Ngā putanga katoa · AI Research Edition

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I tua atu i te Tauira — Whakaurunga Whakahaere Hanganga Papamahi

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 me pēhea te whakawhānui a te whakahaere hanganga i tua atu i te tauira ki roto i te tūāpapa, ā, ka aromatawai i te huarahi whānui ki ngā mea e tuku ana, me ngā mea e whiwhi ana. (Kua tautuhia ngā kupu motuhake o te raupapa i roto i te rārangi kupu.)

Ko te whakapae matua, kāore e taea te whakatikatika i te AI i te taumata hapori mā te tauira anake — ehara mā te whakangungu, mā te whakangungu taipitopito, mā te RLHF, me te whakamana i te wā whakatau anake. 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 hononga. Ko te tauira he wāhanga kotahi. Ko te hanganga te mahi whakatikatika.

Te Wehe Raraunga hei Tikanga Whakatikatika

Ko te wehe raraunga mō ngā kaipānga maha he mea kōrerotia nuitia hei āwangawanga haumaru. I roto i te hanganga o Village, he mahi anō hoki hei tikanga whakatikatika.

Ka tātarihia ia ui raraunga mā te tenantId. Ka pupuri te putunga pūwāhanga i ngā kohinga mō ia kaipānga. Ka whiwhi te tauira whakaputa i te horopaki mai i te kohinga o te kaipānga e ui ana anake. He tauira paerewa mō te noho-maha ēnei, engari he hua whakakotahitanga ā rātou: kāore e taea e te tauira te tango i ngā tauira tohatoha mai i ngā raraunga a ētahi atu kaiwhakamahi.

He mea nui tēnei nā te mea kāore te whakakotahitanga i ngā horopaki hapori e whānui ana. Tērā pea he tika te reo mō tētahi pārihi Epikopā, engari kāore pea e tika mō tētahi rōpū tiaki taiao, ā, pērā anō te huri. Ka whakawhanake te tauira e whai wāhi ana ki ngā raraunga katoa a ngā kaipāpāpā — ahakoa mō te pānui anake, ahakoa mō te tiki anake — i ngā tūāpapa tohatoha e whakakotahi ana puta noa i ngā hapori. Ka aukati te wehewehe kaipāpāpā i tēnei pokanoa whakawhiti i te taumata raraunga.

Ko te mātāpono hanganga: me whai anake i ngā ihirangi nō 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 whakahaua te tauira kia noho ki roto i ngā rohe o te kaipā; kāore āna uru ki ngā mea kei waho atu i reira.

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 whakamahi 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 Guardian Agent. Kāore e taea e te tauira te waihanga kōrero pōhēhē i runga i ngā ihirangi kāore ia i kite i mua.

Ka whakatika hoki te hanganga whakaaetanga i tētahi raru ngohengohe ake: ka taea e ngā mema o te hapori, mēnā kāore rātou 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 pārongo. Mēnā ka tuhi a mema A i tētahi pūrākau e kōrero ana mō mema B, ā, ka whakaae a mema A kia tukatukahia e te AI, ka uru ngā pārongo mō mema B ki te putorino AI ahakoa ngā manakohanga o mema B. He herenga taketake tēnei o te whakaaetanga taumata ihirangi kāore anō kia oti i a mātou te whakatau.

Ngā Kupu hei Anga Whakahaere

I whakamārama a Tuhinga 4 i te atanga o te pūnaha kupu me ngā pānga taumata tauira. I konei ka tirohia e mātou hei tikanga whakahaere.

Ka whakatinana te pūnaha kupu i tētahi mea ka taea te kī ko te 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 whakahau, ka neke i te tohatoha ā-tūponotanga o te tauira i ngā tauira papanga hangarau, ki ngā tauira whakahaere hapori.

He whakauru ngoikore ake tēnei i te whakangāwari āta — ka mahi i te taumata o ngā tohutohu, ehara i te taumata taumaha — engari he painga e rua āna:

1. He mārama, ā, ka taea te arotake. Ka tautuhia ngā whakawhitinga kupu i 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.

2. Ka taea te whakarite e te hapori. He rerekē ngā tāutanga 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 āta o te Papanga Motuhake. Ka whakarerekē te pūnaha kupu i te horopaki o te tono; ka whakarerekē te whakangāwari āta i ngā tūmanako tohatoha o te tauira. Ina mahi ngātahi rāua — ka whakamahi te tono i ngā kupu o te Hāhi Katorika, ā, kua whakangāwari āta te tauira mō te Hāhi Katorika — he kaha ake te pānga whakakotahi i tētahi o ngā whakarerekētanga 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 kaiwhakatinana rohe (i whakamārama i roto i te Tuhinga 3 o te raupapa pariha hei wāhanga whakahaere) ngā pātai e pā ana ki ngā uara, te matatika, me te horopaki ahurea ki te arotake a te tangata. Ka whakatinanahia tēnei mā te PreInferenceProtector me te arataki i runga i 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 waihangatia tēnei he hanganga tangata-i-roto-i-te-porowhita, ā, ka whakahaere a AI i ngā pātai whai-whakapono-nui, kua tino tautokohia, ā-unoa, ā, ka whakawhiti i ngā pātai kāore i te mōhio, he pātai matatini rānei, ki te tirotiro a te tangata. Ka taea te whakarite i te pae mō ia kai-rēhita, kia āhei ai ngā hapori ki te tautuhi i tō rātou ake taumata mōrearea.

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 kua whai mātauranga motuhake te kaiwhakahaere hei aromātai whaihua i aua pātai. He here whakahaere 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 hapori e tango ana i te tūranga kaiwhakahaere — i hangaia hei whakatika i tēnei here, engari kei te whakarewahia āta haere.

Te Kotahitanga me te Whakahaere ā-Hapori

Ko te hanganga kotahitanga e āhei ana i ngā tauira Kāinga motuhake ki te whakatū hononga ā-rua — te tiri ihirangi kua tohua puta noa i ngā rohe hapori, ā, e tiakina tonu ana te rangatiratanga raraunga. Me whakaae ngā hapori e rua ki te hononga, ā, ka taea e tētahi te wehe i ngā wā katoa.

Mai i te tirohanga whakatikatika, ka whakatū te hononga ā-rōpū i tētahi 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 te whanonga AI o te hapori whiwhi mā te whakauru ihirangi nō waho atu o te rohe ki roto i te putunga pūāhua.

Ka whakatika tēnei āhuatanga mā te hanganga kotahitanga mā te tohatoha kōwhiria — ko ngā ihirangi kua tohu motuhake mō te kotahitanga anake ka tohatohahia — me te whakamana ā-teneti. Ka mahi te whakamana Guardian Agent ki runga i te kohinga raraunga o te hapori kaiwhiwhi, ā, kāore e whakaurua ngā ihirangi kotahitanga ki roto i taua kohinga kia whakaaetia, kia rārangi ingoa rānei. Ko ngā kaiwhakahaere o te hapori kaiwhiwhi e whakahaere ana i ngā ihirangi honohono ka uru ki tō rātou paipa 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 whakauruhia e ngā wero whakatikatika kāore e mau i ngā taiao taiwhanga.

Ngā Mea e Tukuna Ana e Tēnei Huarahi

Ka whakarārangi mārika 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 Guardian Agent i te kawenga whakamana ki ia whakautu. Ko te ara e whā ngā paparanga, tae atu ki te tātai whakaurunga, te rapu ōritetanga kōsini, te wehenga o ngā kerēme, me te tirotiro i ngā āhuatanga rerekē, ka whakaputa i te roa 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 taipitopito me te kohinga ihirangi a te hapori. He kohinga tohutoro ngoikore tō tētahi hapori hou kua whakatūria, he iti rawa āna ihirangi, ā, nā reira ka ngoikore ake te whakamana a Guardian Agent, ā, kāore i te pakari te whanonga o te tauira.

Te Whānuitanga. Kua hoahoatia te hanganga kia whakamahia i te taumata hapori (tono ki te rau neke atu rānei 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 he panonitanga nui ki te hanganga kia taea ai te whakahaere i te paipa whakamana mō ia whakautu kia nui ake te tere whakawhiti.

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 whaihua. Kāore i whakamātauria mēnā ka whānui ki ngā momo hua e iwa kua tautuhia, ā, mēnā me whakarite ngā pae Guardian Agent mō ia rohe.

Ngā Painga o Tēnei Huarahi

Ka taea te whakamana. Ka taea te whai i ia whakautu AI ki ngā tuhinga pūtake 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 whakangungu mutunga kore te tuku.

Te mana whakahaere herea. Nā te mea ko te papaanga — ehara i te ipurangi tuwhera — te mata mahi, kua herea te āheinga ā-agent a 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 huri whakamuri, ā, me whakaaetia e te tangata ngā mahi whai hua. 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 tūāpapa ki tētahi mata ka taea te tirotiro, ka taea te whakahoki. He painga whakahaere tēnei e mārama ana anake 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 mapi kupu, ngā pae 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 tāurunga ki te putanga, ā, ka mārama he aha i whakaputa ai te pūnaha i tētahi whakautu motuhake. Kua whakaputaina he puna tuwhera te anga Tractatus; he tuwhera hoki te hanganga whakahaere ki te arotake a waho.

Te rangatiratanga o te hapori. Ko te hapori e whakahaere ana i ngā raraunga, i te hanganga whakapae, i te anga kupu, i ngā rohe whakaaetanga, me te kaupapa here whakahaere. Kāore he kaiwhakarato tuatoru e taea te whakarerekē i ngā 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 whakamana i te tika, engari he tikanga rapu tēnei mō te momo hapa motuhake — te huringa tohatoha huna — i akiaki i te hanganga. Ka mau te aitua 27027 e te putorino Guardian Agent, nā te mea ka heke iho i raro i te pae whakamana te ōritetanga kōsini i waenga i te reo tangi mō te rongoā me te kohinga tuhinga whakapono a te hapori.

Te āhei ki te whakamāhē. Ka whakaputa te pūnaha i ngā kīanga motuhake, ka taea te whakamātautau: arā, ka whakaiti te whakamana a Guardian Agent i ngā urupare kāore i te ū ki te turanga, ka whakapai ake te motuhaketanga ā-mātauranga i te tika o te reo e whakamahia ana, ka whakarerekē te anga kupu i te whanonga o te tauira i runga i te ine. I te mātāpono, ka taea te whakamātautau motuhake i ēnei kīanga. Kāore anō mātou kia whakarite i ngā whakamātautau motuhake, engari kāore te hanganga e ārai 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:

1. He nui rānei te wehe mātauranga hei whakarite i te hāngai, 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-whakatika ki te hāngai, he here noa iho rānei i te auau o ngā hapa?

2. Me pēhea te whakarite i ngā pae taurite kōsin? Kua whakaritea ngā pae o nāianei mā ngā raraunga whakamātautau. He huarahi ā-mātāpono hei tautuhi i ngā pae whakamana e taurite ana i te reiti hē-pono (te tohu i ngā whakautu e ū ana ki ngā raraunga hei mea kāore i ū) ki te reiti hē-kore (te whakaae i ngā whakautu kāore i ū)?

3. 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 hapa ai. He aha ngā hanganga e taea ai te whakarato i te whakamana motuhake tūturu, ā, kia māmā tonu te whakahaere rorohiko?

4. Ka taea te whakakaha ā-ture i te rautaki Papanga Motuhake? Ko te māramatanga — ko te whakatikatika taipitopito ā-mahi ki runga i tētahi tauira iti ake ka whakaputa i te tika ake o te kaupapa i te whakahau i tētahi tauira nui ake — kua tautokohia ā-taupū i ā mātou whakaurunga, engari kāore anō kia whakatauritea mārō. I raro i ngā āhuatanga aha ka tika tēnei, ā, i te wā aha ka pakaru?

5. He aha ngā anga aromatawai e hāngai ana ki te whakatikatika i te taumata hapori? Ka aromatawai ngā paerewa whakatikatika paerewa i ngā āhuatanga haumaru whānui. He aha ngā paerewa e tika ana hei aromatawai i te whakatikatika motuhake ki te rohe — arā, te pono ki ngā tikanga, kupu, me ngā uara o tētahi hapori motuhake?

Ehara ēnei pātai i te mea ka taea e tētahi rōpū whakaurunga kotahi te whakautu. Ka whakaarahia 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 mahi, ā, he mea kāore i tino arohia e te hapori rangahau — i te mea e whiwhi nei ināianei.

Tūāpapa me te hōtaka a te hapori whakatū: My Digital Sovereignty. Hoahoanga AI katoa: Village AI on Agentic Governance. Ngā akoranga mō ngā kaiwhakahaere mō te whakahaere i ēnei pūnaha i raro i te mana whakahaere a te tangata: Working with Claude me Agents at Work.