I te 24 o Oketopa kua pahure, nā te pōhiri a te Korean Association of Industrial Intelligence (KOIIA), i whai wāhi a CLEVI ki te “2025 Academy for Developing Key Talent in Mid-sized Enterprises, Seminar on Strategies for Responding to Future Industries”, ā, i tuku kōrero matua a te Tumuaki o CLEVI, a Lee Hwan-ho.
I whai wāhi mātou ki te wātū “Ngā tauira o te whakauru hangarau AI me ngā rautaki mahi DX”, me te kaupapa “Ngā tauira o te whakamahi i te Physical AI, ngā take rahunga i te tukanga o te whakauru i ngā RAG agents, me ngā rautaki whakapai ake”.
Nā te piki haere o te hiahia ki ngā AI agents i ēnei rā, kei te piki hoki te maha o ngā kamupene e whakaaro ana ki te whakauru i ngā momo AI maha. E mōhio ana mātou kua whakamātauria, kua whakahaerehia kētia e ngā whakahaere me ngā kamupene maha te whakauru AI.
Heoi anō, e ai ki ngā rangahau, i roto i te maha o ngā kamupene me ngā whakahaere, kāore e tutuki ana te ROI e hiahiatia ana, ā, he maha rawa ngā wā kāore ngā āheinga i mahi i te wā PoC e tuku whakautu tika ana, e mahi tika ana rānei i te kaupapa matua, i te wāhi mahi rānei.
Nā ēnei kōrero, he maha ngā kamupene e tūpato ana ki te whakauru tere i te AI.
I tēnei kauhau, i whakamārama taipitopito te Tumuaki o CLEVI, a Lee Hwan-ho, i ngā whāititanga o ngā pūnaha RAG, he take rahunga matua mō te whakauru tere i te AI, me ngā tauira open-source me ngā Small LLMs (SLMs), hei whakamārama he aha i rahua ai ngā tauira whakauru o mua.
Ko te take matua e whakamahi ai tātou i te AI, ko te tūmanako ka whakakapi i ngā mahi a te tangata, ka whakaatu rānei i te pai ake o te mahi i tā te tangata.
Heoi, nā te kore whakawhirinaki o ngā kaimahi i ngā kamupene kua whakauru AI ki te kounga o ngā whakautu a te AI, kei te nui haere kē ā rātou mahi nā te tirotiro takitahi i ia whakautu a te AI.
Ko te take, ko te nuinga o ngā kamupene e whakamahi ana i ngā tauira SLM open-source kua fine-tune hei rongoā.
Ki te titiro whānui, ka whakaaro pea tātou ka mātau ake te AI ina ako ia i ngā mea hou. Heoi, ina whakaako tātou i te mātauranga hou ki te AI, ka ngaro kē i a ia ōna maharatanga o mua, arā, ngā taumahatanga tawhā matapōkere.
Ko te raru nui ake, kāore he tangata e mōhio ana ko ēhea ngā pārongo, ko ēhea rānei ngā mātauranga kua ngaro.
I te mea ehara te whakauru AI i te mahi iti noa iho ngā rauemi, tērā pea i whakahaerehia e koutou he maha ngā whakamātau mai i te wā o te PoC.
He aha i kore ai aua raru e puta i taua wā? Nā te mea, i akona anō te tauira mā te whakamahi i ngā pārongo e hāngai ana ki te whāinga.
I te mea i whakaakona te AI i mōhio noa ki ngā tau ki ngā reta, ā, i tukuna ki a ia ngā pātai mō ngā reta anake i muri mai, he mea māori kia pai ana whakautu. Engari, i roto i te wāhi mahi, ko ngā tauira kua whakangungua mō tētahi rohe motuhake pēnei anake rānei te mea e hiahiatia ana?
Ia rā, ka pā atu ō tātou wāhi mahi ki ngā taiao hou me ngā raraunga hou. Heoi, kāore e taea e te AI i akona mā te whakangaro matapōkere i ngā mōhiotanga o mua te whakapūmau i te whānuitanga o te whakamahinga, me te tika hoki.
Nō reira, me whai i tētahi From-scratch Foundation tauira reo nui, me whai rānei i te hangarau hei hanga i taua tauira.
Nā te mea kei aua tauira te nuinga tata o ngā mōhiotanga katoa o te ao, he tiketike ake te kounga o ngā whakautu me tōna tika hoki.
Mō ngā rohe motuhake, mā te whakamahi i te hangarau e kīia nei ko SFT(Supervised Fine-Tuning), mō ngā rahinga raraunga iti rānei mā te whakamahi i tētahi pūnaha RAG, i te hangarau Semantic Database rānei—arā, te pūnaha pātengi raraunga mōhiohio i whakawhanakehia e CLEVI—ka taea te karo i ngā ngoikoretanga o te SLM kua fine-tune.
Nā te mea e mōhio ana te kāwanatanga ki te hiranga o ēnei tauira foundation, kei te whakarato tautoko nui, kāore hoki e kaiponu ana i ngā rauemi.
Koinei te kaupapa National Representative AI. Ko te whāinga nui rawa o tēnei kaupapa ko te whai mana motuhake ā-matihiko.
I mōhio hoki a CLEVI ki ngā ngoikoretanga tino kino ka puta ina whakamahi tauira open-source, nō reira i whakawhanake motuhake ai i ngā mea katoa, mai i te kohi raraunga ki te hoahoa hoahoanga, ā, i whakaako i ngā tauira a CLEVI.
I tēnei wā, he tino pai ngā mahi a ngā tauira CLEVI, ā, kāore rawa e mahue ki muri ahakoa ka whakataetae ki ngā AI rongonui o te ao.
Nā te mea nō CLEVI ake ngā tauira, kāore hoki a CLEVI e pāngia e ngā take whakawhirinaki ka ara ake pea i te whakamahi tauira ā-waho.
Kei te noho te whakauru AI hei mea wajib, ehara i te mea kōwhiringa noa. Heoi, he uaua te whiwhi i ngā hua e hiahiatia ana mā te whakauru noa i ngā hangarau hou rawa.
Ka tīmata te auahatanga pono ina tino mārama ki ngā whāititanga o te hangarau, ā, ka whakatakoto i tētahi rautaki tino pai e hāngai ana ki te taiao me ngā whāinga o tō tātou whakahaere.
Mā ōna hangarau rerekē, pēnei i tana tauira reo nui motuhake me tana pātengi raraunga Semantic Database, kei te whakaiti a CLEVI i ngā whakamātau horihori me ngā mōrearea ka pā ki ngā kamupene i te wā e whakauru ana i te AI.
Ka whakarongo tonu mātou ki ngā kōrero o te hunga kei te pae mahi, ā, ka whakapau kaha kia noho hei hoa AI pono mō ngā kamupene maha ake. Ko te angitu tūturu o te whakamahi AI, me hanga tahi tātou i te taha o CLEVI.