Kei te tata mai te wā ka hurihia te mātanga hinengaro mai i te “kōrero” ki te “kaiwhakatinana” mahi. I rua tau i muri mai i te putanga o te rāngai AI hanga‑nui, kei te tere te urunga mai o ngā AI Agent (ngā wakarite atamai) kia riro i te tau 2026 hei wāhanga taketake o te oranga o ia rā, ngā mahi hoki me ngā whakataunga. I tuhia e te pāpāho pakihi rongonui Forbes te tuhinga motuhake "The 8 Biggest AI Agent Trends for 2026 That Everyone Must Be Ready For", ā, ko Bernard Marr te kaituhi, e whakatūpato ana: kāore ēnei wakarite e noho mā te whakautu pātai anake, engari ka whakahaere mahi whai‑hipa, ka uru ki ngā pūnaha tuatoru, ā, ka whai i ngā whāinga wā‑roa hei “hoa mamati”. Mai i te mahi ā‑rōpū ki te hauora, tae noa ki te haumaru ipurangi me te tautoko ā‑ngākau, ka hurihia e ngā Agent AI te whaihua me te whakaputa, engari ka ara ake hoki ngā wero whakawhirinaki me ngā take matatika. E kī ana a Marr, ka noho te tau 2026 hei tau matua i te ara AGI (mātauranga rorohiko whānui); me kore e whakarite wawe ngā pakihi me ngā tāngata, ka mahue rātou i muri.
I te tīmatanga o te tuhinga, i whakamāramatia e Marr te “huringa” o ngā Agent AI: i ngā tau e rua kua hipa, kua whakamīharo mātou ki te auahatanga o ngā pūnaha pēnei i te ChatGPT, engari ko te mana tūturu o ngā wakarite kei te mahi. Whakaarohia he wakarite AI e whakahaere ana i tō rīpoata mahi katoa me te kore e hiahiatia tō whakauru, kāore rānei e āwangawanga mō te tīpoka rata i te pō—ehara noa i te kōrero pūrākau, engari ko te āhua o te ao i te 2026. E ai ki Forbes, i te 2025 kua nui ake te haumi ki ngā Agent AI, tae noa ki te 500亿美元, ā, e whakaarohia ana ka piki a te tau e whai ake nei. E mea ana a Marr, e tohu ana tēnei aronga i te neke o te AI i te taha o te “āwhina tuimotu” ki te “punaha whakahaere tūmataiti”, ka piki pea te whakaputa ā‑pūtea o te ao ki te 15%, engari me tūpato ki te tūponotanga o te “tawhiti mamati”. Anei ngā tāhūhū o ngā aronga e waru, me ngā huarahi me ngā wero ka tautuhi i ia mea.
Aronga 1: Mahi ā‑rōpū mā ngā wakarite (Agentic Teamworking)
Ka huri ngā Agent AI i te aratau “takitahi” ki te tauira “rōpū motuhake”: he maha ngā wakarite whai pūkenga motuhake ka mahi ngātahi, ka whakamahere raraunga, ka whakatairanga i ngā whāinga uaua. E kī ana a Marr, he rite tēnei hanganga ki te wehe mahi i roto i tētahi kamupene—he wakarite mō te kohikohi raraunga, tētahi atu mō te wetewete, tētahi mō te whakatinana—ā, kāore e tika kia āraia e te tangata i ngā wā katoa. I te rāngai hokohoko ā‑ipurangi, whakaaroētahi he rōpū wakarite ka hanga hōtaka hua aunoa: ko te wakarite hoko e aroturuki rawa, ko te wakarite hokohoko e wetewete hiahia, ko te wakarite whakahaere kaupapa e whakatika kia hāngai ki te rautaki whakahaere. Kua whakamātauhia e Amazon tētahi pūnaha āpiti nei, e kīnaki ana i te wā whakarewatanga hua e 30%. Mā te kamupene, he hekenga utu whakahaere, he tere ake o ngā whakatau; mā te tangata takitahi, ko ngā ratonga ake he mōhio ake, whaiaro hoki. Engari e whakatūpato ana a Marr, me kaha te anga whakakotahi hei aukati i ngā raruraru ā‑roopu wakarite.
Aronga 2: Ngā wakarite hei whakahaere i ngā mahi o ia rā (Agents For Everyday Tasks)
I te tau 2026, ka tau ngā Agent AI ki roto i ngā mahi o ia rā kia mahi aunoa i ngā mahi pāpaku, kia ahei ai te tāngata ki te aro ki ngā mahi whai uara. Ka rereke i te aronga tuku whakaaro anake, ka taea e ēnei wakarite te whakarite me te whakatutuki i ngā mahi‑hipa: mai i te whakarite rārangi kai ki te tono utu, tae noa ki te whakahaere whare atamai. E whakamārama ana a Marr, he wakarite hokohoko kai ka taea te tono kai hāngai ki ō hiahia tunu ka whakarite ka tae mai; he wakarite whakangungu e whakahaeretia ana ngā wānanga, e aro tonu ana i te ahunga, ā, ka whakarerekē hoki i te kaupapa kai. I ngā āhuatanga o Niu Hōpe nei, kua puta kē he āhuatanga pērā i te “AI kaitiaki” a Tencent, ā, e ai ki ngā urupare, kua penapena wā te iwi ki te 20%. Ka whakahou tēnei aronga i te taurite mahi–oranga, engari ka wero hoki i ngā umanga tuku ratonga—me huri ngā kaihokohoko ki ngā tauira “hoa wakarite”, me kore e mutu te wāhi. E whakaaro pai ana a Marr: mā ngā wakarite ka whakakorehia ngā taumahatanga hinengaro, engari me tiaki hoki te tūmataiti.
Aronga 3: Te hokohoko ki ngā wakarite (Marketing To AI Agents)
Kei te hinga te whakatairanga tuku iho ki te whakamārama i ngā kare ā‑roto o te tangata; i te tau 2026, ka huri te hokohoko hei “me kī koe ki ngā wakarite”—nā rātou e whakatau mō te hoko o te kaiwhakamahi, ā, e rapu ana i ngā taunakitanga me ngā raraunga, kāore i ngā āhuatanga ngākau nui. E ai ki a Marr, me whakapai ngā kamupene i te kitea o ā rātou hua: mā te whakaū i ngā urupare me ngā pūtake pono, kia tere ai te whakatau a te wakarite. Hei tauira, ka haumi ngā tohu ki te “SEO wakarite” kia tuatahi ā rātou kōrero i roto i ngā algorima, kāore i te whakawhirinaki noa ki ngā pānga rongonui. E kī ana a Forbes, i te 2025 kua 5% o ngā hokonga ā‑ipurangi i raro i te mana o ngā wakarite, ā, ka piki pea kia 20% i te tau e whai ake. He panoni nui tēnei mō ngā kaimahi hokohoko: ka paku te wāhi o ngā pānui auaha, ka haere mai ngā rautaki māramatanga raraunga. Ka whai hua te kaihoko takitahi i te hoko whai whakaaro ake, engari e whakatūpato ana a Marr: mehemea ka warewarehia ngā kare ā‑roto o te tangata, ka mārama ake te ao hokohoko.
Aronga 4: Ngā wakarite i roto i te hauora (AI Agents In Healthcare)
I mua i te pikinga o ngā hiahia kaitiaki hauora me ngā utu e piki ana, ka noho mātanga ngā Agent AI i te tau 2026 ki te whakahaere i te haerenga kiritaki mai i te tautuhi ki te whai muri. E kī ana a Marr, ka taea e ēnei wakarite te whakakotahi i ngā tuakiri ora, ngā rongoā me ngā tūponotanga, mā te tuku whakahaere hauora whānui—kei te neke atu i te kōrero ki tētahi karere kotahi. Whakaarohia he wakarite e arotake ana i te hītori hauora, e whakarite rānihi, e aroturuki i te ora, e whakatūpato hoki i ngā raruraru pea. Kua whakamātauhia e te NHS o Ingarangi ētahi pūnaha penei nei, ā, i piki te manawataki o ngā tūroro ki te 40%. Ka āwhina tēnei aronga i te whakakāhore i ngā taumahatanga hauora o te ao me te whakaneke i te taea o te ratonga, engari me mātua kaha ngā ture matatika: ko te ngutunuku raraunga, ko ngā hapa whakamātautau, ka āraia ngā hua kino. E karanga ana a Forbes kia tere te whakatū i ngā mahere hauora pūnaha kia whai wāhi ki te ngaru “agent‑medical”.
Aronga 5: Ngā wakarite i ngā whawhai me ngā whakamarutanga ipurangi (Agents In Cyber Attack And Defense)
I te pikinga o ngā aitua ipurangi i te 2025 mā te 21%, ka whakatōpūhia te mana o ngā wakarite hei huarahi e rua‑ngaru i te tau 2026: kei te whakamahi ngā kaiwhakareka wakarite ki te whakahohe i ngā huarahi kōhurutanga, ā, kei te whakatū hoki ngā kaitautoko whakamarumaru i ngā “wakarite kaikawe” hei whakahoki i ngā wā‑tūturu. Ka kī a Marr i te whakaaro a Marcin Kleczynski (CEO o Malwarebytes) mō ngā robot pēnei i ReaperAI, ā, ka taea te aroturuki aunoa i ngā ngoikoretanga whatunga hei whakaeke; i tētahi taha, ka rapu ngā wakarite haumaru i ngā mahi pākiki me ngā rorohiko kaitūkino, ā, ka huri te āhua o te tiaki mai i te mea mau ki te mea tūao. E ai ki ngā pūrongo a Forbes, kua neke atu te utu mō ngā whakaeke e ārahi ana e ngā wakarite ki runga ake i te tau miriona‑miriona—kua piki te hiahia haumi a ngā pakihi. He āhua rua tēnei aronga: ka kaha ake te tiaki, engari ka whakanuia hoki ngā tūponotanga. E taunaki ana a Marr kia kaha ake te whakatūpato a te tangata takitahi i ngā wakarite ka whakamahia e rātou, ā, me whakatakoto moni nui ngā whakahaere ki te anga “AI vs AI”.
Aronga 6: Ngā wakarite i ngā ratonga pūtea (Agents In Financial Services)
Ka ārahi te rāngai pūtea i te whakaaetanga ki ngā wakarite, mā rātou e whakapai i te aroturuki ritenga, te kite wera rūpahu me te whakapai haere i ngā mahere pūtea whaiaro. E whakamārama ana a Marr, ka taea e ēnei wakarite te urupare ki ngā tohu o te mākete, ngā ripoata ōhanga, ā, ka whakarereke aunoa i ngā kōwhiringa putea hei tautoko i ngā pēke me ngā kamupene inihua. Hei tauira, ka whakahaere ngā wakarite i ngā tuhinga nama, i ngā kohinga tuhinga, ā, ka tohe hoki mō te pai o te tūponotanga me te hua. Kua whakamātau a 摩根大通 i ētahi pūnaha wakarite, me te pikinga mōkihi ki te 25%. Ka piki te urunga o ēnei aronga ki te whakanui i te whakaurunga pūtea, engari e whakatūpato ana a Marr: me hāngai ngā whakataunga wakarite ki ngā uara a te kaiwhakamahi, mēnā kāore, ka puta te pakanga matatika. E matapae ana a Forbes ka ārahi ngā wakarite i te 50% o ngā whakawhiti pūtea i te tau 2026; me kore e whai wāhi ngā pakihi, ka ngaro rātou.
Aronga 7: Ngā wakarite hei hoa atamai (Agents As AI Companions)
I te rāhanga tangata kāore i te whakakī katoa, ka huri ngā Agent AI hei hoa tautoko ā‑ngākau, hei āwhina i te rongoā me te aratohu hauora ā‑hinengaro. E kī ana a Marr, ka mahara ēnei wakarite ki ngā taunekeneke, ka ako i ngā tikanga kaiwhakamahi, ā, ka ārahi i ngā tikanga hei āwhina—pērā i tētahi hoa mariko ka whakarongo ki ngā karere pōuri, ka tuku tohutohu rongoā. Kua whakatūria e te pikinga o te AI hanga‑nui te huarahi, ā, i te 2026 ka tino “tangata” ake ngā wakarite hei whakawhiti i te pōraruraru hapori. Hei tauira, ka whakamahi ngā wakarite hei “tuatahi ki te whakawhiti whakaaro”, hei awhina i te whakawhiti ki te āwhina ngaio. Engari, he tohu whero tēnei: me kaua e whakawhirinaki rawa kia kore e whakakapi i ngā hononga tangata. Ka karanga a Marr kia whai wāhi ngā kamupene hauora ki te whai hua, ā, kia whakakīkī hoki i ngā aratohu matatika.
Aronga 8: Te take whakawhirinaki (The Trust Issue)
Ko te pūtake o ngā aronga e waru ko te “whakawhirinaki”: ka tukua ngā wakarite ki te whakahaere pūtea, maramataka me ētahi atu āhuatanga, ka pērā he hiahia tino nui kia tuku mā runga ringa? E mea ana a Marr, he mea nui te mārama, te haepapa me te hāngai uara—me whakamātautau ngā algorimo kia whakaatu ko te whaihua matua ko te oranga kaiwhakamahi, kaua ko te hua anake. E kī ana ngā rangahau a Forbes, kua piki te whakaaetanga o te iwi ki ngā whakataunga aunoa, engari e hiahia ana rātou kia kitea he āhuatanga taiao me ngā paerewa matatika. Ka whakawhirinaki tēnei āhuatanga ki te whakamahinga o ngā wakarite: mēnā ka warewarehia e ngā kamupene, ka whakapae te iwi; me tīmata ngā tāngata ki te whakarite kia hāngai ki ō rātou uara ngā wakarite. Ko te kupu whakamutunga a Marr: ko te whakawhirinaki hei “pukerua” mō te ao wakarite.
I te mutunga o te tuhinga Forbes, ka karanga a Marr kia “katoa kia whakarite”: me whakarerekē ngā kamupene i ō rātou tukanga, me ako hoki ngā tāngata ki te mahi tahi ki te mīhini. I te tau 2026, ka whakamātauria te kaha urutau a ngā iwi—ko te hunga ka angitu ka piki ki runga, ko te hunga kāore ka mahue atu. I Haina, kua tīmata kē a Alibaba me Tencent ki te waihanga i ō rātou eco‑āhuatanga wakarite; ka whakakaha pea tēnei nuku ao ki te auahatanga ā‑rohe. Ehara te rautau AI i te taputapu noa—he hoa hoki. Kua rite koe?