AI Papanga vs. AI e Whakahaerehia ana e te Hapori — He Tātaritanga Hanganga

Raupapa: Whakahaere AI ā-Hapori — He Tirohanga Rangahau mō te Papanga Village (Tuhinga 2 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Hune 2026 Līseni: CC BY 4.0 ā-Ao

Te Take o te Kohinga Raraunga

Ko ngā āhuatanga whakahaere o tētahi pūnaha AI ka tino whakawhirinaki ki tōna kohinga raraunga whakangungu. Ehara tēnei i te take tuarua — he āhuatanga hanganga matua.

Ka whakangungua ngā LLM arumoni a ngā kaiwhakarato papanga matua ki runga i ngā kohinga raraunga ā-ipurangi whānui: he piriona ngā tuhinga i tangohia mai i te ipurangi tūmatanui, ā, ka tāpirihia ētahi kohinga raraunga whai raihana me ētahi kohinga rangatōpū. He whānui ngā pūkenga o ngā pūnaha ka puta, ā, he whānui hoki ā rātou whakaaro mō te tohatoha.

Ko te ipurangi, hei kohinga whakangungu, ka whakaatu nui i ētahi wāhanga me ētahi tirohanga:

• Ihirangi reo Ingarihi, ā, i roto i te reo Ingarihi, ko te whakamahinga me ngā tikanga o Amerika
• Ngā rekoata tauhokohoko me te hokohoko
• Te anga takitahi mō ngā pātai pāpori me ngā pātai matatika
• Te reo rongoā ā-ao mō ngā kaupapa i whakautua tūturu e ngā tikanga ā-hapori, ā-wairua rānei
• Te kōrero hangarau me te kōrero ngaio
• Ihirangi i whakaputaina i roto i ngā rua tekau tau kua pahure, ā, he iti te hohonutanga hītori

Ka whakaata iti hoki i ēnei:

• Ngā tikanga whakatau ā-hapori me ngā tikanga whakahaere
• Ngā reo ngaio ā-mahi motuhake (tikanga karakia, taiao, taketake, mahi tahi)
• Ngā tikanga ā-waha me ngā ahurea he iti te noho ā-ipurangi
• Ngā pūrongo whakahaere a ngā whakahaere iti: meneti hui, kōrero ā-roto, pānui hapori
• Ngā anga matatika me te whakahaere kāore i te nō te Hauāuru

Kāore e taea te whakatika i tēnei hē o te tohatoha mā te whānuitanga anake. Ka whakapakari noa atu i ngā hē anō tētahi kohinga paetukutuku nui ake. He āhuatanga hanganga tēnei o te puna raraunga, ehara i te hē tauira.

AI ā-Rohe: Te Kōwhiringa Kē me ōna Here

Ka whai te tūāpapa Village i tētahi huarahi hanganga rerekē: he tauira iti ake, i whakangungua ki runga i tētahi kohinga tuhinga paparanga e whakamanatia ana ngā ihirangi motuhake o te rohe i mua i te whānuitanga.

E toru ngā paparanga o te hanganga whakangungu:

Paparanga tūāpapa. Ngā mōhiotanga whakahaere noa e tohatohahia ana puta noa i ngā whakaurunga katoa — te āhua e mahi ai te tūāpapa, ngā āhuatanga e wātea ana, te āwhina whakatere. He rite tēnei paparanga ki tētahi ontologia tiritahi puta noa i ngā tauira.

Paparanga Hapori. Ngā ihirangi motuhake mō tētahi whakaurunga motuhake — ngā rekoata, ngā whakawhitiwhiti kōrero, me ngā tuhinga i whakaputaina e te hapori e whakahaere ana i te tauira. Ko tēnei paparanga te mea e wehe ai tētahi whakaurunga i tētahi atu, ā, ka whakapūmau i ngā putanga a te tauira ki te horopaki ā-rohe.

Te paparanga whakaaetanga. He here hanganga: kāore he ihirangi e uru ki te kohinga whakangungu mehemea kāore he whakaaetanga mārama, ka taea te arotake, a te kaihanga ihirangi. Ka whakatinanahia tēnei mā te hanganga, ehara i te kaupapa here.

He pūnaha whaiti ake tēnei i tētahi LLM hokohoko. Kāore e taea e ia te matapaki i ngā kaupapa i waho atu i tōna rohe whakangungu me te mātau. Kāore ia e whakaputa i ngā tuhinga auaha whānui, kāore hoki e whai wāhi ki ngā kōrero whānui. Ko tāna e tuku ana hei utu, he hua e ū ana ki ngā rekoata a tētahi hapori motuhake, ā, ka taea te whakamana i aua rekoata.

Ngā here o tēnei huarahi

Me mōhio ki ngā here maha:

He iti ake te whānuitanga. Kāore e taea e tētahi tauira motuhake mō tētahi rohe te āwhina i ngā mahi kei waho atu i tōna rohe whakangungu. Me whakamahi ngā mema o te hapori e hiahia ana ki te āwhina AI whānui i tētahi pūnaha motuhake.

Ngā here o te rahi o te kohinga raraunga. He iti te ihirangi ka whakaputaina e ngā hapori iti. He pūtake mōhiotanga whaiti tō tauira i whakangungua ki ngā rau tuhinga. Ka herea tika te kounga o ngā hua e te rahinga me te kounga o te ihirangi a te hapori.

Te tōmuri o te whakahou whakangungu. Me whakahou whakangungu ia wā te paparanga hapori kia whakauruhia ai ngā ihirangi hou. I waenga i ngā huringa whakangungu anō, ka tawhito te mātauranga o te tauira. Tērā pea kāore te auau whakangungu anō o nāianei (ia wiki i te wā beta) e ranea mō ngā horopaki e tere hurihuri ana.

Te ngoikore o te whakangungu taipiti. Ka whakanoho te whakangungu taipiti ā-rohe i ngā tauira hou ki runga i te tohatoha o te tauira pūtake e tū ana. I raro i ētahi āhuatanga o ngā pātai — otirā, ngā pātai hou, matatini rānei — ka whakahokia anō ngā tauira o te tauira taketake, he āhuatanga e mōhiotia ana i ngā tuhinga pūtaiao ko te wareware whakamataku (catastrophic forgetting). Kāore anō kia tino tautuhia te nui o tēnei pānga ki ngā putanga e pā ana ki te whakahaere i roto i ngā mahi tūturu mō tēnei pūnaha.

Guardian Agents: Hanganga Tautuhinga o waho

Ehara i te mea ka whakawhirinaki anake te papa Village ki te whakangungu hei whakarite i te kounga o ngā hua. Ka whakanohoia e ia he paparanga tautuhinga — e kīia ana ko "Guardian Agents" — i waenga i ngā putanga o te tauira me te kaiwhakamahi whakamutunga.

Ko te hanganga o te Guardian Agent e whai ana i ngā pūnaha whakamana motuhake e whā:

Whakamana i te tūhonohono ā-aronga. Ka whakatauritea te putanga o te tauira ki te kohinga tuhinga a te hapori mā te whakamahi i ngā ine ōrite e hāngai ana ki ngā whakaurunga. Ka tohuia, ka whakakorehia rānei ngā putanga kāore i tino tūhonohono ki ngā rekoata tūturu.

Te wehenga ki ngā taumata kōrero. Ka wehea te putanga ki ngā kōrero takitahi, ā, ka whakamana motuhake ia kōrero. Ka whakatika tēnei i te hapa noa ka puta i te wā ka whai te whakautu i te huinga o ngā kōrero kua ū ki ngā raraunga me ngā kōrero kāore i ū.

Te aroturuki i te rereke haere o ngā whanonga. He paparanga aroturuki ā-roa e whai ana i ngā tauira o ngā putanga a te tauira i te wā roa, e kitea ana ngā panoni pūnaha i te āhua kōrero, te anga, te tika rānei, e tohu pea ana i te rereke haere o te tohatoha, te heke rānei o te kounga.

Te whakaurunga urupare urutau. Ka whakaurua ngā urupare a ngā mema o te hapori (ngā aromatawai mārama me ngā whakatikatika a ngā kaiwhakahaere) ki ngā pae whakamana. Mā konei ka waihangatia he porowhita urupare, ā, ka hāngai ake te pūnaha whakamana ki ngā tūmanako o te hapori i te wā roa.

Ngā whakautu whakahē me ngā āhua hapa

He koha rangahau te hanganga o te Guardian Agent, ehara i te raru kua whakatau. He maha ngā whakapae whakahē me ngā āhuatanga hapa e tika ana kia tirotirohia:

Ehara te ōritetanga ā-tuhi i te pono. Ka ine ngā ine whakamana e hāngai ana ki ngā whakaurunga i te tata ā-tuhi, ehara i te tika o ngā kōrero. He kōrero e tata ana ā-tuhi ki tētahi tuhinga taketake, ka hē tonu pea ā-pono — ka taea e ngā whakahua anō te huri i te tikanga, ā, ka mau tonu te ōritetanga o ngā whakaurunga. Ka ārahi te paparanga wehenga taumata-kōrero i tētahi wāhanga o tēnei take, engari ka toe tonu ngā hua pono hē me ngā hua hē pono.

Ehara i te oti te taupoki whakamana. Ka taea e ngā kaitiaki te whakamana i ngā kōrero ki ngā rekoata e wātea ana. Kāore rātou e taea te whakamana i ngā kōrero mō ngā kaupapa kāore i kapi i ngā rekoata a te hapori. Mō ngā pātai hou, ka anga te pūnaha ki te kōwhiri i waenga i te kore whakautu (he tūpato, engari kāore he āwhina) me te whakaputa i ngā hua kāore e taea te whakamana (he āwhina, engari kāore i tiakina). I tēnei whakatinanatanga, ka tohu ngā whakautu whai whakapono-iti, kāore e whakakorehia ana, ā, nā konei ka whakawhiti te kawenga whakamana ki te kaiwhakamahi whakamutunga.

Ka taea e ngā huringa urupare te whakauru i te hē. E whakaponohia ana e te pūnaha urupare urutau he tohu pono te urupare a te hapori. I te ao tūturu, tērā pea he iti te urupare, he hē ki ētahi rōpū kaiwhakamahi, he whakaata rānei i ngā manakohanga e taupatupatu ana ki te tika. Kāore te pūnaha i tēnei wā e wehewehe i waenga i te urupare e whakatika ana i ngā hē tūturu me te urupare e whakaata ana i ngā manakohanga ā-ahua, ā-whakaaro rānei.

Te taumahatanga rorohiko. Ka tāpiri te whakamana e whā ngā paparanga i te whakaroa me te utu rorohiko. Mō ngā pātai e hiahiatia ana he whakautu wawe, tērā pea ka whakaiti tēnei taumahatanga i te wheako kaiwhakamahi kia kore rawa e whakamahia te pūnaha — he hapa whakahaere nā te kore whakamahinga, ehara i te hapa hangarau.

Te Whakawhiwhinga Mahi me te Pokapū Mana Whakahaere

Ko te tātaritanga o mua e pā ana ki te koropore — arā, ngā tauira e kawea ana e te pūnaha. Ko te huringa ā-mahi (Tuhinga 1) e whakauru ana i tētahi tuaka tuarua, tūhono-kore: ko te pokapū mana whakahaere i te wā ka mahi te pūnaha, kaua ko te tohutohu noa iho. Ko te tuku i tētahi mahi ki tētahi kaiārahi tauhokohoko ehara i te whakawhiti raraunga anake, engari ko te mana whakahaere hoki — arā, te āheinga ki te mahi i ngā mahi (ngā whakawhitinga, ngā whakawhitiwhiti kōrero, ngā whakarerekētanga rekoata) i runga i te hanganga kāore e whakahaerehia e te rōpū e tuku ana, ā, ko ngā wā whakauru ka tautuhia e te kaiwhakarato. E whakaahuatia ana e ngā kōrero tata nei tēnei hei raru mō te kawenga me te tūmataitinga raraunga, i raro i te āhua o tētahi pātai mō te āheinga AI. Ehara i te mea ka whakakore i te tuku mahi te huarahi e whakahaerehia ana e te hapori; engari ka herea. Ka herea ngā mahi ki ngā rohe o te hapori anake, ka aukatia ki ngā mahi ka taea te whakahoki, ā, ka āraitia e te pūnaha whakatinana rohe (Tūtohu 3), kia hiahiatia ai te whakaaetanga a te tangata mō ngā mahi whai hua, kāore rānei e taea te whakahoki. Ehara i te mea e kī ana te whakapae hanganga he nui ake te pūkenga o te kaiwhakahaere, engari kei te noho tonu te wāhi whakahaere kia taea te tirotiro, kia taea hoki te whakahoki — he āhuatanga motuhake i tua atu i te pūkenga mata, ā, i roto i tēnei tātaritanga, i mua ake i tērā.

Te Whakawhitiwhiti: He Anga Tātaritanga

Ehara i te kōwhiri i waenga i te AI ā-pakihi me te AI e whakahaerehia ana e te hapori i te kōwhiri i waenga i tētahi kōwhiringa pai me tētahi kōwhiringa kino. He kōwhiri tēnei i waenga i ngā āhua whakawhitiwhiti rerekē:

Kāore tētahi āhua e tino pai ake i tētahi. Ka whakawhirinaki te kōwhiringa tika ki ngā aronga matua o te whakahaere a te hapori e whakatinana ana — he take e hanga ana i tētahi whakataunga whakahaere.

Te Taea te Tārua me te Whānuitanga

Ko tētahi pātai e tino hiahia ana te hāpori rangahau, mēnā ka taea te tārua me te whānui ake o te hanganga Village i tua atu i tōna horopaki whakamahinga o nāianei.

I hoahoatia te tūāpapa mō te whakahaere maha-teneti puta noa i ngā momo hāpori rerekē (e tautoko ana te whakatinanatanga o nāianei i ngā momo hua e iwa, mai i ngā pārihi ki ngā rōpū tiaki taiao, tae atu ki ngā rōpū hononga o ngā tauira o mua). Ka urutau te pūnaha kupu ki ngā kupu motuhake kia hāngai ki te horopaki hapori, ā, e tohu ana tēnei i tētahi taumata whānuitanga i te paparanga turanga.

Heoi, he maha ngā āhuatanga e here ana i ngā whakapuakitanga māia mō te whānuitanga:

• Kua whakatinanahia te pūnaha ki roto i tētahi tokoiti o ngā hapori. He ngoikore te tūāpapa taunakitanga mō te whai hua i ngā horopaki rerekē.
• Kua whakaritea ngā pae o te Pūnaha Whakahaere Ihirangi ( Guardian Agent ) ki ngā momo ihirangi motuhake. Kāore anō kia whakamātauria mēnā ka whānui ēnei ki ngā hapori he hanganga ihirangi tino rerekē ā rātou.
• E whakapae ana te hanganga whakaaetanga he tauira mema me te uru kua whakamanahia. Me whakarerekē te hanganga mō ngā hapori he tauira uru rerekē ā rātou (uru tuwhera, koha ingoa-kore).

He pātai rangahau tuwhera ēnei, ehara i ngā whakataunga hoahoa kua whakatau.

Ko tēnei te Tuhinga 2 o ngā 5 i roto i te raupapa "Community-Scale AI Governance". Mō te katoa Guardian Agents hanganga, tirohia Village AI mō te Whakahaere ā-Mahi.

I mua: He aha te AI, he aha kāore ia, me ngā mea kāore i te mōhiotia Ā muri: He aha i kore ai e ranea te whakahaere AI e hāngai ana ki ngā kaupapa here — te kōwhiringa hanganga