Te Aromatawai i ngā Ratonga Whakawhanake Kaihoko AI: He Aratohu Rautaki mō ngā Kaiārahi Pakihi me Web3

I waenganui o te tau 2026, kua neke te whanaketanga o ngā kaihoko AI mai i te kupu rongonui o te rūma poari ki te poutokomanawa whakahaere. E matapaetia ana e Gartner ka whakauruhia e te 33% o ngā tono pūmanawa hinonga te AI kaihoko i te tau 2028, he pikinga mai i te iti iho i te 1% i te tau 2024 — ā, kei te whakatau tonu a McKinsey i te pūmanawa ōhanga roa o te AI whakaputa uri me te AI kaihoko i te $2.6 trillion ki te $4.4 trillion ia tau. Heoi, e whakatūpato ana te tīma Gartner kotahi ka whakakorehia te 40% o ngā kaupapa AI kaihoko i te mutunga o te tau 2027 nā te ngoikore o te aromatawai, te pikinga o te utu, me te kore mārama o te uara.

Ko te taurangi nui rawa atu i waenga i ngā kaupapa angitu me ngā kaupapa e mate ana, ko tēhea kamupene whanaketanga kaihoko AI Ka mahi tahi koe me rātou. E whakamārama ana tēnei aratohu i ngā mahi a ēnei kamupene, ngā au e hanga hou ana i te mākete, ngā āhua hoahoa e rua me whiriwhiri e ia kaihoko, ngā momo mahi e iwa e tukuna ana e tētahi hoa mahi nui, me ngā āhuatanga e rima e wehewehe ana i ngā kaihoko kua rite ki te hanga mai i ngā toa pūmanawa whakamātautau.

He aha te mahi a tētahi kamupene whakawhanake kaihoko AI?

He kamupene whakawhanake āpiha AI e hoahoa ana, e hanga ana, e whakahaere ana hoki i ngā pūnaha pūmanawa e whakakotahi ana i ngā tauira reo nui me ngā taputapu, te mahara, me te whakaritenga kia taea ai e te pūmanawa te whai i tētahi whāinga, te mahi, me te ako mai i ngā urupare. He mahi rerekē rawa atu tēnei i te hanga i tētahi karetao kōrerorero, te whakatikatika i tētahi tauira, te hono atu rānei i tētahi pairati ki tētahi taupānga o nāianei.

Ko te whakaurunga ratonga whakawhanaketanga kaihoko AI hou e kapi ana i ngā mea e ono: te kimi me te whiriwhiri i ngā take whakamahinga; te hoahoa hoahoa tohutoro (kaihoko-kotahi, kaihoko-maha, RAG kaihoko rānei); te whiriwhiri tauira me te ara; te whakaurunga ki ngā raraunga, taputapu, me te paparanga tuakiri a te kiritaki; te hononga aromatawai me te mātakitaki; me ngā tuhinga whakahaere e hangai ana ki te EU AI Act, NIST AI RMF, ISO/IEC 42001 rānei.

Ko ngā kamupene e toa ana i te tau 2026 ka tuku i ngā ono katoa. Ko ngā kamupene e ngaro ana i ngā mea tuatahi e toru ka tuku i ngā mea tuatahi, ā, ka kiia ko te toenga he wāhanga tuarua.

Ngā Auahatanga Matua e Hanga Hou ana i ngā Tūāpapa Kaihoko AI i te tau 2026

E toru ngā panonitanga kei te huri i te huarahi e hoko ai ngā umanga i ngā otinga whakawhanake kaihoko AI i tēnei tau, ā, ia panonitanga ka huri i ngā paearu aromatawai me kawe e koe ki te kōrerorero ki ngā kaihoko.

Kei te whakakapia ngā pairati takirua whakapae e ngā āpiha poutū. I te ngaru tuatahi o te AI whakaputa i hoatu he paerata whakapae ki ia kaimahi. Ko te ngaru tuarua kei te hoatu he kaihoko motuhake ki ia tūranga - te whakatau kereme mō ngā kaiinihua, te aroturukitanga tauwhitinga mō ngā hangarau pūtea, ngā mahi putea mō ngā peeke crypto, te ārai-tinihanga mō ngā whare takaro Web3. E hiahia ana ngā kaihoko ki ngā kaihoko kua mārama kē ki tā rātou tukanga mahi i te rā tuatahi.

Ko te mahara me te aromatawai ngā rerekētanga hou. I te tau 2024, ko te tauira te mea rerekē. I te tau 2026, ko te hoahoa mahara me te tautoko aromatawai e pā ana ki te tauira. Inaianei, ka pātai ngā kaihoko matua ki ngā kaihoko me pēhea tā rātou whakahaere i te mahara roa, te wehenga o te kairihi, me te aromatawai tonu i mua i tā rātou pātai mō te kōwhiringa tauira.

Kua neke te kāwanatanga mai i te paheke ki te pūnaha. I te mea kei te whai mana ngā herenga whānui o te Ture AI a te EU mai i Ākuhata 2025, me te whakaputa a ngā kaiwhakahaere rāngai o Amerika i ā rātou ake aratohu, ka tukuna atu e ngā kamupene whakawhanake kaihoko AI nui katoa ngā whakarōpūtanga mōrearea ki ngā kaihoko, ngā arowhai tangata-i-te-porowhita, me ngā rangitaki arotake pumau.

"Ka huri ngā tari hangarau mōhiohio hei tari HR mō ngā kaihoko AI — te whakauru i a rātou, te aromatawai i a rātou, me te whakamutu i a rātou."

 — Jensen Huang, Tumu Whakarae o NVIDIA, te kauhau matua o CES 2025

He Hua, he Ritenga rānei: Te Kōwhiri i te Āhua Tika mō tō Hoahoa

Ko te nuinga o ngā mahi a ngā kaihoko AI ka taka ki tētahi o ngā āhua e rua, ā, ko te whiriwhiri i waenga i a rāua te whakatau nui rawa atu ka mahia e te kaihoko i muri i te whiriwhiri i tētahi hoa. Mā te mārama ki te rerekētanga i te tīmatanga ka ārai i ngā marama o ngā tumanakohanga hē i muri mai.

Te Ara Hua

Kei runga i tō tūāpapa o nāianei te paparanga AI kua hangaia hei paparanga kore-whakararuraru. Engari i te hanga anō i tō puranga, ka whakatinanahia e koe he huinga o ngā kaihoko whānui kua oti te hanga - e kapi ana i te tātari, te aroturuki, te tautoko, me ngā mahi - me tētahi rōpū iti ake o ngā kaihoko motuhake kua arotauhia ki te momo tūāpapa o tō tūāpapa. Ko te whakaurunga he utu whakatinanatanga kotahi te wā me te raihana marama, te pupuri rānei.

Ka tino pai te whakamahi i tēnei huarahi ina:

• Kei te whakahaere koe i tētahi tūāpapa ora (he whakawhitinga moni, he kawa DeFi, he peeke moni matihiko, he tūāpapa RWA, he taiao petipeti Web3 rānei) ā, kāore e taea e koe te utu mō te wā whakamutu, te whakahou rānei i te tūāpapa.
• E hiahia ana koe ki te mātauranga ine i roto i ngā wiki, kaua i roto i ngā hauwhā.
• Kua totoro kē te kaha o tō tīma hangarau o roto, ā, me whai mana nui rātou, kaua e roa te wā e hiahiatia ana he kaupapa ritenga motuhake.

Ko te utu: ka tere ake, ka taea hoki te matapae i te utu, engari ka iti ake te mana whakahaere i te whakaritenga hōhonu.

Te Ara Hanga Ritenga

Mō ngā whakahaere e hiahia ana ki ngā kaihoko hei whatu i roto i te hanganga o ā rātou mahi, hua, rerengamahi motuhake rānei, ko te ara hanga ritenga te mea tika. Ka mahi tahi ngā tohunga hangarau, hoahoanga, me te whakahaere me tō rōpū ki te kawe i tētahi kaihoko mai i te whakaaro ki te whakaputa — e kapi ana i te kitenga, te kōwhiringa tauira, ngā whakaurunga, te aromatawai, te mātakitaki, me te tuhi tuhinga tutuki.

Ka tino pai te whakamahi i tēnei huarahi ina:

• He tukanga mahi ahurei tāu, he taiao whakahaere, he awa raraunga motuhake rānei kāore e taea e ngā kaihoko kua oti te whakarite te mahi.
• E hiahia ana koe ki te mana pupuri IP katoa, te kawe i te tauira, me te mahere putanga kua whakauruhia.
• E whakaae ana koe ki te whakangao i te 8 ki te 16 wiki (neke atu rānei mō ngā hanganga kua whakaritea) hei utu mō tētahi kaihoko e tika ana mō tō pakihi.

Ko te utu: he roa ake te wā me te utu tīmatanga nui ake, engari he pūnaha kei a koe katoa, ā, ka taea e koe te whanake.

He aha tenei mea

Ko te nuinga o ngā kaihoko ka hoko noa i tētahi o ēnei āhua e rua — ā, ka pana puku i ngā kaihoko katoa ki te hoko ahakoa te taunga. I hangaia a Antier i runga i te whakaaro rerekē. Ko te Paparanga Maamaa Antier (AIL) ko te ara hua: he paparanga kore-whakararuraru mō ngā tūāpapa Web3 me ngā tūāpapa pūtea, me ngā kaihoko whānui e whā me ngā kaihoko tohunga, ka whakatinanahia i roto i ngā wiki mō te utu whakatinanatanga me te raihana ia marama. Ngā Ratonga AI Antier ko te ara ritenga: he hanganga whenua-ake puta noa i ngā momo mahi e iwa, e tukuna ana e te papa hangarau kotahi. Ka whiriwhiria e ngā kaihoko te āhua e rite ana ki tō rātou ao tūturu — ehara i te rohe whakamarie o te kaihoko.

E iwa ngā Kaupapa Matua o te Mahi AI Full-Stack

Kāore i te maha ngā pūkenga e hiahiatia ana mō te whakawhanake i tētahi kaiwhakahaere AI. E iwa ngā momo pūkenga e hono tahi ana ka tukuna e ngā hoa mahi tino kaha.

E iwa ngā momo mahi ka pā ki ēnei ahakoa kei te arotake koe i tētahi paparanga AI kua hangaia, kei te tono rānei i tētahi hanganga ritenga — me whakauru katoa ngā mea e iwa ki roto i tā rātou puranga e ngā kaihoko kua hangaia ahakoa he iti noa iho te wāhanga ka pau i a koe.

• Ngā Kaihoko me ngā Kaiurungi AI — te mahi matua. Ngā whakatinanatanga o ngā kaiwhakahaere kotahi, ngā kaiwhakahaere maha, me ngā kaiwhakahaere takirua kua arotauhia ki ngā rerengamahi pakihi motuhake.
• AI korerorero — ngā kaihoko reo me ngā kaihoko kōrerorero e neke atu ana i ngā karetao tuku iho, me te tuku whakaaro, te arataki kare ā-roto, me te tautoko reo maha.
• Tuhinga me te Mātauranga AI — ngā pūnaha RAG ā-ringa e huri ana i ngā pūtake mātauranga pūmau, ngā kaupapa here, me ngā kirimana hei puna e whakautu ana i ngā pātai me te mahi.
• Ngā Taupānga GenAI Ritenga — ngā hua AI whakaputa-ā-mua i hangaia i runga i te tauira i whiriwhiria e koe, me tō waitohu, ō raraunga, me tō IP.
• Tohutohu Rautaki AI — he mahere ara i mua i te waehere: te kōwhiringa whakamahinga, te whakatauira ROI, me te tohutohu hanga-me-hoko mō ngā tīma kaiārahi.
• Whakaurunga AI me ngā MLOps — te paparanga hangarau whakaputa e pekehia ana e te nuinga o ngā kaihoko: CI/CD mō ngā tohu me ngā kaihoko, ngā paipa aromatawai, te mātakitaki, me te whakahaere utu.
• Tukutuku3 + AI — he kaupapa motuhake e whakakotahi ana i ngā kaihoko DeFi, te AI kirimana atamai, te aroturuki i runga i te mekameka, me te hohonutanga hangarau taketake Web3 e mau ana i ētahi o ngā umanga whānui.
• Tātari Matapae me te ML — te matapae, te kimi i ngā āhuatanga rerekē, me ngā miihini taunakitanga e hono ana i te ML matarohia me ngā takahuri mahi ā-ringa.
• Anga Whakahaere AI — ngā mana whakahaere kua tuhia, ngā rangitaki arotake, me ngā ārai tangata-i-roto-i-te-porowhita kua whakaritea ki te Ture AI EU, NIST AI RMF, me te ISO/IEC 42001.

I te aromatawai i ngā hoa mahi, me whakaaro ki tētahi kaihoko e tuku ana i ngā kaupapa tuatahi e toru anake hei toa tauira-me-te-whakatairanga. Ko ngā ono e toe ana — ngā tono, te rautaki, ngā MLOp, te hohonutanga poutū, te ML matapae, me te whakahaere — koinei ngā mea e wehewehe ana i tētahi tauira mahi mai i tētahi pūnaha whakaputa e ora tonu ana i te arotake me te tauine.

Ka tukuna e Antier ngā mea e iwa i raro i te tuanui kotahi, me te hohonutanga motuhake o te Web3 + AI: ngā tau o te hangarau i runga i te mekameka, te arotake kirimana atamai, me te mahi tohu e kore e taea e ngā umanga AI whānui te rite.

Ngā Ahu e Rima mō te Aromatawai i tō Hoa Whakawhanake Kaihoko AI

Mena kei te rārangi poto koe i ngā hoa mahi i tēnei wā, e rima ngā āhuatanga motuhake e wehe ana i ngā kaihoko kua rite mō te hanga mai i ngā toa taputapu whakamātautau.

• He tohutoro whakaputa, ehara i te ataata whakamātautau. Tonoa kia kite i ngā whakatinanatanga ora me te aituā whakamutunga i puta mai i te kaihoko. He kōrero aituā tā te tangata kua tuku kaihoko ki te mahi whakaputa. Ko te tangata e kī ana kāore anō kia tuku, kāore anō kia tuku.
• Te matatau poutū. Mā te tohunga whānui koe e tohutohu ki te whakamahi i tētahi huringa whānui. E mōhio ana te tohunga ki ngā āhuatanga taha o tō rohe — ā, ka taea e ia te whakahua i ngā momo rahunga e toru e tino kitea ana i tō marama tuatahi e ora ana.
• Te tūnga whakahaere kua tuhia. Tonoa he rēhita mōrearea tuhituhi me tētahi mahere whakahaere mō tētahi tikanga e pā ana ki a koe (EU AI Act, NIST AI RMF, ISO/IEC 42001, ngā kaiwhakahaere rāngai rānei).
• Ngā ānau utu mārama. Ka taea e te kaihoko pono te whakahua i te utu mō ia mahi i te rahinga 10× me te 100× — ehara i te mea i te wā whakarewatanga anake. Mena ka taea e te kaihoko te utu i te utu whakamātautau anake, me tumanako ka whiwhi pire mahi-taahiraa i te rā e tae mai ai ngā waka whakaputa.
• He mahere putanga tūturu. Te mana o te waehere, te kawe tauira, te kaweake raraunga, me te herekore ki te kawe i te mahi ki hea atu. Ka tīmata ngā hononga hauora me te rarangi putanga ma.

"Kei te neke mātou mai i te pūmanawa hei taputapu ki te pūmanawa hei hoa mahi. Ko te pātai whakamere ehara i te mea ka taea e te kaihoko te mahi i roto i te whakaaturanga — engari mehemea ka taea te whakawhirinaki ki te mahi anō i te 3 i te ata o te Tūrei."

— Ngā whakaaro mō te hoahoanga hinonga, ngā huihuinga ahumahi o te hauwhā tuatahi o te tau 2026

I hangaia a Antier kia rite tonu ki tēnei kāri kaute: te hangarau whakaputa-tuatahi me ngā taputapu aromatawai me te āheinga ki te tirotiro, kua rite ngā tuhinga whakahaere mō ngā arotakenga a te EU AI Act, ngā tauira arumoni mārama, me ngā rarangi putanga kua tuhia i mua i te tīmatanga — kāore i whiriwhiria i raro i te pēhanga i te mutunga o te kirimana.

Ko te wāhi e tukuna ai e ngā Kaihoko AI te ROI tino kaha i te tau 2026

He rerekē ngā āhua o ngā poutū rerekē. Ko ngā tūāpapa Live Web3 ka tīmata i te nuinga o te wā me tētahi paparanga hua; ko ngā umanga whakahaere ka tono i ngā hanganga ritenga. E pā ana ngā ara e rua ki ngā poutū e ono i raro nei.

• Ngā whakawhitiwhitinga moni matihiko me ngā tūāpapa Web3 — ngā kaihoko aroturuki, tautoko, me ngā kaihoko mahi e tuku ana i roto i ngā wiki kaua i roto i ngā hauwhā. Kua hangaia te AIL a Antier mō tēnei kōtaha.
• Nga kawa DeFi — te tirotiro i te moni whiwhi, te tohu mōrearea, me ngā kaihoko waea i runga i te mekameka. Ko te kaupapa Web3 + AI a Antier tētahi o ngā mea tino hohonu o te mākete.
• Te peeke moni matihiko me te tohu RWA — KYC, ngā kaihoko aroturuki tauwhitinga, ngā kaihoko pūtea me ngā kaihoko pūrongo ture e mahi ana i raro i te tirotiro pakari.
• Tukutuku3 petipeti — te taurite ōhanga, te ārai-tinihanga, me ngā kaihoko pupuri-kaitākaro kua whakahāngaihia ki te telemetry i roto i te kēmu.
• Peeke, inihua, me te BFSI — ngā kereme, ngā whakaritenga ture, ngā tohutohu, me ngā kaihoko mahi kiritaki i hangaia i raro i te whakahaere kua whakaritea.
• Ratonga hauora, hokohoko, me te SaaS hinonga — ngā kaihoko tuhinga, ngā kaihoko tautoko, me ngā rerengamahi matapae e tūtaki ai te tohungatanga rohe me te mahi kaihoko.

Mō ngā mea e ono, he rite tonu te ture matua: ko ngā kaihoko te hunga e hanga ana i te pānga tino ine ina he auau te tukanga mahi, he hanganga raraunga, ā, i te mutunga ka tono te kaitātari mō ngā taunakitanga.

Ko te Raina Raro

Te kowhiri an Te whakawhanaketanga kaihoko AI Kāore te kamupene i te tau 2026 i te whakatau hoko - engari he whakatau hoahoa. Ka kawea mai e te hoa tika te matatau poutū, te hangarau whakaputa, te whakahaere ture, me te tauira arumoni e tiaki ana i a koe mai i te here.

I hangaia a Antier kia ōrite ki taua kāri kaute me ngā raina hua e rua o te taumata whakaputa:

• Paparanga Maamaa Antier (AIL) — te ara tere, hua hoki mō ngā tūāpapa Web3 me ngā tūāpapa pūtea e hiahia ana kia tāpirihia ngā mōhiohio ki ngā hanganga o nāianei i roto i ngā wiki.
• Ngā Ratonga AI Antier — te ara hōhonu, ritenga hoki mō ngā umanga e hanga ana i ngā kaihoko AI ki roto i ā rātou mahi matua, hua, rerengamahi whakahaere rānei puta noa i ngā marautanga motuhake e iwa.

E tukuna ana ngā ara e rua e te hunga mahi hangarau kotahi, me te hōhonutanga o te Web3 + AI, me te kaupapa whakahaere kotahi.

Ahakoa he paparanga matauranga kua hangaia mō tō tūāpapa Web3, he kaihoko AI ritenga rānei kua hangaia mō te rerenga mahi hinonga, e rua ngā raina hua taumata-whakaputa a Antier, e iwa ngā momo mahi motuhake, me te hītori mahi puta noa i te BFSI, DeFi, RWA, me te petipeti Web3.