He kaimahi pūtea i te kamupene miihini I uru atu a Arup ki tētahi waea ataata me ētahi hoa mahi, tae atu ki te Tumu Whakahaere Matua o te kamupene. He tinihanga tinihanga i hangaia e te AI rātou katoa. I mutu te waea me te $25 miriona i tukuna ki ngā kaiwhakaeke. Kāore he pūmanawa kino, kāore he hononga hītinihanga, kāore he ngoikoretanga i whakamahia: ko te AI anake, i whakamahia me te whakapono kia oti te toenga. Ko taua kaupapa kotahi e hopu ana i te take i noho ai te AI i roto i te haumarutanga tukutuku hei kaupapa matua i roto i te mara. Ko te hangarau kotahi i hangaia e te tinihanga tinihanga, i ētahi atu wāhi o te umanga, e hopu ana i te āhuatanga rerekē ka mutu. Ka hipokina e tēnei aratohu haumarutanga AI ngā taha e rua: me pēhea te whakaeke a te AI, me pēhea te tiaki a te AI, me te tikanga o tēnā mō te wāhi e arotahi ai ngā tīma haumarutanga i muri mai.
AI i roto i te haumarutanga tukutuku, i roto i te paraka kotahi
Ko te AI i roto i te haumarutanga tukutuku e pā ana ki te whakamahinga o te ako mīhini, te tukatuka reo maori, me ngā tauira reo nui i ngā taha e rua o te pakanga kotahi: hei whakarewa i ngā whakaeke me te kite me te aukati i aua whakaeke. Ka whakamahia e ngā kaiwhakaeke te AI hei whakaputa ihirangi hītinihanga whakapono, hei tārua i ngā reo me ngā kanohi, me te tirotiro i ngā pūnaha tere atu i tā te tīma tangata. Ka whakamahia e ngā kaiwawao ngā tikanga matua ōrite (te mōhio tauira puta noa i ngā rahinga raraunga nui, te mārama ki te reo tūturu, te whakatauira whanonga) hei kite i ngā mea rerekē, hei tapahi i te haruru whakatūpato, me te urupare i mua i te kino. Ko te hua he hangarau whakamahi rua i roto i te umanga kotahi, koia te take ehara te AI i roto i te haumarutanga tukutuku i te kāwai me te taha "pai" me te taha "kino" mārama. He āheinga, ā, ko te tangata e whakamahi tere ana, e aro nui ana ki tecisKei a Ely te painga i tēnei wā.
AI hei ara whakaeke
- Hītinihanga i hangaia e te AI i te tauine ahumahi. I mua, i taea te hopu i te hītinihanga nā ōna tohu: he kupu whakamā, he mihi whānui, he rohe tinihanga mārama. I tangohia e te AI te nuinga o aua tohu. E ai ki Hoxhunt's Pūrongo Auahatanga Hītinihanga 2026, i piki ake te hītinihanga i hangaia e te AI mai i te 4% o ngā nganatanga hītinihanga katoa i pūrongohia i te Whiringa-ā-rangi 2025 ki te 56% i te Hakihea 2025, he pikinga 14x i roto i te marama kotahi, ā, kua puritia e ia te 40% o ngā nganatanga hītinihanga katoa i pūrongohia tae noa ki waenganui o te tau 2026. He rite tonu te kaha o te āputa whai huatanga: he he rangahau tangata-ā-tangata mai i ngā kairangahau o te Kura o Harvard Kennedy i kitea ko ngā īmēra tinihanga tinihanga aunoa-AI i eke ki te 54% te reiti pāwhiri-ā-roto, he rite ki ngā tohunga tangata mohio, ā, he nui ake te pai ake i te reiti pāwhiri-ā-roto 12% o ngā īmēra tinihanga tinihanga whānui a te rōpū whakahaere. Kāore te AI e tuhi noa i ngā īmēra tinihanga. Ka tuhi i ngā mea e mahi ana.
- Ngā tinihanga hohonu e aro ana ki te whakawhirinaki, kaua ki ngā hanganga. te Take Arup Ehara i te mea rerekē te mea i runga ake nei; he tauira noa iho. He tino pono te reo me te ataata i hangaia e te AI hei whakaatu i a ia anō he kaiwhakahaere tūturu i runga i te waea ora, e huri ana i te hangarau pāpori mai i te "tinihanga i tētahi kia pāwhiritia" ki te "tinihanga i tētahi kia whakapono kei te titiro rātou ki tā rātou CFO." He raruraru tino uaua rawa atu tēnei mā te whakangungu mōhiotanga haumarutanga ki te whakaoti, nā te mea ka puta te tinihanga i te taumata tirohanga, ehara i te mea hangarau.
- Te tirotiro tere ake me te pūmanawa kino urutau. Haunga te hangarau pāpori, ka whakapotohia e te AI te tawhiti i waenga i te "he whakaaro tō te kaiwhakaeke" me te "he mahi a te kaiwhakaeke." Ka taea e ngā tauira reo nui te whakatere i te rangahau ngoikoretanga ki te waehere me te hanganga tūmatanui o te ūnga, ā, ka taea e te pūmanawa urutau te whakarerekē i tana ake whanonga i waenganui o te whakatinanatanga mēnā ka kitea e ia kei te tātarihia i roto i te pouaka onepū, he āheinga i mua i hiahiatia he kaiwhakahaere tangata mohio e mātakitaki ana i te wā tūturu.
- Ngā whakaekenga tohu i te tere o te mīhini. Mā te whāngai i ngā tohu tuakiri turuturu ka waiho hei tauira hei ako i ngā tauira e whakamahia ana e te tangata ina whakaaro rātou he "mōhio" rātou ki te kupuhipa ka huri te whakaaro-me-te-tirotiro hei mea e tata ana ki te matapae. I te whakakotahitanga me te whakakī tohu tuakiri aunoa, ka whakakōpekehia te mea i mua he whakaeke puhoi, haruru hei mea tere, marino hoki.
AI hei taputapu tiaki
- Te kitenga i ngā āhuatanga rerekē i te tauine e kore e taea e te tangata te whakataurite. Ko te uara matua o te AI ko te tukatuka i ngā rahinga o ngā waka whatunga, login ngā mahi, me ngā rangitaki pūnaha kāore e taea e tētahi tīma kaitātari te arotake ā-ringa, me te tohu i ngā mea e rerekē ana i te tūāpapa kua whakatūria. Koinei te mea e hopu ana i ngā whakaeke kāore anō kia mōhiotia he waitohu, tae atu ki ngā rā-kore me te whakamahi hē a roto e kore e whakakore i tētahi whakatūpato ture.
- Te tapahi i te rārangi whakatūpato, kāore e tāpiri atu. Koinei hoki te wāhi e tino whai hua ai te AI i roto i te haumarutanga tukutuku, ā, kei reira tonu ngā mahi tūturu hei mahi mā te umanga. Ngā rangahau a Vectra AI mō te tau 2026 i kitea e whiwhi ana ngā whakahaere i te toharite o te 2,992 ngā whakatūpato haumarutanga i ia rā, ā, 63% kāore i tirotirohia, ā, Microsoft me Omdia Te Āhua o te SOC: Whakakotahitia Inaianei, Utuhia Ā Muri Ake rānei pūrongo i kitea e 46% o ngā whakatūpato katoa he hē ngā hua, ā, 42% kāore i tirotirohia katoatia. Kāore te whakarōpūtanga e whakahaerehia ana e te AI e tāpiri noa i tētahi atu taputapu ki taua puranga. Ina oti pai, ka honoa ngā whakatūpato e pā ana ki tētahi aituā kotahi, ka tātai i ngā mea e tika ana kia arohia e te tangata, ā, ka taea e ngā kaitātari te whakapau i ō rātou wā ki te wāhanga o ngā whakatūpato e whakaatu ana i te mōrearea tūturu, kaua ki te kati ā-ringa i te toenga.
- Te whakarōpūtanga o ngā pūmanawa kino me ngā whanonga kei tua atu i ngā waitohu e mōhiotia ana. Ko te huarahi tātari whanonga e tohu ana i ngā mahi whatunga rerekē ka mahi anō hoki ki ngā kōnae me ngā mōkihi: hei utu mō te whakataurite ki tētahi rārangi o ngā waitohu kino-e mōhiotia ana, ka taea e te AI te tatau i ngā whanonga wā tāutanga, ngā karangatanga pūnaha rerekē, me ngā tauira whakapōrearea hei hopu i ngā pūmanawa kino kāore anō kia kitea i mua, i te wā e puta mai ana, kaua i muri i te tangohanga o ngā tapumati.
- Whakautu aunoa, ā-roto. Mā te kimi me te kore mahi ka neke noa i te karaka. Ka taea e te urupare a te AI te wehe i tētahi taputapu e pāngia ana, te aukati i ngā waka whakapae, me te tīmata aunoa i te aukati, te kati i te āputa i waenga i te "i kite mātou" me te "i aukati mātou" mai i ngā hāora ki ngā hēkona i ngā wā tino nui.
He aha i tapahia ai ngā taha e rua e ngā tikanga kotahi?
Ko te pono whakararuraru i roto i tēnei aratohu haumarutanga AI ko te whakamahi pinepine a ngā kaiwhakaeke me ngā kaiwawao i te kaha taketake kotahi ki ngā pito rerekē. Ko te whakatauira reo-tūturu e tuhi ana i tētahi īmēra hītinihanga whakapati ko te hangarau kotahi e pānui ana i tētahi īmēra whakapae, ā, e whakarōpū tika ana hei īmēra kotahi. Ko te mōhio ki te tauira e āhei ai te pūmanawa kino ki te urutau ki te karo i tētahi pouaka onepu he rite te hanganga ki te mōhio ki te tauira e tohu ana i te whanonga o te pūmanawa kino he rerekē i te tuatahi. Kāore tetahi taha e whai mana motuhake ki te hangarau, ko te tikanga ka riro te painga ki te tangata e whakauru ana i a ia ki roto i tā rātou rerenga mahi tūturu, ehara i te tangata e whai urunga atu ana ki tētahi tauira matatau ake.
Koia anō te take e whakauru mai ai te AI i roto i te haumarutanga tukutuku i ōna ake mōrearea ki te taha parepare. Ka taea e ngā pūnaha AI te whakaputa i ngā hua hē e huna ana i te tohu tūturu ki roto i te haruru mena kāore i te pai te whakarite, ka riro mai i a rātou te whakaaro kino mai i ngā raraunga whakangungu kāore i oti, ā, ka ngaro katoa ngā momo tūmomo riri hei hua, ā, ka taea te whai i a rātou anō mā roto i ngā tikanga hoariri, i reira ka whāngaihia e te kaiwhakaeke he tauira kimi raraunga tinihanga hei whakahaere i ngā mea e tohuhia ana e ia. Ehara i te mea he take tēnei hei karo i te AI parepare. He take tēnei hei pupuri i te tangata kia mataara mō ngā karanga whakatau, me te whakaaro ki te pūnaha AI tonu he mea e hiahia ana kia aroturukitia, ehara i te mea ka whakamahia kotahi ka whakawhirinakihia tonutia.
Te tikanga o tēnei aratohu haumarutanga AI mō tō rōpū
E rima ngā nekehanga e wehewehe ana i ngā tīma e whiwhi ana i te uara tūturu mai i te AI i roto i te haumarutanga tukutuku mai i ngā tīma kua tāpirihia ake nei tētahi atu taputapu:
- Kaua e tatari kia noho ko ngā whakaeke "whakahaerehia e te AI" hei nuinga i mua i te haumi ki te tiaki i a koe anō. E whakaatu ana ngā raraunga hītinihanga i runga ake nei i te tere o te hurihanga o tētahi rautaki tokoiti hei rautaki matua. Hangaia te kaha kite i mua i te pikinga ake, kaua i te wā e piki haere ana.
- Tohua te AI ki tō rarangi whakarōpūtanga i te tuatahi, kaua ko tō rohe anake. Ko te wikitoria tere rawa atu, tino taea te ine hoki mō te nuinga o ngā tīma ko te whakaiti i te nui o ngā hua teka me ūkui ā-ringa e te kaitātari, kaua e tāpiri i tētahi paparanga kitenga hou.
- Whakaarohia te mōrearea o te deepfake me te reo-tārua hei raruraru tukanga, kaua hei raruraru hangarau. Kāore he taputapu kimi e tino kapi ana i te āputa momo-Arup. Manatoko i waho o te roopu mō ngā tono katoa e pā ana ki te nekehanga moni, ki ngā huringa tohu rānei.
- Whakawhanuihia te whakaaro whanonga e peia ana e te AI ki te waehere me te pipelines, ehara i te mea ko te waka whatunga anake. Kei te piki haere te aro o ngā kaiwhakaeke ki te mekameka tuku pūmanawa (ngā mōkihi kino, ngā whakawhirinakitanga moemoeā, ngā tohutohu kaihoko kāore anō kia arotakehia), he kāwai mōrearea me ōna ake āhuatanga, e kapi ana i roto i tā mātou aratohu Haumarutanga Mekameka Tuku AI.
- Me pupuri te tangata kia haepapa mō ngā whakataunga a te AI. He mea nui te urupare aunoa nā te mea he tere, koia anō hoki te take e hiahiatia ana he ara whakapiki mārama ina puta he hapa.
Kei hea te ahunga whakamua o te AI i roto i te haumarutanga tukutuku
E rua ngā panonitanga ka tautuhi i ngā tau torutoru e whai ake nei. Tuatahi, kei te whakakotahi te taha whakaeke ki ngā rautaki iti ake, he kaha ake te whakapono, kaua ki ngā rautaki matapōkere: ehara i te mea he kupenga whānui ake ngā mahi hītinihanga me ngā mahi tinihanga hohonu i hangaia e te AI; he matau koi ake. Tuarua, kei te neke te taha tiaki mai i te "kite me te whakatūpato i te tangata" ki te "kite, whiwhi piro, me te mahi i mua i te taenga mai o te tīkiti," koinei tonu te panonitanga e kati ana i te āputa i waenga i ngā whakatūpato 2,992 o ia rā e pā ana ki te nuinga o ngā SOC me te wāhanga iti o te hunga e titiro tūturu ana. Ko ngā whakahaere e anga whakamua ana ko rātou te hunga e whakamahi ana i taua panonitanga ki ngā wāhi katoa e pā ana te AI ki tō rātou taiao, tae atu ki te waehere e tukuna ana e ā rātou kaiwhakawhanake, ehara i te mea ko te waka e whiti ana i tō rātou rohe whatunga.
Ko te whakaaro o Xygeni: Me hipoki te haumarutanga AI i te waehere, kaua ko te pouakaroto anake
Ko te nuinga o ngā kapinga haumarutanga ipurangi a AI ka mutu i te SOC: te hītinihanga, te pūmanawa kino, ngā hapa whatunga. He mea tika tēnā, ā, kāore anō kia oti, nā te mea kei roto i te huringa whanaketanga pūmanawa tonu te wāhanga e piki haere ana o te mōrearea e ahu mai ana i te AI, te wāhi kāore e kitea ana ngā taputapu SOC.
Xygeni's CoreAI ka whakamahia te whakaaro whanonga, e ahu mai ana i ngā āhuatanga rerekē kua whakaahuatia i roto i tēnei aratohu ki te haumarutanga tono: te hono i ngā kitenga puta noa i ō matawai o nāianei (ehara i te mea ko Xygeni's ake), te tātai i ngā mea e taea ana te whakamahi, kaua e whakakī i ngā tīma ki te nui o ngā whakatūpato mata, te whakamārama he aha te hiranga o tētahi mōrearea, me te whakaputa i tētahi whakatikatika pull request hei utu mō tētahi atu tīkiti whakaroa. DevAI ka whakawhānui i taua tūnga parepare ki te wāhanga hou o te mata whakaeke: te whakakōwae i ngā kaihoko me ngā kaiawhina AI, te whakamana i ngā kōnae pūkenga me ngā tohutohu a te kaihoko, me te aukati i tētahi tāutanga kino i mua i te mahi a te kaihoko ki runga. Ko te whāinga kotahi te mea e tautohetia ana e tēnei aratohu i te taumata SOC, e whakamahia ana ki te pipeline: hurihia te painga o te AI ki te oro me te tere hei painga mō te kaiwawao, kaua ki te kaiwhakaeke.
Tīmata kore utu. Sign up with GitHub, GitLab, Google rānei, ā, ka kitea e koe te 25 ngā putunga raraunga me te 50 ngā matawai AI ia marama, kāore he utu, kāore he kāri nama e hiahiatia ana.
FAQ
He aha te AI i roto i te haumarutanga tukutuku?
Ko te AI i roto i te haumarutanga tukutuku ko te whakamahinga o te ako mīhini, te tukatuka reo maori, me ngā tauira reo nui i ngā taha whakaeke me ngā taha tiaki o te haumarutanga. Ka whakamahia e ngā kaiwhakaeke hei whakaputa ihirangi hītinihanga whakapono, ngā tinihanga hōhonu, me ngā pūmanawa kino urutau; ka whakamahia e ngā kaiwhakaeke ngā tikanga matua kotahi mō te kimi i ngā āhuatanga rerekē, te aromatawai whakatūpato, me te urupare aunoa.
He nui ake te mōrearea o te AI hei taputapu whakaeke, he nui ake rānei te whai hua hei taputapu parepare?
Kāore he painga pumau o tētahi taha nā te mea he rite tonu te kaha o te taha e rua. Ko ngā whakahaere e nui ake ana te mōrearea ko ērā kāore anō kia whakamahi i te AI hei ārai i te tere o te whakamahi a ngā kaiwhakaeke i te AI hei whakaeke, ehara i te mea ko ērā e pāngia ana e te āputa hangarau kāore e taea te kati.
Ka taea e te AI te whakakapi katoa i ngā kaitātari tangata i roto i te SOC?
Kāo, ā, ko ngā mōrearea o te ngana ki te mahi (ngā hua hē mai i ngā tauira kāore i te pai te whakarite, te whakaaro pōhēhē mai i ngā raraunga whakangungu kāore i oti, me te whakahaere kino o te pūnaha kimi) koinei tonu te take e tika ai te tirotiro a te tangata. Ko te uara tūturu o te AI ko te whakakore i te rarangi kia taea ai e ngā kaitātari te arotahi ki ngā whakatau e hiahia tonu ana ki tētahi tangata.
He aha te rerekētanga o te mōrearea whakaeke e peia ana e te AI mō ngā tīma whakawhanake pūmanawa?
Haunga te hītinihanga me te tinihanga hohonu, ka tūtaki ngā tīma whakawhanake ki ngā mōrearea motuhake ki te AI i roto i te SDLC tonu: Ko ngā kaihoko waehere AI e tāuta ana i ngā whakawhirinakitanga moemoeā, kino rānei, ngā tohutohu kaihoko kāore anō kia arotakehia i roto i ngā kōnae pūkenga, me te waehere i hangaia e te AI e whakaputa ana i ngā mea ngaro kua whakapūmautia. Ko taua taha o te AI i roto i te haumarutanga tukutuku kua hipokina hohonu ake i roto i tā mātou He aratohu mō te Haumarutanga o te Mekameka Tuku AI.
