he hono, ā, he mea pānui hei mana. Ka whakahou hoki ia i ngā mātāpono ā-hapori ki ngā kupu takitahi: ka huri te "whakatau ā-rōpū" hei "uuiui i ngā hunga whai pānga," te "haepapa ā-tāngata" hei "whai wāhi o ngā mema," ā, te "whakawāhanga mana" hei "mana kua whakawhiwhia."
Ehara i te mea tūturu noa te whakakapi. E whakaata ana i te rangatiratanga tauanga o te reo whakahaere ā-pakihi i roto i ngā raraunga whakangungu o te tauira. Kāore te tauira i whakahē i te tohutohu. Kāore ia i tohu i tētahi taupatupatu. Kua whakakapia e ia, i te puku, tētahi anga uara ki tētahi atu — tētahi e tino pea ake ana i runga i ngā tatauranga, i runga i tōna tohatoha whakangungu.
Ko tēnei pea te mea ka kīia ko te whakawhāiti tohatoha o te taumata uara: ka wehe haere ngā putanga a te AI i te anga uara i whakaarohia, ehara i te mea he hē te pūnaha, engari nā te mea kāore i te hāngai tōna tohatoha whakangungu me te tohatoha whāinga. He matatini te whakawhāiti — he tata rawa ngā kupu kia kore ai e kitea i te tirohanga tuatahi — ā, he māharahara — kāore te pūnaha e whakaatu kua puta he whakakapi.
He rerekē te āhua o tēnei huarahi hē i te hē mōhiohio. Ka taea te kitea ngā hapa mōhiohio mā te whakamana i ngā tuhinga taketake. Ka mahi te rereketanga taumata uara i te taumata o te anga, te whakakaha, me ngā whakapae huna — he āhuatanga uaua ki te hopu i roto i tētahi ture whakamana, ā, he uaua hoki mō te kaipānui kāore he mātanga ki te kite.
Ngā Herenga o te Whakahaere Kaupapahere
Ko te huarahi matua mō te whakahaere AI i ngā horopaki whakahaere whakahaere ko te kaupapahere: ngā kaupapa here mō te whakamahinga e whakaaetia ana, ngā aratohu matatika, ngā anga AI haepapa, ngā tikanga ratonga. He here hanganga ā ēnei taputapu e tino mōhiotia ana i roto i te ariā whakahaere, engari kāore i tino mōhiotia i roto i ngā mahi whakahaere AI.
Ka whakawhirinaki te whakahaere kaupapa here ki te whai i te kaupapa here a te rōpū e whakahaerehia ana. Mō ngā tāngata, he here tēnei tauira, engari he whai hua ā-wāhanga — ka taea e te tangata te pānui, te whakamārama, me te whiriwhiri ki te whai i ngā kaupapa here, ā, ko ngā hua ā-pāpori, ā-ture hoki o te kore whai i aua kaupapa here hei tikanga whakatinana.
Mō ngā pūnaha AI, kāore rawa tēnei tauira e hāngai ana. Kāore te LLM e pānui, e whakamārama rānei i tētahi tuhinga kaupapa here pērā i te kaimahi tangata. Ina whakahaua te tauira e tētahi whakahau pūnaha kia "whakaute i ngā uara hapori" rānei kia "tiaki i te āhua hapori," ka tukatuka te tauira i ēnei whakahau hei horopaki tāpiri e awe ana — engari kāore e whakatau — i tōna tohatoha putanga. I raro i ngā āhuatanga e taupatupatu ana te whakahau ki ngā tauira kaha o te tohatoha whakangungu taketake, ka rangatira ake te tohatoha whakangungu.
Ka whakatika ā-wāhanga tēnei mā te whakarerekē i te tohatoha o te tauira kia tautoko i ngā putanga e hiahiatia ana. Heoi, ka mahi te whakangāwari ki runga i te tohatoha taketake, kāore e whakakapi i taua mea. E tuhi ana ngā tuhinga hangarau i ngā momo hē maha:
- Te wareware ohorere: ka heke haere ngā whanonga kua whakangāwarihia i te wā, i raro rānei i ngā āhuatanga urunga hou.
- Panoni tohatoha: ka huri ngā urunga e wehe ana i te tohatoha whakangāwari ki ngā whanonga tauira taketake.
- Whakauru whakahau: ka taea e ngā urunga whakahē te whakakore i ngā here whakangāwari, he raru kāore anō kia kitea he rongoā pakari.
Ehara i te mea kāore he uara te huarahi e hāngai ana ki ngā kaupapa here. Ka whakatū i ngā tikanga, ka whakamōhio i ngā tūmanako, ā, ka whakarato i tētahi tohu hei paearu mō te kawenga. Engari kāore e ranea hei tikanga whakahaere kotahi mō ngā pūnaha kāore e mārama ana, kāore rānei e ū ana ki ngā kaupapa here e hiahiatia ana kia whai rātou, i tētahi tikanga whai tikanga.
Ngā Pūtake Arorau: Wittgenstein, Berlin, me te Whakahaere Pokapū-maha
Ka whai te anga o te * Tractatus * i ngā tikanga mātauranga e toru, ahakoa he rerekē, ka whakakotahi ki tētahi māramatanga kotahi: kāore ētahi raruraru whakahaere e taea te whakaiti ki ngā ture.
Wittgenstein me ngā here o te whakaraupapa ā-ture. He tino hāngai ngā mahi a Ludwig Wittgenstein mō ngā rohe o te reo me te whakaraupapa ā-ture. Ko tāna kitenga — ka taea te whakaputa tika i ētahi kōrero, engari kei tua atu ētahi i te whakaraupapa tika — e hāngai ana ki tētahi wehewehenga whaihua i roto i te whakahaere AI. Ka taea te whakaraupapa ā-ture i ētahi whakataunga ā-hapori: "He aha te wā o te hui e whai ake nei?" he whakautu mārama kei ngā pūrongo. Kāore ētahi: "Me pēhea tā tātou whakatata ki tētahi take matatini ki tētahi mema kua roa e noho ana?" e pā ana ki te whakatau horopaki, te mātauranga hononga, me ngā whakawhitinga uara e kore e taea te whakahaere ā-tukatuka.
Ka whakatinanahia e te anga Tractatus tēnei wehewehenga hei pūnaha whakatinana rohe: ka whakahaerehia e te AI ngā pātai e hāngai ana ki te rohe ka taea te whakakotahitanga; ka tukuna ki ngā kaiwhakatau tangata ngā pātai e whakawhiti ana ki te rohe kāore e taea te whakakotahitanga. Ka whakatinanahia te rohe mā te hanganga, ehara mā te kaupapa here.
Berlin me te maha o ngā uara. Ko te kōrero a Isaiah Berlin e mea ana he maha tonu ngā uara a te tangata — arā, kāore ētahi painga e taea te whakakotahi, ā, kāore e taea te whakapai i a rātou i te wā kotahi — ā, he pānga tēnei ki ngā pūnaha AI e rapu ana ki te whakaputa i ngā whakautu "tino pai". I roto i te horopaki hapori, kāore he whakatau tino pai mō ngā taumahatanga i waenga i te tūmataitinga o te tangata takitahi me te mārama ā-hapori, i waenga i te tikanga tuku iho me te urutau, i waenga i te whai hua me te whai wāhi. Me whakawhiti kōrero tonu ēnei e ngā tāngata e kawe ana i ngā hua.
Ehara i te mea e whakahaere ana tētahi pūnaha AI e whakatau ana i ēnei āwangawanga mā te huri noa ki tōna tohatoha whakangungu — kei te whakahau ia i tētahi whakatau motuhake kāore he mana. Ka aro atu te anga Tractatus ki tēnei mā te tautuhi i ngā wāhanga whakatau e mau ana i ngā uara, me te hiahia kia tangata te kaiwhakawā, kaua ko te AI te whakatau.
Ostrom me te whakahaere pokapū maha. Ko ngā mahi a Elinor Ostrom mō te whakahaere rawa ā-pū-tahi e whakarato ana i tētahi anga hei mārama ai me pēhea e taea ai e ngā hapori iti te whakahaere i ngā rawa ā-pū-tahi kia whai hua, me te kore he mana pokapū. He maha o ngā mātāpono hoahoa a Ostrom — arā, ngā rohe kua tautuhia mārama, ngā whakaritenga kōwhiringa ā-rōpū, te aroturuki, ngā whiu ā-taumata, ngā tikanga whakatau tautohetohe — e tika ana hei whakamahi mō te whakahaere AI i te taumata hapori.
Ka whakaae mārama te anga Tractatus ki tētahi tauira pokapū-maha: kua tohaina te mana whakahaere ki ngā pūnaha motuhake maha (ngā Guardian Agents i whakamārama i te tuhinga o mua), kāore he mana kotahi ā-tahi ā tētahi, ā, ka aroturuki ia i ērā atu. He rite tēnei ā-hanganga ki te kitenga a Ostrom e hiahia ana te whakahaere whai hua o ngā rawa tūmatanui ki ngā tikanga whakatinana maha e whakawhānui ana, kaua ko tētahi mana pokapū kotahi.
Te Anga Tractatus: Whakahaere Hanganga
Ka tūtohu te anga Tractatus i ngā tikanga whakahaere hanganga e whā e mahi motuhake ana i waho atu i te pūnaha AI e whakahaere ana rātou:
Te whakatinana i ngā rohe. He paparanga whakarōpūtanga e aromatawai ana i ngā pātai e tae mai ana, ā, e tautuhi ana i ēnei e pā ana ki ngā whakataunga uara, ngā whakawhitinga ā-tikanga, me te āwangawanga horopaki e puta ake ana i waho o te rohe ka taea te whakamātau ā-ture. Kāore ēnei pātai e whakautua e te AI — ka tukuna ki ngā kaiwhakatau tangata kua tohua i roto i te hapori. Ka tautuhia te rohe e ngā whirihoranga motuhake o te hapori, ehara i te aromatawai a te tauira AI mō tōna ake pūkenga.
Te mau tonu o ngā tohutohu. Ka penapenahia ngā tohutohu kua tautuhia e te hapori — "whakamahia tonu tēnei kupu," "kaua rawa e waihanga ihirangi mō tēnei kaupapa," "tukuna ngā pātai mō tēnei kaupapa ki te kaiwhakahaere" — ki tētahi pūnaha motuhake kāore e taea e te tauira AI te uru, te whakarerekē rānei. Ka tirotirohia ngā putanga a te tauira ki ēnei tohutohu kua penapenahia i muri i te waihanga. Ka whakatau i ngā taupatupatu kia tautokohia ngā tohutohu kua penapenahia, ahakoa te tohatoha putanga a te tauira.
Whakamana whakawhiti-arotake. Ko te paparanga whakamana Guardian Agent i whakamārama i te tuhinga o mua — te tūāpapa aronga kupu, te wehenga o ngā kerēme, te aroturuki i te rereke, me te urupare urutau. He motuhake ēnei tikanga i te hanganga o te tauira AI, ā, ka whakamahi i ngā tikanga rorohiko rerekē (te ōritetanga whakaurunga, ehara i te matapae whakaputa) hei aromātai i ngā putanga.
Te aroturuki i ngā pēhanga horopaki. He paparanga whakahaere-ā-whānui e aroturuki ana i ngā tikanga whakahaere e mahi ana te AI — te matatini o ngā pātai, te hou o ngā hua ki te tohatoha whakangungu, te kawenga o te pūnaha — ā, ka whakarerekē i te kaha o te whakamana i runga i ēnei āhuatanga. I raro i ngā āhuatanga pēhanga teitei (pātai hou, take taha, tono matatini-wāhanga), ka whakakaha ake i ngā pae whakamana. Ka whakatika tēnei i te kitenga e tino ngoikore ana ngā pūnaha AI i raro i ngā āhuatanga e tino hira ana ā rātou hua.
Ngā Mea Kāore e Whakapaetia e te Anga
He mea nui kia kī mārika i ngā mea kāore e whakapaetia e te anga Tractatus, nā te mea ko te whakamātau ki te whakakī kē i te koha he huarahi hē kua mōhiotia i roto i ngā rangahau whakahaere.
Ehara i te mea e mea ana ka whakatau i te raru taurite. Ka whakahaere te anga i ngā hua AI i muri i te waihanga. Kāore e aro ki te pātai hōhonu mēnā ka taea te taurite i ngā whakaaturanga ā-roto o tētahi pūnaha AI ki ngā uara ā-tangata. E mahi ana te anga i runga i te whakaaro kāore e taea te taurite mā te hangarau o nāianei, ā, nā reira me whai whakahaere ā-waho — engari tērā pea he hē tēnei whakaaro, ā, mēnā ka puta he whakawhiti nui i roto i ngā rangahau taurite, tērā pea kāore e hāngai ana te huarahi a te anga.
Ehara i te mea e mea ana ka whakakore i te hē tohatoha. Ka whakaiti te anga i ngā pānga o te hē tohatoha mā te whakamana me te whakatinana i ngā rohe. Ehara i te mea ka whakakore i te hē i roto i te tauira. I raro i ngā āhuatanga ka hinga ngā paparanga whakamana (ngā rohe hou, ngā rekoata hapori iti, ngā tāurunga whakatumatuma), ka hoki mai anō te hē tohatoha.
Ehara i te mea e kī ana ka whai hua ki ngā āhuatanga katoa. I hoahoatia te anga mō te whakamahinga ā-hapori — ngā whakahaere e tekau ki te rau ngā mema, he uru whakamana, ā, he kaiwhakahaere e taea te tautuhi. Kāore anō kia whakamātauria mēnā ka taea e ia te whakawhānui ki ngā whakahaere nui ake, ngā horopaki uru-kore-ingoa, rānei ngā hapori kāore he hanganga whakahaere pumau.
Ehara i te mea e kī ana he whakamana ā-taiao i te taumata nui. Kua whakatinanahia, kua whakahaerehia hoki te anga, engari he iti te papa whakaurunga. Ko ngā kerēme mō te whaihua e hāngai ana ki te tātaritanga hanganga me ngā raraunga whakahaere iti, ehara i ngā rangahau whakahaere, i ngā rangahau roa rānei. E whakaaro ana ngā kaituhi he here nui tēnei.
Ehara i te mea e kī ana ka whakatika i te tūraru oranga o te AI. E whakahaere ana te anga i ngā pūnaha AI o te reanga o nāianei i roto i ngā horopaki whakaurunga motuhake. Kāore e aro ki ngā tūraru whakapae e pā ana ki te mātauranga hangarua whānui, ki te mātauranga nui rānei, ā, me ngā huarahi whakahaere tino rerekē ēnei.
Ngā Pātai Rangahau Tuwhera
Ka arahi te anga Tractatus i ētahi pātai e whakaarohia ana e ngā kaituhi he tuwhera, he tika kia rangahautia:
Te whakarite rohe. Me pēhea te tautuhi i te rohe i waenga i ngā pātai ka taea te whakamāramatia ā-ture me ngā pātai kāore e taea te whakamāramatia ā-ture? I te whakatinanatanga o nāianei, ka whakamahia ngā tautuhinga motuhake mō ia hapori, engari kāore ngā paearu mō te tuhi i te rohe i whakamāramatia ā-ture. He mea ka taea te whai tikanga whānui mō te tautuhi i te rohe?
Te tika o te whakamana. I raro i ngā āhuatanga aha ka hē ngā pūnaha whakamana o te Guardian Agent? He aha te reiti hē-kore mō te kitenga o te rereke haere o te taumata uara? Ka taea e ngā tāuru whakahē te karo i ngā paparanga whakamana i runga i tētahi pūnaha?
Ngā āhuatanga o te porowhita urupare. Ka whakakotahi te pūnaha urupare urutau ki ngā manakohanga o te hapori i te wā, kāore rānei e whakauru i ngā hē pūnaha? I raro i ngā āhuatanga aha ka heke te kounga o te tohu urupare?
Te whānuitanga ki ngā hapori kē. Ka whakaputa te hanganga i ngā hua whakahaere ōrite puta noa i ngā momo hapori rerekē (wairua, taiao, hokohoko, mātauranga)? He aha ngā āhuatanga o te hapori e matapae ana i te angitu, i te rahunga rānei?
Ngā here o te whānuitanga. I te rahi pēhea o te hapori ka pakaru te tauira whakahaere pokapū maha? He taumata kei reira ka whai hua ake ai te whakahaere pokapū kotahi?
Te pumau ā-roa. Ka heke haere ngā āhuatanga whakahaere i te wā e whakawhanake ana te kohinga ihirangi o te hapori, ā, ka whakahouhia te tauira? He rite anō te huringa tauira ki tētahi āhuatanga whakahaere?
Ehara ēnei pātai i te pātai whakapae. E tautuhi ana ēnei i tētahi mahere rangahau e whakaaro ana ngā kaituhi he mea tika hei aromātai i te koha a te anga. Ka whakawhirinaki te uara o te anga hei koha rangahau ki te hiahia kia whakamātauria mā te rangahau ā-tinana, ā, e akiaki ana ngā kaituhi kia pērā.
Ko tēnei te Tuhinga 3 o ngā 5 i roto i te raupapa "Community-Scale AI Governance". Mō te hanganga whakahaere katoa, tirohia Village AI on Agentic Governance. Kei te wātea te waehere pūtake o te anga Tractatus i raro i te raihana Apache 2.0 i agenticgovernance.digital.
I mua: AI Papanga vs. AI e Whakahaerehia ana e te Hapori — He Tātaritanga Hanganga Ā muri: He Pūnaha Whakaputa e Arotakengia Ana — He aha ngā mea kua Whakatinanahia i Tēnei Rā