He aha i kore ai e ranea 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 papaanga Village (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Hune 2026 Rāhina: CC BY 4.0 ā-Ao
Te Raruraru o te Whakakapi Huna
Whakaarohia tētahi āhuatanga e whakaatu ana i tētahi momo hapa whakahaere e rerekē ana i te hapa mōhiohio.
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-tōpū, te herenga ā-tāngata, te mātāpono o te mana ā-rohe. Ka whakaputa te pūnaha i tētahi whakarāpopototanga kua hangaia pai. He mārama, he hono, ā, ka pānuitia hei mana. Ka whakahou hoki ia i ngā mātāpono ā-hapori kia hāngai ki ngā ariā takitahi: ka huri te "whakatau tahi" hei "uīui i ngā kaipānga", te "haepapa ā-tāngata" hei "whai wāhi o ngā mema", me te "subsidiarity" hei "mana 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 e kīia ana ko te rereke ā-wāhanga o ngā uara: ka wehe haere ngā putanga a te AI i te anga uara i whāia, ehara i te mea he hapa te pūnaha, engari nā te kore hāngai o tōna tohatoha whakangungu me te tohatoha whāia. He matatini te rere — he tata rawa ngā kupu kia kore ai e kitea i te tirohanga noa — ā, he puku — kāore te pūnaha e tuku tohu kua puta he whakakapi.
He rerekē te āhua o tēnei hē ki ngā hē kōrero pono. Ka taea te kitea ngā hē kōrero pono mā te whakamana i ngā tuhinga taketake. Ka mahi te rereke o te 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 ki te whakahaere AI i roto i ngā horopaki whakahaere he mea hāngai ki ngā kaupapa here: 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 hāngai ki ngā kaupapa here ki te whai a te rōpū e whakahaerehia ana i ngā kaupapa here. 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 rānei o te kore whai i aua kaupapa hei whakarato i ngā 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 pēnei i te kaimahi tangata. Ka whakahau te whakahau pūnaha i te tauira 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 hapa maha:
- Te wareware ohorere: ka he haere ngā whanonga kua whakangāwarihia i te wā, i raro rānei i ngā āhuatanga urunga hou.
- Panoni tohatoha: ka puta ngā urunga e wehe ana i te tohatoha whakangāwari, ā, ka huri ki ngā whanonga o te tauira taketake.
- Whakauru whakahau: ka taea e ngā urunga whakahē te whakakore i ngā here o te 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 aratohu mō te kawenga. Engari, kāore e ranea hei anake pūnaha whakahaere mō ngā pūnaha kāore e — i roto i tētahi tikanga whai tikanga — e mārama ana, e ū ana rānei ki ngā kaupapa here e tūmanakohia ana kia whai rātou.
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 e taea te whakaiti i ētahi raruraru whakahaere ki ngā ture anake.
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. Tana kitenga — ka taea te whakapuaki tika i ētahi kōrero, engari kei tua atu ētahi i te whakapuakitanga tika — e hāngai ana ki tētahi wehewehenga whaihua i roto i te whakahaere AI. Ka taea te whakaraupapa i ētahi whakataunga ā-hapori: he whakautu mārama kei ngā pūrongo mō te pātai "E hia te wā o te hui e whai ake nei?". Engari kāore ētahi: kei roto i te pātai "Me pēhea tā tātou whakatata ki tētahi take matatini ki tētahi mema kua roa e noho ana?" ngā whakataunga horopaki, ngā mōhiotanga hononga, me ngā whakawhitinga uara e aukati ana i te whakahaere pūnaha.
Ka whakatinanahia e te anga Tractatus tēnei wehewehenga hei tikanga whakatinana rohe: ka whakahaerehia e te AI ngā pātai e tau 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 i roto i te hanganga, ehara i 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 ake 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 taupatupatu i waenga i te tūmataitinga takitahi me te mārama ā-rōpū, i waenga i te tikanga tuku iho me te urutau, i waenga i te whai hua me te whai wāhi. Me whai tonu i ngā whakawhitinga kōrero e ngā tāngata e kawe ana i ngā hua.
He pūnaha AI e whakatau ana i ēnei taupatupatu mā te huri noa ki tōna tohatoha whakangungu, ehara i te whakahaere — 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 whakataunga, kaua ko te AI.
Ostrom me te whakahaere pokapū maha. Ko ngā mahi a Elinor Ostrom mō te whakahaere rawa ā-pūpū e whakarato ana i tētahi anga hei mārama ai me pēhea e taea ai e ngā hapori iti te whakahaere i ngā rawa ā-pūpū kia whai hua, me te kore 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 tautohe — e tika ana hei whakamahi mō te whakahaere AI i te taumata hapori.
Ka whakaae mārika te anga Tractatus ki tētahi tauira pokapū maha: kua tohatoha te mana whakahaere ki ngā pūnaha motuhake maha (ngā Guardian AgentsGuardian Agent 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 tā Ostrom i kite ai, arā, me whai maha, e whakawhāiti ana ngā tikanga whakatinana mō te whakahaere whai hua i ngā rawa tūmatanui, 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 whakatinanatanga o ngā rohe. He paparanga whakarōpūtanga e aromatawai ana i ngā pātai e uru mai ana, ā, e tautuhi ana i ēnei e pā ana ki ngā whakataunga uara, ngā whakawhitiwhiti ā-tikanga, me te āwangawanga horopaki i tua atu i te rohe ka taea te whakamātau ā-ture. Kāore ēnei pātai e whakautua e te AI — ka tukuna rātou ki ngā kaiwhakatau tangata kua tohua i roto i te hapori. Ka tautuhia te rohe e ngā whakaritenga motuhake a te hapori, ehara i te aromatawai a te tauira AI i tōna ake pūkenga. I roto i tētahi whakaurunga ā-agent, ka whakahaere taua pūnaha i ngā mahi, ehara i ngā whakautu anake: ka tukuna he mahi ka puta he hua nui, he mahi kāore e taea te huri, ki te tangata kia whakaaetia, kaua e mahia aunoa. Koinei te whakatinanatanga hanganga o te whakaritenga tangata-i-roto-i-te-porowhita, ā, e aro tika ana ki te nekehanga o te tūraru i te ao-agent, mai i te whakamāramatanga o ngā hua ki te whakatinanatanga o ngā mahi, i tautuhia i roto i te Tuhinga 1.
Te mau tonu o ngā tohutohu. Ka penapenahia ngā tohutohu i 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 tautoko i ngā tohutohu kua penapenahia, ahakoa te tohatoha putanga a te tauira.
Whakamana whakataurite. Ko te paparanga whakamana whakataurite i whakamārama i te tuhinga o mua — te whakapūtake aronga, te wehenga o ngā kerēme, te aroturuki 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. Ko tēnei motuhake tonu te mea e whakapakari ana i te paparanga kia pakari ki te kore pono o te mekameka whakaaro (Tuhinga 1): ka aromatawai ia i te putanga ki ngā rekoata, kaua e whakawhirinaki ki te whakamārama a te tauira mō āna ake whakaaro — he whakamārama ā-tinana e kitea ana e ngā tuhinga he tohu hapa kāore e taea te whakawhirinaki.
Te aroturuki i ngā pēhanga horopaki. He paparanga whakahaere-ā-whānui e aroturuki ana i ngā āhuatanga whakahaere e mahi ana te AI — te matatini o ngā pātai, te hou o ngā pātai ki ngā tohatoha whakangungu, te kawenga o te pūnaha — ā, ka whakarerekē i te kaha o te whakamana kia hāngai ai. I raro i ngā āhuatanga pēhanga teitei (ngā pātai hou, ngā take taha, ngā tono matatini-wāhanga), ka whakakaha ake ngā pae whakamana. Ka whakatika tēnei i te kitenga e tino tūpono ana ka hē ngā pūnaha AI i raro i ngā āhuatanga e tino nui ana ngā hua o ā rātou mahi.
Ngā Mea Kāore e Whakapaehia e te Anga
He mea nui kia kī mārika i ngā mea kāore e whakapaehia 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.
Kāore e whakapae ka whakatau i te raru whakatikatika. Ka whakahaere te anga i ngā putanga AI i muri i te waihanga. Kāore e aro ana ki te pātai hōhonu mēnā ka taea te whakatikatika i ngā whakaaturanga ā-roto o tētahi pūnaha AI kia hāngai ki ngā uara a te tangata. E mahi ana te anga i runga i te whakaaro kāore e taea te whakatikatika mā ngā hangarau o nāianei, ā, nā reira me whai he whakahaere ā-waho — engari tērā pea he hē tēnei whakaaro, ā, mēnā ka puta he whakawhānuitanga nui i roto i ngā rangahau whakatikatika, 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 te tauira. I raro i ngā āhuatanga ka hinga ai 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 whakapae ana ka whai hua ki ngā āhuatanga katoa. Kua 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 te whakawhānui ki ngā whakahaere nui ake, ki ngā horopaki uru-kore ingoa, ki ngā hapori kāore he hanganga whakahaere pumau rānei.
Ehara i te mea e whakapae ana he whakamana ā-taumata. Kua whakatinanahia, kua whakahaerehia te anga, engari he iti te papa whakaurunga. Ko ngā whakapae 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 whakapae ana ka aro ki ngā tūraru oranga o te AI. Ka whakahaere 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 whānui hangarua, te mātauranga nui rānei, e hiahiatia ana he huarahi whakahaere tino rerekē.
Ngā Pātai Rangahau Tuwhera
Ka arahi te anga Tractatus i ētahi pātai e whakaaro ana 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 whakaraupapa ā-ture me ngā pātai kāore e taea? Kei te whakamahi te whakatinanatanga o nāianei i ngā tautuhinga motuhake mō ia hapori, engari kāore ngā paearu mō te tohu i te rohe i whakaraupapa ā-ture. Ka taea rānei te whai tikanga whānui hei tautuhi i te rohe?
Te tika o te whakamana. I raro i ngā āhuatanga aha ka hē ngā tikanga whakamana a te Guardian Agent? He aha te reiti hē-kore mō te kitenga rereke o te taumata uara? Ka taea e ngā tāuru whakahē te karo i ngā paparanga whakamana i runga i te pūnaha?
Ngā āhuatanga o te hurihanga urupare. Ka whakakotahi te pūnaha urupare urutau ki ngā manakohanga o te hapori i te roanga o te wā, ka whakauru rānei i ngā hē ā-tukatuka? 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 hapori e matapae ana i te angitu, i te rahunga rānei?
Ngā here whakawhānuitanga. I te rahi hapori hia 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 whanake ana te kohinga ihirangi o te hapori, ā, ka whakahōu anō i te tauira? He ōrite āhuatanga peke tauira kei te whakahaere?
Ehara ēnei pātai i te pātai whakapae. Ka tautuhi ēnei i tētahi mahere rangahau e whakaaro ana ngā kaituhi he mea tika hei aromātai i te koha a te anga. Ko te uara o tēnei anga hei koha rangahau e whakawhirinaki ana ki te hiahia ki te whakamātautau ā-taunakitanga, ā, e akiaki ana ngā kaituhi i taua whakamātautau.
Ko tēnei te Tuhinga 3 o ngā 5 i roto i te raupapa "Whakahaere AI ā-Hapori". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere ā-Mahi Motuhake. Kei te wātea te waehere pūtake o te anga Tractatus i raro i te EUPL-1.2 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