Onjiniyela bakho bathumela izici ngokushesha kunanini ngaphambili. Baphinde bethule ubuthakathaka bokuphepha ngesivinini ithuluzi lakho lamanje elalingaklanyelwanga ukusisingatha.
Amathuluzi okubhala ikhodi ye-AI awasheshisi nje intuthuko. Asheshisa ukwethulwa kwekhodi engavikelekile. Iphrojekthi ye-Georgia Tech Vibe Security Radar baqopha ama-CVE amasha angu-35 ngoMashi 2026 kuphela ngenxa yamathuluzi okubhala ikhodi ye-AI, kusukela ku-6 ngoJanuwari. Abacwaningi balinganisela ukuthi inani langempela liphakeme ngokuphindwe kahlanu kuya kweshumi kulo lonke uhlelo olubanzi lwe-open-source. Ucwaningo lwe-CSA bathole ukuthi ama-62% ekhodi ekhiqizwe yi-AI aqukethe amaphutha okuklama noma ubuthakathaka obaziwayo, ngisho nalapho onjiniyela besebenzisa amamodeli ayisisekelo akamuva.
Lokhu akuyona inkinga oyixazululayo ngokucela abathuthukisi ukuthi behlise ijubane. Impendulo ukwakha ingqalasizinda yezokuphepha ehambisana nokuthuthukiswa kwesivinini se-AI, futhi amaqembu amaningi awakabi nayo okwamanje.
Igebe Amaqembu amaningi Angaliboni Kuze Kube Sekwephuzile
Amathuluzi okubhala ikhodi ye-AI adala inkinga ethile yokuphepha engakhelwanga ingqalasizinda yendabuko ye-AppSec: ikhodi enesivinini esikhulu, enomthamo omkhulu enamaphethini okwehluleka ahlukene ngokuhlelekile kunekhodi ebhalwe ngabantu.
Amaqembu amaningi athola lesi sikhala ngendlela engafanele, lapho i-CVE ifika ekukhiqizweni okufanele ngabe ibanjwe yisikena sabo, noma lapho imfihlo commitokuhloswe umsebenzi osizwa yi-AI kuvela ezandleni zomhlaseli.
| Ngaphandle Kokulawula Okuqondile Kwe-AI | Nge-Xygeni | |
|---|---|---|
| Ubuthakathaka bekhodi | Ubuningi obuphezulu, amaphethini okwehluleka okuhlelekile | Ngabanjwa ngesikhathi sokubhala ku-IDE ngaphambili commit |
| Ukudalulwa kwezimfihlo | Izinga eliphakeme ngokuphindwe kabili ku-AI-assisted commits | Ukuskena okuqhubekayo + ukuhoxiswa okuzenzakalelayo kuzo zonke izendlalelo |
| Ukuthembela okunonya | I-AI iphakamisa amaphakheji ngaphandle kokuhlolwa kokuphepha | Ukutholwa kwe-malware ngesikhathi sokushicilela, hhayi ngesikhathi sokufaka |
| Pipeline ingozi | Akukho ukubonakala kokuziphatha kwamathuluzi okusebenza | Izisekelo zokuziphatha + ukutholwa kwe-anomaly |
| wesifundo | Isikweletu sezokuphepha siyanqwabelana ngesivinini se-AI | Ukumbozwa okulinganisa ijubane lentuthuko |
Kungani Ikhodi Ekhiqizwe yi-AI Yehluleka Ngamaphethini Athile
Ngaphambi kokufinyelela ezilawulini, kubalulekile ukuqonda ukuthi kungani ikhodi ekhiqizwe yi-AI yehluleka ngendlela ehlukile kunekhodi ebhalwe ngabantu, ngoba izindlela zokwehluleka zinquma ukuthi yiziphi izilawuli ezibaluleke ngempela.
Ukuqedwa kwephethini ngaphezu kokucabanga kokuphepha
Ama-LLM akhiqiza ikhodi ngokubikezela ukuqhubeka okungenzeka ngokwezibalo kwamaphethini abawabonile kudatha yokuqeqesha. Uma leyo datha yokuqeqesha ihlanganisa izigidi zezibonelo zekhodi engavikelekile, imodeli iphinda lawo maphethini ngokuzethemba nangokushelelayo.
Imodeli ayicabangi ngokuphepha. Iqeda amaphethini. Isicelo "sokwengeza ubuqiniso kule ndawo yokugcina" sizokhiqiza ikhodi ebukeka njengobuqiniso futhi evame ukusebenza njengobuqiniso, kodwa ingase ishiye ukuphelelwa yisikhathi kwethokheni, iphuthe ukuhlolwa kokugunyazwa, noma isebenzise i-cryptographic primitive encishisiwe, ngoba lokho kukhishwa kuvamile ngokwezibalo kudatha yokuqeqeshwa.
Ukunemba kwesakhiwo ngaphandle kokuphepha kwencazelo
Ukuhlaziywa kukaDisemba 2025 yinkampani yezokuphepha iTenzai kuhlole izinhlelo zokusebenza zokukhiqiza ezingu-15 ezakhiwe kusetshenziswa amathuluzi amahlanu amakhulu okubhala ikhodi ye-AI futhi kwatholakala ubuthakathaka obungu-69 kulo lonke isampula. Uhlelo ngalunye lwalungenalo ukuvikelwa kwe-CSRF futhi lwalungenazo izinhloko zokuphepha ezilungiselelwe. Ithuluzi ngalinye lethula ubuthakathaka besicelo sokukhwabanisa se-server-side (SSRF), inani eliphelele lokwehluleka okuyisisekelo kokuphepha kuzo zonke izinhlelo zokusebenza ezingu-15.
Lezi akuzona izimo ze-edge. Ziyizikhala ezihlelekile kulokho amathuluzi e-AI akwenzela khona: ikhodi yokusebenza, hhayi okuzenzakalelayo okuvikelekile.
I-Georgetown CSET ithole ngokwahlukana ubuthakathaka be-XSS kuma-86% amasampula ekhodi akhiqizwe yi-AI ahlolwe kuma-LLM amahlanu amakhulu.
Ukudalulwa kwezimfihlo okusheshayo
I-AI-isizwa commits baveza izimfihlo ngesilinganiso esiphindwe kabili kunesomuntu kuphela commits. I- Inothi locwaningo lwe-CSA mayelana nokuphepha kokubhala ikhodi ye-vibe ibeka inani ku-3.2% kwabasizwa yi-AI commits vs. 1.5% yabantu kuphela, kanye ne-GitHub yomphakathi ibone ukwanda okungu-34% ngonyaka ngonyaka kweziqinisekiso ezifakwe amakhodi ngo-2025.
Indlela ilula: onjiniyela abasebenza ngesivinini se-AI bavame ukunamathisela iziqinisekiso ezikhuthazweni njengomongo, futhi amathuluzi e-AI afaka ngokwethembeka lezo ziqinisekiso emikhiqizweni ekhiqiziwe. Onjiniyela ababuyekeza ikhodi ye-AI ngesivinini bahlola ukunemba kokusebenza, hhayi ukuvezwa okuyimfihlo.
Amaphutha okuklama angabonakali
Amathuluzi okuphepha endabuko ayazi kahle ekutholeni amaphethini aziwayo obuthakathaka kukhodi engaguquki: i-SQL injection, i-XSS, i-deserialization engavikelekile. Abhekene nezinkinga zezinga lokuklama, ukuntuleka kokuqinisekiswa kuyo yonke indlela ye-API, i-logic yokulawula ukufinyelela ephukile, imodeli yokugunyazwa ethatha ukugeleza okulandelanayo kodwa ingadlulwa ngaphandle kwe-oda.
Ikhodi ekhiqizwe yi-AI iletha amaphutha amaningi okuklama ngoba amathuluzi e-AI akhiqiza ezingeni lesici, hhayi ezingeni lesistimu. I-AI ayinalo ulwazi ngemodeli yokuphepha yesistimu ezungezile ngaphandle kwalapho inikezwe ngokucacile lowo mongo, futhi abathuthukisi abaningi abacabangi ukuyinikeza.
Indlela Yokuvikela Ikhodi Ekhiqizwe yi-AI Ku-akhawunti Yakho CI/CD Pipeline
1. Phatha ikhodi ekhiqizwe yi-AI njengokufaka okungathembekile ku- SAST ungqimba
Ushintsho olubaluleke kakhulu lokusebenza: unganciphisi SAST ukumbozwa ngoba ikhodi ivela ku-AI. Yenza okuphambene nalokho. Noma yiliphi iqembu elinokwamukelwa okukhulu kwe-AI kufanele lilindele ukuthi inani lalo lokuthola likhuphuke kakhulu, futhi kufanele lilungiselele amathuluzi alo ngokufanele.
Empeleni lokhu kusho ukuvumela SAST kukho konke commit, hhayi ama-PR kuphela. Amathuluzi e-AI akhiqiza ikhodi ngokushesha, futhi onjiniyela commit kancane kancane. Ukulinda ukubuyekezwa kwe-PR kusho ukuthi okutholakele kuyaqoqana ngaphambi kokuba noma ubani akubheke. Kusho futhi ukulungisa SAST imikhawulo yobunzima ikakhulukazi yezindlela zokwehluleka kwekhodi ye-AI: ukuhlolwa kokuqinisekisa nokugunyazwa okungekho, i-SSRF, i-CSRF, ukungasebenzi kahle kwe-serialization, kanye neziqinisekiso eziqinile, amakilasi obuthakathaka angahlali eba maphuzu abalulekile ku-CVSS kodwa ahlala esetshenziswa.
Inselelo eyinhloko izinga lokuphambuka okungamanga. Amathuluzi e-AI akhiqiza ikhodi eningi ngokushesha, kanye ne-FPR ephezulu SAST ikhiqiza okutholakele okuningi kangangokuthi abathuthukisi bafunda ukungazinaki. Leyo yindlela yokukhathala yokuxwayisa ehlula injongo yokuskena ngokuphelele.
I-Xygeni SAST kwalinganiswa ngokumelene Isilinganiso se-OWASP futhi ithole izinga lokuhle eliyiqiniso elingu-100% ngesilinganiso sokuhle okungamanga esingu-16.7%. Endaweni lapho ikhodi ekhiqizwe yi-AI ikhulisa khona ivolumu yokuthola, lokho kwangaphambicisi-ion yilokho okugcina okutholakele kungenzeki kunokuthi kunganakwa. Funda kabanzi mayelana ne-Xygeni SAST →
2. Skena izimfihlo njalo, hhayi nje ku- commit isikhathi
Pre-commit hooks ziyadingeka kodwa azanele. Abathuthukisi abasebenzisa amathuluzi e-AI ngesivinini bavame ukudlula hooks, sebenzisa abahleli be-AI abasekelwe kuwebhu abangabasekeli, noma bakhiqize izimfihlo ngaphakathi kwezikripthi ze-CI esikhundleni sekhodi yesicelo, lapho hooks ungalokothi ubangele.
Isimo sokuphepha esiyimfihlo esiphelele sezidingo zentuthuko ezisizwa yi-AI pre-commit hooks konjiniyela abasebenzisa amathuluzi e-AI endawo, ukuskena okuqhubekayo kwe-repo kuwo wonke amagatsha kufaka phakathi umlando ogcwele commit ukumbozwa (izimfihlo ezivumelekile ezivela kwakudala commits zisasetshenziswa), pipeline ukuskena amalogi (izikripthi ze-CI ezikhiqizwe yi-AI zivame ukufaka iziqinisekiso njengeziguquguquko ezihlanganisiwe eziphrintwayo ukwakha amalogi), kanye nokuhoxiswa okuzenzakalelayo lapho kutholwa, ngoba ifasitela eliphakathi kokuchayeka nokutholwa komhlaseli livame ukulinganiswa ngamahora, hhayi izinsuku.
Xygeni Secrets Security ithola izinhlobo eziyimfihlo ezingaphezu kuka-800 kuzo zonke izindawo zokugcina, pipeline izingodo, IaC amafayela, kanye nezithombe zesitsha. --history Imodi yokuskena iveza izimfihlo ezindala ngokobuchwepheshe kodwa ezisasebenza, igebe elivamile emisebenzini yokusiza nge-AI. Izimfihlo ziyafihlwa ngaphambi kokungena ngemvume noma ukuthunyelwa epulatifomu, ngakho inqubo yokuthola ngokwayo ayidali ukuvezwa okusha. Imisebenzi yokususa ngokuzenzakalelayo iqala lapho itholakala. Funda kabanzi →
3. Faka isicelo SCA ngokutholwa kwe-malware kuya ekuxhomekeni okuphakanyisiwe yi-AI
Amathuluzi okubhala ikhodi ye-AI awagcini nje ngokubhala ikhodi, aphakamisa ukuncika. Unjiniyela ocela umsizi ukuthi "engeze umtapo wolwazi wokuhlaziya i-JWT" uthola isincomo sephakheji esingaba yiphakheji esemthethweni, iphakheji ebhalwe nge-typosquat enegama elifanayo, noma iphakheji eyayisemthethweni lapho imodeli iqeqeshwa kodwa kusukela lapho yabe isisengozini.
The Ucwaningo lwe-CSA 2025 lobungozi bekhodi olukhiqizwe yi-AI futhi ibhala phansi "ukuhlafuna", abahlaseli bebhalisa amagama amaphakheji angenaso isifiso asungulwa ngamathuluzi e-AI, beguqula imodeli yokubona izinto ezingekho isifiso ibe yi-vector yokuhlasela kwe-supply chain. Standard Kususelwa ku-CVE SCA ayibambi lutho lwalezi.
Okudingayo ngempela: ukutholwa kwe-malware yokuziphatha okubonisa amaphakheji ngezikripthi zokufaka ezisolisayo, izingcingo zenethiwekhi ezingalindelekile, noma ikhodi efihliwe; ukutholwa kokuthayipha kanye nokwehliswa kwemisebenzi okuhlaziya igrafu ephelele yokuncika kwamaphakheji aqanjwe ngokukhohlisa; kanye nokuskena kwe-CVE okuhlungiwe okufinyelela kalula okuhlukanisa imisebenzi esengozini ebizwa ngempela kuleyo engenisiwe kodwa engakaze yenziwe.
I-Xygeni SCA ihlanganisa ukutholwa kwe-malware ngesikhathi sangempela nge- Isexwayiso Sangaphambi Kwesikhathi Se-Malware (MEW) injini, ukuskena i-npm, i-PyPI, i-Maven, i-NuGet, i-RubyGems kanye nezinye izikhungo zokubhalisa ngesikhathi sokushicilela, hhayi ngesikhathi sokufaka kuphela, nge Iskena Sokuxhomekeka Komsolwa ethola ukuthayipha amagama, ukudideka kokuthembela, kanye nezikripthi zokufaka ezisolisayo ngokuhlaziya igrafu ephelele yokuthembela. Bona ukuthi kusebenza kanjani →
4. Qinisekisa ukuphepha guardrails ku pipeline, hhayi nje ekubuyekezweni kwekhodi
Ukubuyekezwa kwekhodi kuhamba kancane kakhulu futhi akuhambisani kahle kakhulu ukuba kube ukulawula okuyinhloko kokuphepha kwekhodi ekhiqizwe yi-AI. Onjiniyela babuyekeza umphumela we-AI ngaphansi kokuhlolwa kwengcindezi yejubane kuqala ukunemba kokusebenza. Ukunemba kokuphepha, uma kuhlolwe nhlobo, kuza okwesibili.
Pipeline-level guardrails sebenzisa izidingo ngokuzenzakalelayo: ukwakhiwa kwamabhulokhi okwethula okusha okubalulekile SAST okutholakele okungaphezu komkhawulo olungisekayo, vimba ukuthunyelwa uma kutholwa izimfihlo ezintsha ku commit, sebenzisa inqubomgomo yokuncika ngokuvimbela amaphakheji ahluleka ukuhlolwa kwe-malware noma angafakwanga ekugayweni okuqondile, futhi adinga SBOM ukwenziwa kokukhishwa okuhlanganisa ikhodi esizwa yi-AI.
Isimiso esiyinhloko sokuklama: guardrails kufanele kuvimbe noma kuxwayise, hhayi nje ukubika. Ukuthola okungavimbi lutho kufundisa onjiniyela ukuthi okutholakele kungashaywa indiva ngokuphephile.
I-Xygeni DevAI uyisisebenzi sokuvikela se-ejensi esitholakalayo njenge- Isandiso sekhodi ye-VS futhi I-plugin ye-IntelliJ/JetBrains lokho kuhamba kancane kancane SAST ukuskena njengoba onjiniyela bebhala ikhodi, kuchaza izindlela zokuxhaphaza ubuthakathaka obutholiwe, futhi kunikeze iziphakamiso zokulungisa eziqinisekiswe yi-Xygeni MCP Server ukuze kutholakale ingozi, inqubomgomo, kanye nomthelela wokushintsha okuphukile. SCA, Futhi IaC ukuskena konke kusebenza kuseshini efanayo ye-IDE. Funda kabanzi →
6. Qapha ukuziphatha okungajwayelekile okuvela kumathuluzi okubhala ikhodi ye-AI
Amathuluzi e-AI agent, amathuluzi athatha izinyathelo ezizimele endaweni yakho, hhayi nje ukukhiqiza iziphakamiso, ethula indawo entsha yosongo. Ithuluzi lokubhala ikhodi le-agent elinokufinyelela kokubhala endaweni yokugcina, pipeline qalisa ukufinyelela, noma ukufinyelela okuyimfihlo kuyinhloso enenani eliphezulu uma kuphazamiseka.
I-CVE-2025-54135 (CurXecute), ubungozi bokusebenzisa ikhodi ekude kumhleli wekhodi we-Cursor AI, ivumele ukusetshenziswa kwekhodi ngokungahleliwe emishinini yabathuthukisi ngaphandle kokuxhumana komsebenzisi, okwembulwe ekuqaleni kuka-2026. I-radar Yokuphepha Ye-Georgia Tech Vibe ucwaningo luphawula ukuthi izindawo zokuhlasela zanda ngokushesha njengoba amathuluzi e-AI eba ngokuzimela ngokwengeziwe.
Ukuqapha ukuziphatha komsebenzi wethuluzi le-AI ephaketheni lakho pipeline kufanele aqaphele izinguquko ezingalindelekile CI/CD amafayela okucushwa komsebenzi (esinye sezibonakaliso ezicacile zethuluzi le-AI eliphazamisekile noma ukuhlaselwa okusheshayo kokujova), ithuluzi lokubhala ikhodi le-AI lenza izicelo zenethiwekhi ziye ezindaweni ezingalindelekile ngesikhathi sokwakha, amaphethini okufinyelela angajwayelekile ezitolo eziyimfihlo ezivela ezindaweni zokusebenza zonjiniyela, kanye nokuncika okusha okulethwe ngamathuluzi e-AI ayengekho ezakhiweni zangaphambilini.
| Ungqimba | Control | Priority |
|---|---|---|
| Ikhodi | SAST kukho konke commit, ukucushwa kwe-FPR okuphansi | Okubalulekile |
| Ikhodi | Impendulo yokuphepha ye-IDE ku-VS Code / IntelliJ | High |
| Secrets | Pre-commit hooks + ukuskena okuqhubekayo kwe-repo | Okubalulekile |
| Secrets | Ukuskena umlando we-Git ukuze uthole izimfihlo zefa ezivumelekile | Okubalulekile |
| Secrets | Ukuhoxiswa okuzenzakalelayo lapho kutholwa | Okubalulekile |
| Ukuzethemba | SCA nge-malware + ukutholwa kwe-slopsquatting | Okubalulekile |
| Ukuzethemba | Ukubekwa phambili kwe-CVE okuhlungiwe okufinyelelekayo | High |
| Pipeline | Yakha amabhlogo ezintweni ezintsha ezibalulekile | High |
| Pipeline | Ukuqiniswa kwenqubomgomo yokuxhomekeka ngesikhathi sokwakha | High |
| Pipeline | SBOM ukukhiqizwa kokukhishwa okusizwa yi-AI | Medium |
| Amathuluzi e-ejensi | Ukuqapha ukuziphatha komsebenzi wethuluzi le-AI | High |
| Amathuluzi e-ejensi | Ukufinyelela okuncane kwamathuluzi okubhala ikhodi ye-AI | High |
Indlela i-Xygeni Evikela Ngayo Ikhodi Ekhiqizwe yi-AI Kusukela Ekugcineni Kuya Ekugcineni
Ukuvikela ikhodi ekhiqizwe yi-AI kudinga ukumbozwa okuphelele SDLC, kusukela ngesikhathi unjiniyela amukela isiphakamiso kuze kube yilapho into ekhiqizwayo ifinyelela ekukhiqizweni. Amathuluzi okukhomba amboza ungqimba olulodwa kuphela ashiya izikhala ezizotholwa ngokwethembeka yintuthuko yesivinini se-AI.
| Stage | Amandla e-Xygeni | Lokho Elikubambayo |
|---|---|---|
| Ku-IDE | Iseva ye-DevAI + MCP | Ubuthakathaka ngesikhathi sokubhala, ngaphambi commit |
| At commit | SAST + Ukuphepha Kwezimfihlo | Amaphutha ekhodi, iziqinisekiso eziqinile, okhiye be-API abadaluliwe |
| Ekwakhiweni | SCA ngokutholwa kwe-malware + ukufinyeleleka kalula | Ukuthembela okunonya noma okusengozini okuphakanyisiwe yi-AI |
| In pipeline | CI/CD Ukuphepha + Ukutholwa Kwe-Anomaly | Ukwakhiwa okungaphephile, ukuyekethisa kwamathuluzi e-ejenti, imisebenzi efakiwe |
| Ngemva kokuthunyelwa | I-DAST + ASPM | Ukuqinisekiswa kokuxhashazwa kwesikhathi sokusebenza, ukuma okuhlanganisiwe kwengozi |
Umehluko oyinhloko ungqimba lobuhlakani oluxhumanisa konke lokhu. Iseva ye-MCP ye-Xygeni iqinisekisa ukuthi isiphakamiso sokulungisa esikhiqizwa yi-DevAI ku-IDE sihlolwa ukuze kutholakale ukuhambisana nenqubomgomo, ukwephula ingozi yoshintsho, kanye nomongo wenhlangano ngaphambi kokuba sifinyelele kunjiniyela. Ukulungiswa okusizwa yi-AI nge guardrails, hhayi njengoba isiphephelo sivaliwe.
Imicabango Final
Amathuluzi okubhala ikhodi ye-AI akhiqiza isabelo esibalulekile nesikhulayo se enterprise ikhodi. Baphinde bethule ubuthakathaka bokuphepha ngendlela ehlelekile kumaphethini abaluleke kakhulu: ukuqinisekiswa okungekho, izimfihlo eziveziwe, ukuncika okungavikelekile, kanye namaphutha okuklama okungatholakali ama-static scanner.
Impendulo akuyona ukuvimbela ukusetshenziswa kwamathuluzi e-AI. build security ingqalasizinda ekhula ngesivinini sokuthuthukiswa kwe-AI. Amaqembu athola lokhu okulungile athumela i-AI-assisted assisted asebenza ngokushesha nangokuphephile kunamaqembu aphatha ikhodi ye-AI njengekhodi yomuntu enesilinganiso sesiphazamisi esiphezulu kancane.
Akuyona. Futhi eyakho pipeline kudingeka sazi umehluko.
???? Qala isilingo sakho samahhala bese uskena indawo yakho yokuqala yokusekela i-AI ngemizuzu embalwa, akudingeki ikhadi lesikweletu.
???? Bhukha idemo futhi ubone ukuthi i-Xygeni ihambisana kanjani ne-AI development stack yakho ethile.
???? Landa iphepha elimhlophe, Ukubhala Amakhodi Okuphephile Ngaphambi Kokuba Yingozi Enkulu Kakhulu Ye-AI Yenhlangano Yakho.
Ukufunda okuhlobene:
Mayelana Nombhali
Umsunguli kanye ne-CTO
Fatima Said igxile kokuqukethwe konjiniyela kuqala kwe-AppSec, DevSecOps, kanye software supply chain securityUphendula izimpawu zokuphepha eziyinkimbinkimbi zibe yisiqondiso esicacile nesisebenzayo esisiza amaqembu ukuthi abeke phambili ngokushesha, anciphise umsindo, futhi athumele ikhodi ephephile.
