🤖 AI Research Edition

Big Tech vs Community

All Editions · AI Research Edition · Article 3 of 6

Te Reo Māori
English Deutsch Français Nederlands Te Reo Māori

Ngā Tauira Pūtake vs. Te Tātaritanga Motuhake ā-Rohe — He Tātaritanga Hanganga

Raupapa: Te Whakahaere Hanganga AI i te Taumata Hapori — He Arotakenga Hangarau o te Village AI (Tūhinga 2 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāhina: CC BY 4.0 ā-Ao

Te Take Prior Whānuitanga

Ka whakangungua ngā tauira reo ā-mua ki runga i ngā kohinga raraunga e whakaata ana i te tohatoha tauanga o ngā tuhinga i runga ipurangi. He kitenga tēnei kua tino mārama, engari kāore i tino arotakihia ngā pānga o tēnei ki ngā pūnaha kua whakatinanahia e mahi ana i ngā rāngai motuhake i roto i ngā tuhinga hāngai.

Ko te tohatoha whakangungu o tētahi tauira reo nui noa e whakaatu nui ana i:

Ka iti ake hoki tōna whakaaturanga i ēnei:

Ehara i te tohatoha hapa noa te hua. He hē tohatoha ā-pūnaha: i te wā kāore e mōhiotia, ka huri te tauira ki te pokapū tauanga o tōna tohatoha whakangungu. Mō ngā hapori kāore i te tino whakaaturia ō rātou tikanga, kupu, me ngā uara i taua tohatoha, he huna, he ū tonu tēnei huringa.

He aha i kore ai e whakatika a Prompting me RLHF i ngā Tūmanako Tohatoha i te Pito

E toru ngā huarahi noa hei whakarerekē i te whanonga o te tauira turanga: ko ngā whakahau pūnaha, ko RLHF, me te AI ture. He here ā ia e tuhia ana ina whakahaerehia ana i te pito o te tohatoha whakangungu.

Ngā whakahau pūnaha ka whakarato horopaki i te wā whakatau e whakarite ana i ngā putanga a te tauira. He whai hua ēnei ina tino kitea ana te whanonga e tonoa ana i roto i te tohatoha whakangungu — ka whakahohe te whakahau i ngā tauira o mua. He iti rawa te whai hua o ēnei ina taupatupatu te whanonga e tonoa ana ki ngā tūāpapa tohatoha kaha. Ka whai te tauira i te whakahau i ngā wā e taea ana, engari ki ngā wā e tautuhia ana e te whakahau he whanonga he iti rawa te auau i roto i ngā raraunga whakangungu, ka whakahoki mai te prior i tōna mana. Ehara tēnei i te hapa o te hangarau whakahau; he hua nō te āhua o te mahi a ngā tohatoha ā-tūponotanga.

RLHF ka ako i tētahi tauira utu mai i ngā raraunga manakohanga a te tangata, ā, ka whakamahi hei whakapai ake i te tauira taketake. Ko te tauira utu he mahi i akohia, ā, kei raro i ngā here tohatoha ōrite ki ērā o te tauira taketake. Mēnā kāore ngā raraunga manakohanga e kapi ana i te rohe e pā ana ki te take — hei tauira, mēnā kāore he mātau ki ngā ritenga karakia Anglikana, ki ngā tikanga Māori rānei o ngā kaiwhakapae tohu — kāore te tauira utu e whiunga ana i ngā putanga kāore e hāngai ana ki te rohe. Ka āhua hāngai pea te tauira kua whakangāwarihia ki te huinga aromatawai, engari ka noho tonu he hē i ngā rohe e tino hira ana te hāngai.

AI Ture-matua e tautuhi ana i ngā mātāpono, ā, ka whakamahi i te tauira anō hei aromātai i āna hua ki ēnei mātāpono. He huarahi ātaahua tēnei, engari ka tuku iho he hurihanga porowhita: ko te āheinga o te tauira ki te aromātai i te ū ki ngā āhuatanga motuhake o te rohe e herea ana e ngā tauanga matua tohatoha kotahi tonu e take ana i te hē-whakaritenga. Ehara i te mea ka kitea pono e tētahi tauira e whakakapi ana i te reo whakaako ki te reo whakapono, nā te mea i tautokohia te tuatahi e tōna tohatoha whakangungu, ka mahia tēnei whakakapi i te wā e tonoa ana kia arotake i a ia anō — nā te mea kāore he turanga tohatoha hei tautuhi i taua whakakapi hei whakakapi.

Ehara i te mea kāore he uara ēnei huarahi katoa. Ka whakapai nui i te whanonga i ngā āhuatanga noa. He whāiti ake te kerēme: kāore rātou e whakatau i te raru o te tohatoha mutunga mō ngā hapori kāore i te whakaurua whānuitia ō rātou tikanga i roto i te kohinga raraunga whakangungu. Mō aua hapori, ehara te huarahi hē i ngā hua kino ohorere; he hokinga ā-tari, ā-marie ki ngā tūāpapa tohatoha.

Te Rautaki Papanga Motuhake

Ka whai huarahi rerekē teVillage AI. Kāore e ngana ki te whakarite i tētahi tauira matatau mā ngā whakarerekētanga i te wā whakangungu; engari, ka whakamahi ia i tētahi tauira turanga iti ake (8B ngā tawhā) me ngā paparanga whakatikatika motuhake mō te rohe.

E toru ngā wāhanga o te hanganga:

Te tauira pūtake: villageai-8b-corrected-v4. Koinei te paparanga turanga, i whakangungua ki runga i ngā mōhiotanga whakahaere o te papa — me pēhea te mahi a te pūnaha Village, he aha ngā āhuatanga e wātea ana, me pēhea te whakatere i te atanga. Ka tohatoha tēnei paparanga e ngā kaipā. Ka whakarato i te hanga reo whānui whai pūkenga i roto i tētahi rohe herea.

Ngā paparanga motuhake: te whakangāwari ā-momo-hua. I runga ake i te tauira turanga, ka whakangungua ngā putanga kua whakangāwarihia mō ia momo hua. Ko te motuhake tuatahi mō te whakaputanga ko villageai-8b-episcopal-v2, i whakangungua ki ngā ihirangi karakia, tiaki, me te whakahaere o te Hāhi Epikopā/Anglikana. Ko te whāinga o te whakangāwari motuhake kia neke i ngā tūāpapa tohatoha o te tauira i roto i te rohe whāinga — ehara i te mea kia tāpiri i ngā mōhiotanga ka taea te tiki mā te RAG, engari kia hanga anō i te reo taunoa o te tauira, te anga, me ngā whakapae paerewa.

Ngā ihirangi motuhake mō ia kaiwhakamahi mā te RAG. Ehara i te mea kua whakaurua ki roto i te tauira ngā ihirangi hapori takitahi — ō rātou pānui, pūrākau, tuhinga whakahaere. Ka tikiia ēnei i te wā whakatau mā te rapu pūwāhanga (vector search) (Qdrant) ā, ka whakaratohia hei horopaki. Mā tēnei ka wehe te whanonga reo o te tauira (i āhua-hangaia e te whakangāwari) i ngā ihirangi pono e tohu ana ia (i tikiia mai i te kohinga nō te hapori anō).

He mea nui ā-hanganga te wehewehe i waenga i te whakangāwari me te RAG. Ka whakarerekē te whakangāwari āta i ngā ariā tuatahi o te tauira — tōna pukapuka kupu taunoa, ōna whakaaro whakarite, tōna reo paerewa. Ka whakarato te RAG i te turanga pono. E aro ana ēnei tikanga e rua ki ngā momo hapa rerekē: ka aro te whakangāwari āta ki te hē tohatoha (ka whakamahi te tauira i te reo hē), ā, ka aro te RAG ki te whakaongaonga (ka waihanga te tauira i ngā kōrero pono).

Te Whakawhitiwhiti: Te Kaha vs. Te Whakamana

He whakawhitiwhiti whai whakaaro tēnei huarahi, ā, me whakamārama mārama.

Kāore e taea e tētahi tauira 8B tawhā te whakataetae ki tētahi tauira 700B+ o te pito o te ao mō te āheinga whānui. Ka whakaputa i ngā tuhinga kāore i te rere noa mō ngā kaupapa i waho o tōna rohe. He iti ake tōna matapihi horopaki whai hua. He iti ake tōna āheinga ki te whakaaroaro matatini i ngā hikoinga maha. Kāore e taea e ia te waihanga whakaahua, te tuhi waehere i ngā reo huna, te whai wāhi rānei ki ngā kōrero whakaaro whānui me te māmā o tētahi pūnaha o te pito o te ao.

Ko ngā mea e tukuna ana hei utu:

Te āhei ki te whakamana. Ka taea te tirotiro i ngā putanga a te tauira ki tētahi kohinga pūtake kua herea. Ina tatau te hanganga Guardian Agent (i whakamārama i roto i te Tuhinga 3) i te ōritetanga kōsini i waenga i te whakaurunga urupare a te tauira me ngā whakaurunga o ngā tuhinga pūtake, he iti rawa te rahi o te kohinga kia taea ai te whakamana. Ehara i te mea ka taea te whakamana i te urupare a tētahi tauira rohe ki "te ipurangi".

Te āhei ki te arotake. E mōhiotia ana, e whakahaere ana hoki ngā raraunga whakangāwari o te tauira. I te mātāpono, ka taea te arotake i ngā prior tohatoha i whakaurua e te whakangāwari — ka taea e tētahi te tirotiro i te kohinga whakangungu kia mārama ai he aha i huri ai te tauira ki tētahi reo motuhake. He tino uaua ake tēnei ki tētahi tauira i whakangungua ki ngā tiriona tohu raraunga tukutuku.

Tautūkē Whakatau. Ka whakahaerehia te tauira i runga i ngā pūrere rorohiko whakahaerehia — he GPU AMD RX 7900 XTX e uru ana mā WireGuard VPN, me te hokinga ki te pūtukatuka (CPU) o tētahi tauira 3B kua whakaitihia hei wātea. Kāore he tono whakatau e puta atu i ngā hanganga o te kaiwhakahaere. Kāore he akiaki, he whakautu rānei e tuhia ana e tētahi kaiwhakarato API tuatoru.

Te pono ki te rohe. I roto i tōna rohe whāinga, he tata ake ngā tūtohu tohatoha o te tauira motuhake ki ngā tikanga tūturu o te hapori, i ngā tūtohu o tētahi tauira pae-mua. Ka whakamahi te motuhake Ēpīkopa i te reo whakahoki-ora, ehara i te reo rongoā, hei reo taunoa mō ngā horopaki tangi — nā te mea koirā ngā ihirangi o āna raraunga whakangāwari.

He tūturu te patunga. He tūturu te painga. Kei runga i te horopaki whakamahinga mēnā he tika te whakawhitiwhiti. Mō tētahi hapori e hiahia ana i tētahi hoa mātauranga whānui, kāore tēnei pūnaha e tau. Mō tētahi hapori e hiahia ana i tētahi āpiha pono ki tōna rohe, ā, ka taea te whakamana i āna putanga ki āna ake rekoata, tērā pea ka whai painga te whakawhitiwhiti.

Te Rārangi Whakaurunga

Me whakamārama hangarau poto te wāhanga rapu ā-vector.

Ka tukatukahia ngā ihirangi hapori mā tētahi paipa whakaurunga (EmbeddingService) e waihanga ana i ngā whakaaturanga pūwāhanga e penapenahia ana ki Qdrant. I te wā rapu, ka whakauruhia ngā tāuru a te kaiwhakamahi mā te whakamahi i taua tauira anō, ā, mā te rapu ōritetanga kōsini ka tiki i ngā tuhinga puna tino hāngai mai i te kohinga o te hapori.

E rua ngā kaupapa o ēnei tuhinga kua tiki: ka whakarato rātou i te horopaki pono mō te whakautu a te tauira (RAG paerewa), ā, ka whakarato hoki i te kohinga tohutoro hei whakamātautau i te Guardian Agents whakamana i te whakautu (i whakamārama i roto i te Tuhinga 3). Ka whakamahia taua wāhi whakaurunga kotahi mō te tiki me te whakamana, ā, nā konei ka puta he painga mō te hono — ka mahi te whakamana i roto i taua wāhi whakaaturanga kotahi me te tiki — engari he ngoikoretanga pea anō hoki: ka pā ngā hē ā-pūnaha o te tauira whakaurunga ki te tiki me te whakamana i te wā kotahi.

Ka tuhia e mātou tēnei hei here kāore anō kia whakatau. He whakawhirinaki tiritahi te tauira whakaurunga, ā, ka taea pea te hono i āna huarahi hapa ki ngā huarahi hapa o te tauira whakaputa i ngā huarahi e uaua ana ki te kitea mai i roto i te pūnaha.

Ko tēnei te Tuhinga 2 o ngā 5 i roto i te raupapa "Architectural AI Governance at Community Scale". Mō te katoa Guardian Agents whakatakotoranga, tirohia Village AI on Agentic Governance.

I mua: He aha te AI — Me te wāhi e tū ai te raru whakatikatika E whai ake: He aha i rahua ai te whakahaere i te wā whakangungu — Ngā here whakatakotoranga hei huarahi kē

Published under CC BY 4.0 by My Digital Sovereignty Ltd. You are free to share and adapt this material, provided you give appropriate credit.