He aha te Atarangi AI?

Ko te Shadow AI he pūnaha AI kua tangohia, kua whakamahia hoki i roto i tētahi whakahaere, kāore he whakaaetanga ōkawa, he tirohanga whānui, he whakahaere rānei: ko te pairati tahi i whakahohea e tētahi kaiwhakawhanake i roto i tā rātou IDE i te wiki kua taha ake nei, ko te tauira i tangohia mai i tētahi pokapū tūmatanui ki tētahi kaupapa taha, ko te tūmau MCP e rere ana i runga i tētahi pona kāore tetahi o te tīma haumarutanga e mōhio ana. Ehara i te mea he take taha. I roto i tētahi rangahau i te tau 2026 mō ngā kaiārahi haumarutanga, 19% noa iho o ngā whakahaere i kōrero i te tirohanga whānui ki te wāhi me te pēhea o te whakamahinga o te AI puta noa i tō rātou taiao.

He mea nui te mārama ki te tikanga o te shadow AI (me te tikanga o te shadow AI i roto i te mahi) nā te mea ehara i te mea he raruraru whakahaere raraunga anake. Ko te Shadow AI te uri o te wā AI ki te shadow IT, engari kotahi te rerekētanga nui: ka puta he āwangawanga mō te tutuki i ngā whakaritenga a te taputapu SaaS tinihanga, engari he kaihoko AI tinihanga me te urunga atu ki tō pipelineKa hangaia e ngā s, ngā putunga raraunga, me ngā mea ngaro he mata whakaeke. E whakamārama ana tēnei aratohu he aha te atarangi o te AI, he aha i tere ake ai tōna horapa i te mea ka taea e te kāwanatanga te whai, he aha ngā mōrearea ka puta mai, me pēhea e taea ai e ngā whakahaere te kimi me te whakahaere i mua i te huri hei aituā. 

Te Tikanga o te Atarangi AI: Te Whakamāramatanga Hōhonu #

Ko te Shadow AI e pā ana ki te whakamahinga kore whakaaetanga o tētahi taputapu, tauira, kaihoko, whakaurunga rānei o tētahi matauranga horihori ki roto i ngā rerengamahi, i ngā hanganga rānei o tētahi whakahaere, me te kore e mōhio, e whakaaetia, e tirotirohia rānei e ngā tīma hangarau mōhiohio, e ngā tīma haumarutanga rānei.

Ka whakawhānui te kupu i te ariā o te shadow IT (pūmanawa me ngā ratonga kāore i whakamanahia) ki ngā āhuatanga motuhake o ngā pūnaha AI. I te wā e whakaahua ana te shadow IT i tētahi taputapu whakaputa hua i tāutahia e te tangata me te kore whakaaetanga, ka hipokina e te shadow AI tētahi mata whānui ake, ā, he morearea ake: he tauira reo nui e tukatuka ana i ngā raraunga tairongo me te kore he mana whakahaere raraunga, he kaiawhina waehere AI e whakaputa ana, e committe waehere whakauru me te kore arotake haumarutanga, ngā māngai motuhake e mahi ana i runga i pipelineme ngā putunga raraunga kāore anō kia whakaaetia e tetahi, me ngā tūmau MCP e hono ana i ngā kaiawhina AI ki ngā taputapu ā-roto, kāore he rārangi whakaae, he paparanga aroturuki rānei.

Ko te tikanga o te Shadow AI, i roto i ngā kupu mahi, koinei tēnei: ​​Ko te AI e whakawhirinakihia ana e tō whakahaere engari kāore e taea te kite, te arotake, me te whakahaere. Ehara i te mea he karo āta i te nuinga o te wā. Ko te hua o te ngāwari me te whai hua o ngā taputapu AI, ā, ka nui ake te whakamahinga i ngā tukanga whakahaere e haere tahi ana me ia.

Te Atarangi AI me te Atarangi IT: He aha te Rerekētanga? #

Kōruru IT me te Shadow AI he rite tonu te pūtake (e whakamahi ana ngā kaimahi me ngā tīma i ngā taputapu hei whakapai ake i tā rātou hua me te kore e tatari kia whakaaetia ōkawa), engari he rerekē rawa ō rātou āhua mōrearea.

I te nuinga o te wā ka whakauruhia e te Shadow IT ngā mōrearea whakahaere raraunga me ngā tūponotanga tutuki ture: ka whakaatu pea he ratonga rokiroki kapua kāore i whakaaetia i ngā kōnae, ā, ka whakahaere pea he taputapu whakahaere kaupapa kāore i whakaaetia i ngā raraunga whaiaro me te kore he mana whakahaere GDPR. He tūturu ngā mōrearea, engari he mea herea, he mea mārama hoki ki ngā tīma haumarutanga.

Ka whakaurua e te Shadow AI aua mōrearea katoa, ā, ka tāpirihia ētahi atu kāore e mau i te Shadow IT. Tērā pea ka tukuna aua raraunga e tētahi tauira AI kāore i whakaaetia e tukatuka ana i ngā turanga waehere rangatira, i ngā raraunga kiritaki rānei, ki ngā hanganga o waho, me te kore whakaaetanga tukatuka raraunga. Tērā pea ka whakaurua e tētahi kaiawhina waehere AI e whakaputa ana i te waehere me te kore he mana whakahaere haumarutanga ngā ngoikoretanga i te tere me te tauine kāore e taea e tētahi kaitātari tangata te whakataurite. He kaihoko motuhake e mahi ana i roto CI/CD pipelineka taea e ngā s kāore he whakaaetanga ōkawa te mahi i ngā mahi (te tāuta i ngā whakawhirinakitanga, te whakatuwheratanga pull requests, te whakarerekē i ngā kōnae whirihoranga) e kore e kitea e te tīma haumarutanga me te kaiwhakawhanake nāna i whakahohe.

Ko te rerekētanga nui ko te whakahaere. He mahi kore mahi a Shadow IT: ka rongoa, ka tuku, ka tukatuka raraunga. Ka taea e Shadow AI te mahi, ā, i roto i ngā rerengamahi whakahaere, ka mahi motuhake, i te tere mīhini, puta noa i te taiao katoa o te kaiwhakawhanake. Ko te nekehanga mai i te taputapu kore mahi ki te whakahaere kaha te mea e waiho ai te Shadow AI hei raruraru haumarutanga mekameka tuku, ehara i te mea he raruraru whakahaere raraunga noa iho.

He aha i horapa ai? #

Ka horapa haere te Shadow AI mō te take kotahi tonu a te Shadow IT: he tere, he whaiaro hoki te pikinga o te hua mai i te whakamahi i te taputapu, ko te tukanga whakahaere ia e whakamana ana i te taputapu he puhoi, he whakarite hoki.

Nā te urunga mai o ngā taputapu AI kua tere ake te whanaketanga o tēnei āhuatanga. Kei te wātea ngā kaiawhina waehere AI hei toronga IDE kore utu, iti rānei te utu, ka taea e ngā kaiwhakawhanake katoa te whakahohe i roto i ngā hēkona. Ka taea te tango tika i ngā tauira mai i ngā pokapū tūmatanui ki roto i te rākau whakawhirinakitanga o te kaupapa. MCP Ka taea te whirihora ā-rohe i ngā tūmau i roto i ētahi rārangi JSON. Kāore tētahi o ēnei mahi e hiahiatia ana he whakaaetanga hangarau mōhiohio, he waitohu hoko, he arotake haumarutanga rānei, ā, kāore tētahi o aua mahi e puta mai ana i roto i te papatohu kapua.

E toru ngā mana motuhake e akiaki ana i te tangohanga o te atarangi AI: #

• Hua hua. Mā ngā taputapu AI ka tere ake te mahi a ngā kaiwhakawhanake, ngā kaitātari, me ngā miihini haumarutanga. He kaiawhina waehere AI e whakaaro ana ki te whakatika i tētahi ngoikoretanga, e whakaputa ana i tētahi huinga whakamātautau, e aunoa rānei i tētahi mahi auau. pipeline Ka puta he hua tere i te mahi. Ko te tatari kia eke te tukanga whakaae ki taua uara he raruraru e kore e whakaaetia e te nuinga o te tangata.
• ĀheitangaKo te nuinga o ngā taputapu AI e whakamahia ana i te tau 2026, kāore e hiahiatia he hanganga, he huringa hoko, he whai wāhi hangarau mōhiohio hei whakamahi. Ko ngā hua SaaS ēnei, ko ngā monomai IDE, ko ngā mōkihi npm, me ngā taputapu CLI. Ko te arai ki te whakamahi ko te ripa tirotiro, ko te whakahau pūrua rānei.
• Ko te invisibilityHe uaua te whakahaere i te Shadow AI nā te mea he uaua ki te kite. He tauira e rere ana i te rohe, he tūmau MCP kua whirihorahia ki roto i te kōnae ira, he kaihoko kua whakauruhia ki roto i te rerenga mahi CI: kāore tetahi o ēnei e puta i roto i te rarangi rawa kapua. Ko ngā tīma haumarutanga e whakawhirinaki ana ki te kimi kapua-anake ka ngaro tonu te nuinga o te AI e whakamahia ana puta noa i te whakahaere.

Ngā Mōrearea Atarangi AI #

Ka hangaia e te Shadow AI te mōrearea puta noa i ngā taha e whā, ka honoa ngātahitia e ia taha tetahi taha tetahi.

• Te whakaaturanga raraunga: Ka tukatukahia e ngā taputapu AI ngā raraunga katoa e tukuna ana ki a rātou. Ka taea e te kaiwhakawhanake e whakapiri ana i tētahi pūtake waehere rangatira ki roto i tētahi LLM kāore i whakaaetia, e tētahi kaihoko rānei e pānui ana i tētahi kōnae ngaro hei whakaoti i tētahi mahi, te tuku raraunga tairongo ki ngā hanganga o waho me te kore he whakaaetanga tukatuka raraunga, he mana noho raraunga, he ara arotake rānei. E ai ki ngā rangahau a IBM, neke atu i te hautoru o ngā kaimahi e whakaae ana ki te tiri i ngā mōhiohio mahi tairongo ki ngā taputapu AI me te kore he whakaaetanga a tō rātou kaitukumahi - ā, i roto i te nuinga o ngā wā, kāore tētahi o ngā rōpū e mōhio ki ngā pānga whakahaere raraunga o muri mai.
• Te mata o te whakaeke mekameka tuku: He ara whakawhitiwhiti te Shadow AI, ehara i te āputa whakahaere anake. Ko ngā mōkihi kino e aro ana ki ngā taputapu AI (ngā tautau ollama-helpers me openai-agents-helpers, te PūkengaLeak tauira, te Kaitātari Wairua (kaupapa) kua hangaia kia tae atu ki ngā kaiwhakawhanake e whakahaere ana i ngā taputapu AI me te kore he tirotiro whaimana. Ko te kaiawhina waehere AI kāore i whakaaetia e tāuta ana i tētahi whakawhirinakitanga motuhake, kāore he arotake haumarutanga i waenga i te mōkihi kino me tōna whakatinanatanga. Ko te matau tāuta te wāhi e titiro ai ngā matawai; ko te whaiaronga pūkenga, ko te whakawhirinakitanga whakawhiti, ko te tūmau MCP - koinei te wāhi e tae mai ai ngā tūmomo riri.
• Te tūponotanga o te tutuki i ngā whakaritenga: Ko te Ture AI a te EU, te GDPR, te NIST AI RMF, me te ISO/IEC 42001 e hanga ana i ngā herenga e kore e taea e ngā whakahaere te whakatutuki me te kore e mōhio he aha te AI e whakahaerehia ana e rātou. Ko te Shadow AI, e ai ki te whakamāramatanga, kei waho i te whānuitanga o tētahi kaupapa hanganga ture e whakawhirinaki ana ki tētahi rarangi taputapu kua whakaaetia. Ko ngā whiu mō te kore hanganga ture GDPR anake ka eke ki te €20 miriona, arā, 4% o ngā moni whiwhi ā-tau o te ao, ā, ko te whakamahinga o tētahi tauira kāore i whakaaetia hei tukatuka i ngā raraunga whaiaro he takahi hanganga ture tika ahakoa te whāinga.
• Te mōrearea o te whakahaere me te kounga: Ka whakaputahia e ngā tauira AI ngā putanga e whakaata ana i ō rātou raraunga whakangungu, ō rātou whirihoranga, me ngā whakaurunga e whiwhihia ana e rātou. Mā te tauira kāore i whakaaetia e whakatinanahia ana me te kore he mana whakahaere kounga, he aromatawai whakaaro, he whakamana putanga rānei ka whakaurua te deciste mōrearea hanga-ā-iona kāore e kitea e te whakahaere. Kāore e kitea te rerekētanga tauira, te moemoeā, me ngā putanga whakahāwea i roto i te pūnaha AI atarangi kia puta rā anō hei amuamu a te kiritaki, he uiuinga ture, he aituā haumarutanga rānei.

Te Wāhi e Huna ai #

Ko te AI atarangi tino uaua ki te kimi ko te AI i roto i te huringa ora o te whanaketanga pūmanawa, i mua i tecisnā te mea kāore i hangaia kia puta ki ngā wāhi e tirohia ana e ngā tīma haumarutanga.

Atarangi AI i roto i te SDLC e noho ana i ngā wāhi e whā i te nuinga o te wā:

• Ngā tūmau MCP ā-rohe. Ko ngā tūmau MCP kua whirihorahia ki ngā tautuhinga IDE ā-rohe (he kōnae JSON i roto i te kōpaki ira) te paparanga tino kore e kitea. Ka hono tika rātou i ngā kaiawhina AI ki ngā kōnae, API, putunga raraunga, me ngā mea ngaro, kāore he rohe whatunga hei kite i a rātou, kāore hoki he tukanga whakaae hei ārai i a rātou.

• Ngā pito whakamutunga o ngā kaiwhakawhanake. Ko ngā kaiawhina waehere AI kua whirihorahia mō ia kaiwhakawhanake, mō ia IDE (Copilot, Cursor, Windsurf, tetahi atu kiritaki rānei kua whakahohea e te MCP) ka rere i runga i te mīhini a te kaiwhakawhanake, ā, kāore e kitea e ngā rarangi rawa kapua. Ko ngā tauira e hono ana rātou, ko ngā tūmau MCP e honoa ana e rātou, me ngā raraunga e tukatukahia ana e rātou, kāore e puta i roto i tētahi rangitaki pokapū mēnā kāore te whakahaere e kite ana i te taumata pito whakamutunga.

• Ngā putunga waehere. Ka uru mai ngā tauira me ngā whare pukapuka AI i te wā e whakaurua ana te npm, te PyPI, ētahi atu whakawhirinakitanga rauropi rānei ki te pūtake waehere pērā i tētahi atu mōkihi. Ki te kore SCA he taputapu e mārama ana ki ngā momo rawa motuhake ki te AI (ehara i te mea ko ngā kaute CVE anake), kāore e taea te wehewehe i a rātou mai i tētahi atu whakawhirinakitanga kia puta rā anō he hapa.

• CI/CD pipelines. Ngā rerengamahi a te kaiwhakahaere e tuwhera ana pull requests, tāutahia ngā whakawhirinakitanga, whakarerekētia rānei ngā kōnae whirihoranga e whakahaerehia ana i roto pipeline hanganga i hangaia mō te aunoatanga a te tangata. He rite tonu ngā whakaaetanga o tētahi kaihoko AI kua whakauruhia ki roto i tētahi rerenga mahi GitHub Actions, i tētahi mahi Jenkins rānei ki tētahi atu taahiraa i roto i te pipeline ā, kāore he paparanga tirohanga i te taunoa.

Me pēhea te Kimi me te Whakahaere i te Shadow AI #

He rerekē te huarahi e hiahiatia ana mō te kimi i te atarangi AI i tērā o te kimi rawa tuku iho, nā te mea kāore te atarangi AI e puta mai ana i ngā wāhi e kitea ana te kimi tuku iho.

1. Toro atu ki roto i te SDLC, ehara i te kapua anake. Kāore te nuinga o ngā āhuatanga huna o te AI e kitea i roto i te kapua anake e kitea. Me mahi te kitenga whai hua i roto i ngā putunga waehere, me hanga pipelines, me ngā pūwāhi mutunga o ngā kaiwhakawhanake, te kimi i ngā taputapu waehere AI, ngā tūmau MCP, me ngā whakawhirinakitanga tauira i ngā wāhi kotahi i whakanohoia ai e ngā kaiwhakawhanake, kaua i roto i ngā papatohu kapua e kore e puta mai.
2. Whakaarohia ngā whakawhirinakitanga ki te AI pērā i ngā mōrearea katoa o te mekameka tuku. Ko ngā whare pukapuka AI, ngā tauira, me ngā mōkihi MCP kua kumea ki roto i te pūtake waehere he rawa mekameka tuku. Whakamahia te tirotiro kotahi ki a rātou me tāu e tirotiro ai ki tētahi whakawhirinakitanga pūtake tuwhera: te takenga mai, te hītori putanga, te tātari whanonga, me te aroturuki wā-tūturu mō ngā putanga kino kua whakaputaina hou.
3. Tātarihia ngā tūmau MCP hei rawa tino pai. Ehara ngā tūmau MCP i te mea ngāwari mā ngā kaiwhakawhanake; he whakaurunga motuhake ēnei ki te urunga atu ki ngā kōnae, ki ngā API, pipelineme ngā mea ngaro. Me tātai, me aromatawai, me whakaae, me ārai rānei ia tūmau MCP, me te whakatinanatanga i te pito mutunga o te kaiwhakawhanake kaua e whakawhirinaki ki ngā tuhinga kaupapa here.
4. Whakamahia te AI-SPM hei paparanga whakahaere. Ko te Whakahaere Tūnga Haumarutanga AI (AI-SPM) te mahi i hangaia motuhake hei aro atu ki te AI atarangi i te tauine nui, e kimi tonu ana i ngā rawa AI katoa puta noa i te whakahaere, e tatau ana i tōna mōrearea ki ngā huarahi whakaeke motuhake a te AI, e hono ana ki ngā herenga ture, me te whakamana i ngā kaupapa here i mua i te hurihanga o te AI kāore i te whakahaerehia hei aituā. Ko te rarangi AI te putanga tuatahi; ko te AI-BOM te taonga kua rite ki te arotake e hiahiatia ana e te ture.

Te Whakapūmau i te Shadow AI me Xygeni #

Kāore e taea te whakahaere i te Shadow AI e te kaupapa here anake. Ko te kaupapa here e kī ana "kaua ngā kaiwhakawhanake e whakamahi i ngā taputapu AI kāore i whakaaetia" kāore e kitea te tūmau MCP e rere ana i runga i te pona a te kaiwhakawhanake, kāore e tohu i te tauira AI i tangohia ki roto i te rākau whakawhirinakitanga i te Tūrei whakamutunga, ā, kāore hoki e aukati i te mōkihi kino i tāuta motuhaketia e te kaihoko AI.

Xygeni's Ka aro te tūāpapa Haumarutanga AI ki te atarangi o te AI hei raruraru kimi me te whakatinana tonu: Ka kitea e te AI-SPM ia tauira, kaihoko, tūmau MCP, me te taputapu waehere AI puta noa i te SDLC (tae atu ki ngā pito mutunga o ngā kaiwhakawhanake, ngā putunga waehere o roto, me roto hoki CI/CD pipelines) te whakaputa i tētahi AI-BOM e hono ana i ia rawa ki tōna taumata mōrearea me tōna whakarōpūtanga ture. Shield ka whakatinana i ngā kaupapa here i te pito mutunga o te kaiwhakawhanake, ka aukati i ngā tūmau MCP kāore i whakaaetia me ngā whakawhirinakitanga kino i mua i te taenga atu ki te pipeline. Whakatūpato Moata mō te Pūmanawa Kino Ka kitea ngā mōkihi kino e aro ana ki ngā taputapu AI i te wā o te whakaputanga, i mua i te putanga mai o tētahi CVE.

Mena kei te whakahaerehia e ō tīma ngā kaiawhina waehere AI, kua puta kē te raruraru AI atarangi. Ko te pātai, mehemea ka taea e koe te kite.

FAQ #