te tangata e whakamahi ana i te rorohiko pona pango

Kāore he tangata e whakaaro ana ki te whakahaere tonu i ngā anga matua i te tau 2026. Ka tupu noa iho. He pai te mahi a te pūnaha, he āhua mōrearea te hekenga, ā, i ia tau ka akiakihia te whakatau. Kātahi ka tohuhia he mea nui e te arotake haumarutanga, ka reti rānei tetahi miihini matua, ā, ka toru tekau tau te roa o te mōhiotanga o te whare wānanga, ka tukuna rānei e tetahi kaiwhakataetae tetahi mea kāore e taea e tō hoahoa te tautoko ā-tinana.

I taua wā, ehara te pātai i te mea me whakahou ake, engari ko wai hei whakawhirinaki atu.

He pātai uaua ake tēnā i te āhua. Ko ngā taiao Mainframe te wāhi e tino pā kino ai ngā kōwhiringa kaihoko kino — ngā mutu whakaputa, ngā take pono o ngā raraunga, ngā ngoikore o te hanganga ture. I mua i tō tīmatanga ki te aromatawai tika i tētahi, he mea tika kia tohua a Recode. He tūāpapa i hangaia mō te kimi me te whakataurite i ngā kaihoko i roto i te whakahoutanga pūmanawa, te hekenga tono, me te whakarerekētanga tawhito — he mea whai hua i mua i te whakawhāiti i tō rārangi, kaua i muri mai.

1. Ngā Hangarau Corsac

Paetukutuku: corsactech.com

Tauwāhi: Te Hononga o Amerika

I whakatūria: 2007

Rahi o te tīma: 50-249

Pai rawa atu mō: Ngā tīma mākete waenga ki ngā rōpū hinonga me ngā taiao COBOL kāore i tuhia, ā, ehara i te mea he kōwhiringa tūturu te hanga whakamuri ā-ringa

I te wiki tuarua, i pāngia te nuinga o ngā kaupapa matua e te parekura kotahi. Kua ngaro ngā tuhinga, kua ngaro ngā tāngata nāna i tuhi te waehere taketake, ā, kāore he tangata e taea te kī atu ki a koe me te māia he aha te mahi a te haurua o te pūnaha. Ehara tēnā i te raruraru tangata — engari he raruraru hanganga. Ā, koinei tonu te mea i hangaia ai e Corsac hei whakatika.

Ko tā rātou huarahi e whakamahi ana i te waehere matua tawhito hei huinga raraunga ka taea te rapu, kaua hei pūnaha koretake e hiahiatia ana kia wetewetehia ā-ringa. Ko te turanga hangarau he hoahoa RAG me te Multi-Agent Swarm — he kaihoko AI e mahere ana i ngā whakawhirinakitanga, e tango ana i ngā arorau pakihi, e tatau ana i te uaua, e whakaatu aunoa ana i ngā mōrearea huna. Ko te mahi e pau ana i ngā kaihangarau matua mō ngā marama ki te mahi ā-ringa ka oti i roto i ngā rā.

E whā ngā wāhanga o te tukunga i muri i tēnā. Tuatahi, he arotake pūnaha katoa me te kauwhata whakawhirinakitanga me te mahere wera uaua. Kātahi ka whakamaoritia he mahere rautaki ki roto i tētahi rārangi mahi Agile me ngā tohu paetae ka taea te ine. Kātahi ka whakahoutia te waehere āwhina-AI me te whakamana ōritetanga whanonga i ia taahiraa. Hei whakamutunga, ko te whakatinanatanga whakahaere me ngā tukunga canary me te hurihanga aunoa kua whakauruhia - ehara i te mea he mahere āwhati engari hei wāhanga paerewa o te tukanga.

Ka hipokina e rātou te kapua ranu puta noa i te AWS, Azure, me te GCP. Kei roto i ngā tiwhikete ko te SOC 2 Type II, HIPAA, PCI DSS, GDPR, AWS, me Azure — te puranga ture e hiahiatia ana e ngā kiritaki ratonga pūtea, hauora, me te inihua i mua i te whakaaetia o tētahi mahi anga matua.

Te rerekētanga matua: Te mahere whakawhirinakitanga e whakahaerehia ana e te AI me te tango i te arorau pakihi e whakakapi ana i ngā marama o te hanga whakamuri ā-ringa ki ngā rā o te tātari aunoa

2. Reliqsy

Paetukutuku: reliqsy.com

Tauwāhi: Mamao

Pai rawa atu mō: Ngā whakahaere e kore nei e taea te whakamutu i te mahi a te CTO i te pō.

He mea hanga a Reliqsy huri noa i tētahi raruraru motuhake: he aha ka puta ina he tetahi mea i te wā o te hekenga. He pūmau tā rātou whakautu, kaua ki te whakamarie - ka tīmatahia te hurihanga aunoa i ngā paepae motuhake. Ka neke ake i te 400ms te whakaroa, ka neke ake rānei i te 1% ngā reiti hapa, ā, ka hurihanga aunoa te pūnaha. Mā te rautaki tuhi-rua ka noho tahi ngā pātengi raraunga tawhito me ngā pātengi raraunga hou puta noa, kia kore ai he mea e ngaro mēnā ka tupu tēnā.

Ko te taha AI e whakahaere ana i te tātari pūnaha, te mahere whakawhirinakitanga, me te whakaputa waehere. Engari ko te tauira whakahaere te mea e wehewehe ana i a rātou mai i ngā mahi aunoa AI parakore. Me whakaae te kaihangarau tangata ki te mahere whakahou i mua i te tīmatanga o te whakaputa waehere. Ko ia huringa i hangaia e te AI ka tukuna ki roto i te Tono Pull ka arotakehia e te kaihangarau i mua i te hanumi. Ko te AI te mahi tātari taumaha; ka noho tonu ngā kaihangarau ki te mana whakahaere i ngā mea e tukuna ana.

Ka whiwhi ngā kaipupuri pānga i tētahi Papatohu Hauora Migration e whakaatu ana i ngā kōwae kua heke, te whakaiti i te nama, me te kounga waehere i te wā tūturu — ehara i te mea ko ngā papa āhua ā-hauwhā. Whai muri i te 12 tau i roto i te ao whakahou, ka whakahuatia e rātou he māramatanga pūnaha e 5x te tere ake, he whakaiti i te mōrearea whakahou e 3x, me te whakapainga e 2x i te hua hangarau hei hua kua tuhia.

Te rerekētanga matua: Ngā paepae hurihanga aunoa motuhake me te whakaaetanga tangata ā-ture i ia wāhanga — te whakahaere mōrearea ka taea te ine, ehara i te mea ko te oati anake

3. IBM

paetukutuku: ibm.com

Tauwāhi: 170+ whenua

I whakatūria: 1911

Rahi o te tīma: 300,000+

Pai rawa atu mō: Ngā umanga nunui i runga i ngā taiao z/OS uaua e hiahia ana ki te whakauru kapua ranu me ngā mahi matua

Nā IBM i hanga te nuinga o ngā anga matua e hiahia ana kia whakahoutia inaianei. Nā taua hītori i homai he hohonutanga hangarau pono ki a rātou - ngā taputapu kaiwhakawhanake Wazi, te Kaiāwhina Waehere Watsonx mō Z, te tohungatanga z/OS hohonu e tika ana kia whakatauhia e te nuinga o ngā kaihoko. Mā tā rātou huarahi kapua ranu ka taea e ngā whakahaere te whakahou haere i te wā poto, kaua e whakaae ki te tapahi katoa i mua.

Ko te whakatūpato pono: He nui ngā utu whakahaere mō ngā mahi a IBM. Nā te nui o te kaha e āhei ai rātou, ka puhoi, ka nui hoki te utu mō ngā mea kei raro iho i te taumata Fortune 500.

Te rerekētanga matua: Te tohungatanga ki te tūāpapa z/OS taketake me te whakaurunga kapua ranu hinonga — he uaua ki te tāruarua mō ngā whakahaere e hiahia ana kia noho roa ki te anga matua

4. Kyndryl

Paetukutuku: kyndryl.com

Tauwāhi: 66 whenua

I whakatūria: 2021

Rahi o te tīma: 80,000

Pai rawa atu mō: Ngā whakahaere e hiahia ana ki ngā AIOps me te tirohanga mahi me te ara hekenga matua

I wehe atu a Kyndryl i te wehenga ratonga hanganga o IBM i te tau 2021, ko te tikanga he wheako whakahaere hōhonu tō rātou i te taha o ō rātou āheinga aunoa me te AI hou. Ka whakahaerehia e tā rātou tūāpapa Kyndryl Bridge ngā AIOps me te tirohanga whakahaere puta noa i ngā taiao ranu. Mā ngā hononga hyperscaler me AWS, Azure, me Google Cloud ka taea e rātou te whiriwhiri i ngā huarahi hekenga ngāwari - te manaaki anō, te whakahou tūāpapa, te neke katoa rānei i waho o te mainframe i runga i te mea e hiahiatia ana e te āhuatanga.

Te rerekētanga matua: Ko te tūāpapa AIOps kua honoa ki te hōhonutanga o te mahi matua me te kaha hekenga maha-kapua

5. Nako

paetukutuku: accenture.com

Tauwāhi: Ao Whānui

I whakatūria: 1989

Pai rawa atu mō: Ngā whakahaere hinonga me ngā taiao uaua mō ngā kaipupuri hea, he rite te hiranga o te hōhonutanga o te kōrero tohutohu ki te tuku hangarau.

Kāore a Accenture e akiaki i tētahi ara whakahou kotahi. Ka whakamahia e tā rātou huarahi te tātari putea hei whakatau ko ēhea ngā kawenga mahi me whakahou, ko ēhea me whakahou, ko ēhea me neke atu i te anga matua katoa — me te raupapatanga. He hōhonutanga tohutohu kaha; he whānui te kaha tuku puta noa i ngā whenua me ngā ahumahi. He pai ake mō ngā whakahaere kei reira te uauatanga whakahaere o te whakahou e ōrite ana ki te uauatanga hangarau.

Te rerekētanga matua: Te tātari taumata-pūtea me te āheinga mahere mahi ā-wāhanga mō ngā kaupapa whakahou umanga uaua

6. Luxoft

Paetukutuku: luxoft.com

Tauwāhi: 29 whenua

I whakatūria: 2000

Rahi o te tīma: 12,900

Utu ia hāora: $50-$99/hāora

Pai rawa atu mō: Ngā tīma me ngā taiao COBOL, Assembler, IMS, me JCL e hiahia ana ki te kapinga whakamātautau pakari me te whakahoutanga

Ko te kaha o Luxoft kei te pupuri i te arorau pakihi mā te tukanga whakahou — ka mahi tika rātou me COBOL, Assembler, IMS, me JCL, ka whakakotahi i ngā kaitahuri waehere, te whakamātautau aunoa, me ngā mahi CI kia haumaru ake ai, kia taea ai hoki te whakahou i ngā huringa. Ka tautokohia e rātou te whakahou i runga i te anga matua me te hekenga i waho o te anga matua. Mā te utu ia haora kua whakaputaina ka māmā ake te whakamahere tahua i te nuinga o ngā kaihoko i tēnei tauine.

Te rerekētanga matua: Te tohungatanga reo tawhito hōhonu me te whakamātautau aunoa me te whakahohenga CI — he haumaru ake te huringa, ehara i te mea he tere ake

7. Pūorooro CGI

paetukutuku: cgi.com

Tauwāhi: Montreal, Kanata (ao whānui)

I whakatūria: 1976

Rahi o te tīma: 94,000

Pai rawa atu mō: Ngā whakahaere he mārama ngā whāinga hekenga mai i te anga matua ki te Unix/Linux, ā, he nui hoki ngā whāinga whakaiti utu

Kua roa ake te mahi a CGI i tēnei mahi i te nuinga o ngā kaihoko kei runga i tēnei rārangi. Mā tā rātou taiao whakahou aunoa M8 ka taea te whakahaere i te hekenga mai i te anga matua ki Unix/Linux me te arotahi ki te tiaki i ngā tukanga pakihi matua me te tapahi i ngā utu tiaki. Ka kawea mai e tā rātou Pokapū Pūkenga Ao te kaha tuku hanganga ki ngā hekenga putea nui ka raru ai ngā kaihoko iti.

Te rerekētanga matua: Te taputapu CGI M8 mō ngā hekenga anga matua-ki-Unix/Linux e tautokona ana e te 50 tau o te wheako tuku

Thoughts Final

E toru ngā pātai ka tere te whakaoti i te nuinga o ngā tono a ngā kaihoko anga matua. Me pēhea te whakahaere i ngā arorau pakihi kāore i tuhia? He aha te mea ka tupu mēnā ka rahua te tapahi, ā, me pēhea te tere o te whakahohenga o te hurihanga? Ka taea e koe te whakaatu i tētahi mahere mahere hanganga me ngā tohu motuhake kaua ki tētahi awhe wā?

Ko ngā kaihoko whai wheako tūturu ki te anga matua ka whakautu tika i ngā whakautu e toru. Ko ngā kaihoko kāore i te wheako ki te anga matua ka noho pōuriuri, ka huri rānei ki ngā whakaahuatanga āheinga kāore e aro ki te mōrearea tuturu.

Mō te tirohanga whānui ake o te whenua o ngā kaihoko whakahou i tua atu i tēnei rārangi, he rauemi whai hua a Recode — he mea hanga motuhake mō te whakataurite i ngā kamupene puta noa i te whakahou pūmanawa, te hekenga tono, me te whakawhiti tawhito, me te hanganga e tika ana hei whai tikanga i te whakataurite, kaua ki te tirotiro noa i te whaiaronga.

tuhinga o muaNgā Tari Pai rawa atu mō te Hoahoa Anō UI/UX i te tau 2026
tuhinga ka whai maiNgā Kōwhiringa Reti Pahi Charter Nebraska Pai rawa atu i ngā Tāone o Nebraska