Ka whakakapia rānei ngā Kaihanga Pūmanawa e te AI?

Koinei tētahi o ngā pātai whakararuraru, āhua whakararuraru e ngokingoki haere ana ki ngā kōrerorero Slack o te pō, me ngā tautohetohe i waenganui i ngā kaiwhakamahere, ngā kaiwhakaū, me te hunga katoa kua titiro matatau ki tētahi pepeke ngaro. I tētahi taha, kei te tere haere, kei te koi haere, me te mea he mea whakamiharo te āhua o te whakaputa waehere a ngā taputapu AI. I tētahi atu taha, ehara i te mea ko te hanga pūmanawa anake te patupatu i te wetereo. Me whakamātau tātou - me te kore e uru ki te tuhinga pūtaiao-pūrākau "ka tangohia e ngā mīhini".

Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:

🔗 Ngā taputapu AI pai rawa atu mō te whakamātautau pūmanawa
Kimihia ngā taputapu whakamātautau e whakamahia ana e te AI, e tere ake ai, e atamai ake ai hoki te QA.

🔗 Me pēhea te noho hei miihini AI
He aratohu taahiraa-i-te-taahiraa hei hanga i tētahi mahi angitu i roto i te AI.

🔗 Ngā taputapu AI kore-waehere pai rawa atu
Waihangahia ngā otinga AI me te kore e whakamahi i ngā tūāpapa tino pai.

He mea nui ngā Kaihanga Pūmanawa 🧠✨

I raro i ngā papapātuhi me ngā tohu whakarārangi katoa, ko te hangarau he whakaoti rapanga, he auahatanga, me te whakatau taumata-pūnaha . Ae, ka taea e te AI te hanga i ngā wāhanga poto, te hanga rānei i tētahi taupānga i roto i ngā hēkona, engari ka kawea mai e ngā miihini tūturu ngā mea kāore e tino pā ki ngā mīhini:

• Te kaha ki te mārama ki ngā horopaki .

• Te whakatautaurite (tere me te utu me te haumarutanga… he mahi whakakorikori tonu).

• Te mahi tahi me te tangata , kaua ko te mahi waehere anake.

• Te hopu i ngā anga taha rerekē kāore e tau ki tētahi tauira ātaahua.

Whakaarohia te AI he tauira tere rawa, kore e ngenge. He āwhina? Ae. Te ārahi i te hoahoanga? Kāo.

Whakaarohia tēnei: ​​e hiahia ana tētahi tīma tipu ki tētahi āhuatanga e hono ana ki ngā ture utu, ki ngā arorau nama tawhito, me ngā herenga reiti. Ka taea e te AI te tuhi i ētahi wāhanga o taua āhuatanga, engari ko te whakatau ko tēhea te wāhi hei whakanoho i te arorau , ko tēhea te mea hei whakamutu , me pēhea hoki te kore e pakaru ngā nama i waenganui i te hekenga - nō te tangata taua whakatau. Koinei te rerekētanga.

Ngā Mea e Whakaatuhia Ana e ngā Raraunga 📊

He mea whakamiharo ngā tatauranga. I roto i ngā rangahau hanganga, i oti i ngā kaiwhakawhanake e whakamahi ana i te GitHub Copilot ngā mahi ~55% te tere atu i ērā e whakamahi ana i te waehere takitahi [1]. He whānui ake ngā pūrongo mara? I ētahi wā tae atu ki te 2x te tere atu me te whakauru i te gen-AI ki roto i ngā rerengamahi [2]. He nui hoki te whakamahinga: 84% o ngā kaiwhakawhanake e whakamahi ana, e whakamahere ana rānei ki te whakamahi i ngā taputapu AI, ā, neke atu i te haurua o ngā tohunga e whakamahi ana i a rātou i ia rā [3].

Engari he raruraru anō kei reira. E ai ki ngā mahi arotake-ā-hoa, he nui ake te tūponotanga ki te tuhi i ngā waehere kore-haumaru - ā, he maha ngā wā ka wehe atu rātou me te tino maia ki taua mea [5]. Koinei tonu te take e aro nui ai ngā anga ki ngā ārai: te tirotiro, ngā tirotiro, ngā arotake tangata, inā koa i ngā wāhanga tairongo [4].

He Tirohanga Poto: AI me ngā Kaihangarau

Te Putanga Ake o ngā Hoa Mahi Whakawaehere AI 🚀

Kei te huri anō ngā mahi a ngā taputapu pēnei i a Copilot me ngā IDE e whakamahia ana e te LLM. Ko ēnei ēnei:

• Tāruatia te pereti tauira i taua wā tonu.

• Hoatu ngā tohutohu whakahou.

• Whakamāramahia ngā API kāore anō kia pāngia e koe.

• Tae atu ki ngā whakamātautau tuwha (i ētahi wā he papatahi, i ētahi wā he totoka).

Te hurihanga? Kua māmā noa iho ngā mahi taumata-iti. Ka huri te ako a te hunga tīmata. Kāore i te tino whai tikanga te huri haere i ngā takahuri mutunga kore. He ara atamai ake: tukua te AI ki te tuhi, kātahi ka manatoko : tuhia ngā whakapae, whakahaerehia ngā linter, whakamātautau kaha, me te arotake mō ngā hapa haumarutanga huna i mua i te whakakotahitanga [5].

He aha te AI kāore anō kia waiho hei whakakapinga katoa

Kia tika tā tātou kōrero: He kaha te AI engari… he kuware hoki. Kāore i a ia:

• Te pūmanawa - te hopu i ngā whakaritenga wairangi.

• Ngā tikanga matatika - te paunatia o te tika, te whakaaro pākiki, me te mōrearea.

• Horopaki - te mōhio he aha me tū, me kore rānei e tū tētahi āhuatanga.

Mō ngā pūmanawa tino hira - te pūtea, te hauora, te rererangi - kāore koe e petipeti i tētahi pūnaha pouaka pango. E whakamārama ana ngā anga: ka noho haepapa te tangata, mai i te whakamātautau ki te aroturuki [4].

Te Pānga "Waenganui-Waenga" ki ngā Mahi 📉📈

Ko te AI te mea tino kaha ki te patu i waenganui o te arawhata pūkenga:

• Ngā whanaketanga taumata-tīmatanga : Ngāwari - ka aunoatia te waehere taketake. Ara tipu? Whakamātautau, taputapu, tirotiro raraunga, arotake haumarutanga.

• Ngā kaihangarau/kaihoahoa matua : Haumaru ake - te pupuri i te hoahoa, te kaiārahi, te uauatanga, me te whakarite i te AI.

• Ngā tohunga motuhake : He haumaru ake - haumarutanga, ngā pūnaha tāmau, ML infra, ngā mea e whai tikanga ana ngā āhuatanga motuhake o te rohe.

Whakaarohia ngā tātaitai: kāore i whakakorea te pāngarau. I hurihia e rātou ngā pūkenga i noho hei mea nui.

Ngā Āhuatanga Tangata Ka Haere te AI

He iti noa ngā mana nui o te miihini e kore nei e taea te whakamahi i te AI:

• E tohe ana ki te waehere tawhito, pūmau.

• Te pānui i te riri o te kaiwhakamahi me te whakauru i te aroha ki roto i te hoahoa.

• Te whakatere i ngā mahi tōrangapū tari me ngā whiriwhiringa kiritaki.

• Te urutau ki ngā tauira kāore anō kia hangaia.

He mea whakamīharo, ko ngā mea a te tangata kei te tino painga.

Me pēhea te pupuri i tō umanga kia pumau ki te heke mai 🔧

• Whakaritea, kaua e whakataetae : Whakamahia te AI pērā i tētahi hoa mahi.

• Arotake rua : Te whakatauira i ngā tūmomo mōrearea, ngā whakaritenga-hei-whakamātautau, te ngāwari o te tirotiro.

• Akohia te hōhonutanga o te ao : Ngā utu, te hauora, te rererangi, te āhuarangi - ko te horopaki te mea nui.

• Hangaia he kete taputapu whaiaro : Ngā riipene, ngā mea whakakorekore, ngā API kua patohia, ngā hanganga ka taea te tārua.

• Ngā whakataunga tuhinga : Mā ngā ADR me ngā rārangi arowhai ka taea te whai i ngā huringa o te AI [4].

Te Āmua Tūpono: Te Mahi Tahi, Kaua te Whakakapinga 👫🤖

Ehara te āhua tūturu i te "AI vs. ngā miihini." Engari ko te AI me ngā miihini . Ko te hunga e tautoko ana ka tere ake te neke, ka nui ake te whakaaro, ā, ka mutu te mahi. Ko te hunga e ātete ana ka tūpono ki te hinga ki muri.

Te tirotiro i te mooni:

• Waehere auau → AI.

• Rautaki + karangatanga nui → Tangata.

• Ngā hua pai rawa atu → Ngā miihini whakarei ake i te AI [1][2][3].

Te Whakamutunga 📝

Nō reira, ka whakakapia ngā kaihangarau? Kāore. Ka rerekē ā rātou mahi. Ehara i te mea ko te "mutunga o te waehere" engari ko te "whanaketanga o te waehere". Ko ngā toa ko te hunga e ako ana ki te whakahaere i te AI, kaua e whawhai.

He mana nui hou tēnei, ehara i te mea he ngaro noa iho.

Ngā Tohutoro

[1] GitHub. “Rangahau: te ine i te pānga o GitHub Copilot ki te hua me te harikoa o ngā kaiwhakawhanake.” (2022). https://github.blog/news-insights/research/research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness/

[2] McKinsey & Company. “Te tuku i te hua o ngā kaiwhakawhanake me te AI whakaputa.” (27 o Hune, 2023). https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/unleashing-developer-productivity-with-generative-ai

[3] Stack Overflow. “Rangahau Kaiwhakawhanake 2025 — AI.” (2025). https://survey.stackoverflow.co/2025/ai

[4] NIST. “Anga Whakahaere Mōrearea AI (AI RMF).” (2023–). https://www.nist.gov/itl/ai-risk-management-framework

[5] Perry, N., Srivastava, M., Kumar, D., & Boneh, D. “He nui ake ngā waehere haumaru kore e tuhia ana e ngā kaiwhakamahi me ngā kaiawhina AI?” ACM CCS (2023). https://dl.acm.org/doi/10.1145/3576915.3623157