Mō ngā tau maha, he maha ngā kamupene i whakapono he nui noa te tuku "kōrerorero" hei mahi ki ngā kiritaki. I roto i te mahi, ko te mea i kitea he FAQ me te atanga kōrero, he auau, he iti hoki. I patohia e te kaiwhakamahi he pātai, ā, i whiwhi tonu i te whakautu kotahi, ahakoa te horopaki. Kāore he ara ako, kāore he urutau, kāore he rere.
Koinei te ariā o ngā karetao tuku iho, i hangaia i runga i ngā rerenga kua tautuhia. Ka mahi rātou i roto i ngā tahua pakari me ngā poraka tuhinga uaua. He ngāwari ki te whakatinana, ā, he tere ki te tīmata me te whakahaere, engari he tere ake te whakaputa i te riri. Heoi anō, he nui noa te peka atu i te huarahi kua whakaritea kia tūtaki ai te kaiwhakamahi ki ngā urupare whānui, ki te kino atu rānei, ki te karere hapa whakamataku: "Aroha mai, kāore au i mārama."
I te taenga mai o ngā Tauira Reo Tauine-Nui (LLM), kua rerekē tēnei tauira. Engari ko te whai i ngā ara pumau, kua tīmata te AI ki te tukatuka i te reo tūturu i te wā tūturu. Ko te tikanga o tēnei ka mārama ia ki ngā rerekētanga o te hiahia, ka urutau i tana urupare ki te horopaki, ā, ka mau tonu te hononga ahakoa ka whakatau te kaiwhakamahi ki te huri i te kaupapa, ki te hoki rānei ki ngā wāhanga o mua o te kōrero.
Kāore he take ki te tīmata anō i te rere. Kāore he ngaronga raraunga. Kāore he tio i te tuatahi o ngā hapa. Mō ia taunekeneke, ka whakarite anō te tauira i ngā mōhiohio, ā, ka pupuri i te kōrero kia ora, kia rere, kia atamai hoki.
E toru ngā kaupapa matua o tēnei āheinga: he rite tonu ngā raraunga whakauru, he maha ngā putanga ka taea; he rite tonu te whāinga pakihi, he maha ngā rautaki reo; me te roanga aro, ka iti ake te waku me te nui ake o te tahuritanga.
Te rerekētanga o te mahi
I ngā wāhanga nui pēnei i te ratonga kiritaki, te kohikohinga moni, me te hoko, he mea tino nui tēnei panonitanga. Ko te rerekētanga i waenga i te kati i tētahi mahi, te ngaro rānei i te wā tika, kei roto i te kaha o te AI ki te pupuri i ana whakaaro me te kore e pakaru te rere.
Whakaarohia he kaihoko e pātai ana mō te utu wāhanga. I roto i tētahi karetao kōrerorero tuku iho, ka akiakihia te kaiwhakamahi ki te tīmata anō i te tukanga mēnā ka rerekē te uara. Heoi, ka mārama te pūnaha LLM (Loadable Lifetime Management) ki te huringa, ka whakarerekē i te tuku, ā, ka haere tonu te whiriwhiringa. Mā ia meneti e penapenahia ana ka nui ake te tūponotanga o te kati i te mahi.
Heoi anō, ahakoa he āhua mīhini, he auau hoki ngā rerenga pumau, ka tukuna e ngā tauira matatau ngā urupare ahurei i roto i ia kōrero. Kāore te kaiwhakamahi e rite ana ki te whakarongo ki tētahi tuhinga, engari e whai wāhi ana ki tētahi kōrero tūturu. Ahakoa he rite tonu ngā tau me ngā mōhiohio, he rerekē te huarahi whakawhitiwhiti kōrero. Ko tēnei whakatangata i te kōrero te mea e wehewehe ana i te AI mai i te aunoatanga māmā.
Ko te pono, he maha tonu ngā pakihi e mahi ana me ngā "tahua" e huna ana i a rātou anō he AI. Heoi, ka tere te mōhio o ngā kaihoko ina kōrero ana rātou ki tētahi mea e whakahoki ana i ngā urupare kua whakaritea i mua. He rerekē, ko ngā taunekeneke e ahu mai ana i ngā LLM ka puta he hihiri, he ngāwari, me ngā hua tahuritanga ka taea te ine.
He māmā noa iho te mea e tika ana kia mārama te mākete: kāore e taea te mahi auau i te ratonga kiritaki; me atamai.
Ko te tikanga o tēnei, me whakarērea te ariā "pōkatata tere" e whakaatu ana i te āhua auaha engari kāore e whakaputa uara tūturu. Ka taea e te kaihoko o ēnei rā te mōhio ina tūtaki rātou ki tētahi taunekeneke pakari, ā, kāore e whakaae ki te moumou taima ki te whakatere i ngā tahua mutunga kore. E tumanako ana rātou ki te rere, ki te mārama, ā, ko te mea nui, ko ngā whakautu e tika ana mō tō rātou horopaki.
Ko ngā kamupene e tohe tonu ana ki te whakamahi i ngā karetao kōrerorero tūmau, e ahu mai ana i ngā rerenga pumau, ehara i te mea kei muri noa iho i te taha hangarau: engari kei te ngaro hoki ngā whai wāhitanga pakihi. Ko ia kiritaki e pōuri ana he whiriwhiringa kua whakakorea, he utu kua ngaro, he hoko kua whakaroa. I tētahi atu taha, ko te hunga e whakamahi ana i ngā LLM ka huri i ia taunekeneke hei whai wāhitanga ki te hanga hononga, ki te whakaiti i te waku, me te whakanui ake i te tahuritanga i te wā tūturu.
Hei whakamutunga, ehara i te mea ko te whakamahi noa i ngā hangarau hou. Engari ko te whakatau mēnā e hiahia ana te kamupene ki te tuku i tētahi wheako e whakaute ana i te wā me te mohio o te kiritaki. Ā, i tēnei wā, kāore he ara waenga: ka whanake te ratonga kiritaki ki ngā kōrero atamai, ka noho tonu rānei i roto i te hītori o ngā whakautu auau me ngā hua iti.
Ko te pātai tonu tēnei: kua neke atu rānei tō ratonga kiritaki i te tukanga mahi, kei te mau tonu rānei i roto i ngā tahua?
Ko Danielle Francis te Tumu Whakahaere Matua o Fintalk, he kamupene AI kōrero matua i Brazil. Īmēra: finatalk@nbpress.com.br

