Abaphuhlisi bakho bathumela iimpawu ngokukhawuleza kunangaphambili. Bakwangenisa ubuthathaka bokhuseleko ngesantya esingayilwanga isixhobo sakho sangoku.
Izixhobo zokubhala iikhowudi ze-AI azikhawulezisi nje uphuhliso. Zikhawulezisa ukungeniswa kwekhowudi engakhuselekanga. Iprojekthi yeRadar yoKhuseleko lweGeorgia Tech Vibe iirekhodi ze-CVE ezintsha ezingama-35 ngoMatshi 2026 kuphela ezibangelwa zizixhobo zokubhala ikhowudi ze-AI, ukusuka kwi-6 ngoJanuwari. Abaphandi baqikelela ukuba inani lokwenyani liphindwe kahlanu ukuya kwelishumi kulo lonke inkqubo evulekileyo. Uphando lwe-CSA ifumanise ukuba i-62% yekhowudi eyenziwe yi-AI ineziphene zoyilo okanye ubuthathaka obaziwayo, nokuba abaphuhlisi basebenzisa iimodeli zamva nje zesiseko.
Le ayiyongxaki uyisombululayo ngokucela abaphuhlisi ukuba banciphise isantya. Impendulo kukwakha iziseko zokhuseleko ezihambelana nophuhliso lwesantya se-AI, kwaye uninzi lwamaqela alukabi nayo okwangoku.
Isithuba Amaqela amaninzi angayiboniyo ide ibe lixesha elide kakhulu
Izixhobo zokubhala ikhowudi ze-AI zenza ingxaki ethile yokhuseleko apho iziseko zemveli ze-AppSec zingakhelwanga khona: ikhowudi yesantya esiphezulu, enomthamo ophezulu eneendlela ezahlukeneyo zokusilela kunekhowudi ebhalwe ngumntu.
Uninzi lwamaqela lufumanisa esi sikhewu ngendlela engalunganga, xa i-CVE ifika kwimveliso ebekufanele ukuba ibanjwe sisikena sabo, okanye xa imfihlo commiti-workflow encediswa yi-AI ifumaneka ezandleni zomhlaseli.
| Ngaphandle koLawulo oluKhethekileyo lwe-AI | NgeXygeni | |
|---|---|---|
| Ubuthathaka bekhowudi | Uxinano oluphezulu, iipateni zokusilela okucwangcisiweyo | Ndibanjwe ngexesha lokubhala kwi-IDE ngaphambili commit |
| Ukutyhileka kwiimfihlo | Izinga eliphezulu ngokuphindwe kabini kwi-AI-assisted commits | Ukuskena okuqhubekayo + ukurhoxiswa ngokuzenzekelayo kuzo zonke iileya |
| Ukuxhomekeka okunobungozi | I-AI icebisa iipakeji ngaphandle kokuhlolwa kokhuseleko | Ukufunyanwa kwe-malware ngexesha lokupapashwa, kungekhona ngexesha lokufakwa |
| Pipeline ingozi | Akukho kubonwa kwindlela esebenza ngayo i-arhente | Iindlela zokuziphatha + ukufunyanwa kwezinto ezingaqhelekanga |
| Isiphumo | Ityala lokhuseleko liyaqokelelana ngesantya se-AI | Ugutyungelwe olukhula ngesantya sophuhliso |
Kutheni iKhowudi eyenziwe yi-AI ingaphumeleli kwiipateni ezithile
Ngaphambi kokuba singene kwiindlela zokulawula, kubalulekile ukuqonda ukuba kutheni ikhowudi eyenziwe yi-AI ingaphumeleli ngokwahlukileyo kwikhowudi ebhalwe ngumntu, kuba iindlela zokusilela zimisela ukuba zeziphi iindlela zokulawula ezibalulekileyo.
Ukugqitywa kwepateni ngaphezu kokuqiqa ngokhuseleko
Ii-LLM zenza ikhowudi ngokuqikelela ukuqhubeka kweepateni abazibonileyo kwidatha yoqeqesho. Xa loo datha yoqeqesho ibandakanya izigidi zemizekelo yekhowudi engakhuselekanga, imodeli iphinda ivelise ezo pateni ngokuzithemba nangokulula.
Le modeli ayicingi ngokhuseleko. Igqibezela iipateni. Isicelo "sokongeza uqinisekiso kule ndawo yokugqibela" siya kuvelisa ikhowudi ebonakala ngathi luqinisekiso kwaye idla ngokusebenza njengoqinisekiso, kodwa inokungaphumi kwexesha leethokheni, iphoswe kukuhlolwa kwemvume, okanye isebenzise i-cryptographic primitive elahliweyo, kuba ezo zinto zishiyiweyo ziqhelekile ngokwezibalo kwidatha yoqeqesho.
Ukuchaneka kwesakhiwo ngaphandle kokhuseleko lwentsingiselo
Uhlalutyo lukaDisemba 2025 olwenziwe yinkampani yokhuseleko iTenzai luhlolisise izicelo zemveliso ezili-15 ezakhiwe kusetyenziswa izixhobo ezihlanu eziphambili zekhowudi ye-AI kwaye zafumanisa ukuba kukho ubuthathaka obungama-69 kwisampulu. Isicelo ngasinye sasingenalo ukhuseleko lwe-CSRF kwaye sasingenazo iintloko zokhuseleko ezicwangcisiweyo. Isixhobo ngasinye sazisa ubuthathaka besicelo sobuxoki (SSRF), ukusilela okucacileyo kokhuseleko kuzo zonke izicelo ezili-15.
Ezi azizo iimeko ze-edge. Zizikhewu ezicwangcisiweyo kwizinto ezilungiselelwe izixhobo ze-AI: ikhowudi yokusebenza, hayi iindlela ezikhuselekileyo.
I-CSET yaseGeorgetown ifumene ngokwahlukeneyo ubuthathaka be-XSS kwi-86% yeesampulu zekhowudi ezenziwe yi-AI ezivavanyiweyo kwii-LLM ezintlanu eziphambili.
Ukutyhileka okukhawulezileyo kweemfihlo
I-AI-incedisiwe commitbatyhila iimfihlo ngesantya esiphindwe kabini kuneso sabantu kuphela commits. Inkqubo ye- Inqaku lophando lwe-CSA malunga nokhuseleko lwekhowudi ye-vibe ibeka inani kwi-3.2% kwi-AI-assisted commits vs. 1.5% yabantu kuphela, kunye neGitHub kawonkewonke ibone ukunyuka kwe-34% ngonyaka kunyaka-mali ka-2025.
Le ndlela ilula: abaphuhlisi abasebenza ngesantya se-AI badla ngokuncamathisela iziqinisekiso kwizindululo njengomxholo, kwaye izixhobo ze-AI zibandakanya ngokuthembeka ezo ziqinisekiso kwimveliso evelisiweyo. Abaphuhlisi abaphonononga ikhowudi ye-AI ngesantya bajonga ukuchaneka kokusebenza, hayi ukuvezwa ngasese.
Iziphene ezingabonakaliyo zoyilo lwezakhiwo
Izixhobo zokhuseleko zemveli ziyabalasela ekufumaneni iipatheni zobuthathaka ezaziwayo kwikhowudi engaguqukiyo: i-SQL injection, i-XSS, i-insecure deserialization. Ziyasokola ngeempazamo zenqanaba loyilo, ukungabikho koqinisekiso kwindlela yonke ye-API, i-breaked access control logic, imodeli yokugunyazisa ethatha ukuhamba okulandelelanayo kodwa inokugqithwa ngaphandle komyalelo.
Ikhowudi eyenziwe yi-AI ivelisa ezinye iziphene zoyilo kuba izixhobo ze-AI zivelisa kwinqanaba leempawu, kungekhona kwinqanaba lenkqubo. I-AI ayinalwazi ngemodeli yokhuseleko lwenkqubo ejikelezileyo ngaphandle kokuba inikwe loo mxholo ngokucacileyo, kwaye uninzi lwabaphuhlisi alucingi ukuba luyibonelele.
Indlela Yokukhusela Ikhowudi Eveliswe Yi-AI Kwikhompyutha Yakho CI/CD Pipeline
1. Phatha ikhowudi eyenziwe yi-AI njengegalelo elingathembekanga kwi SAST umaleko
Utshintsho olubaluleke kakhulu ekusebenzeni: musa ukunciphisa SAST ukugubungela kuba ikhowudi ivela kwi-AI. Yenza okwahlukileyo koko. Naliphi na iqela elinokwamkelwa okukhulu kwe-AI kufuneka lilindele ukuba inani lalo lokufumana linyuke kakhulu, kwaye lifanele lilungiselele izixhobo zalo ngokufanelekileyo.
Enyanisweni oku kuthetha ukuvumela SAST kuyo yonke into commit, kungekuphela nje ii-PR. Izixhobo ze-AI zenza ikhowudi ngokukhawuleza, kwaye abaphuhlisi commit ngokuthe ngcembe. Ukulinda uphononongo lwe-PR kuthetha ukuba iziphumo ziyaqokelelana ngaphambi kokuba nabani na azijonge. Kukwathetha nokulungisa izinto. SAST imida yobunzima ngokukodwa kwiindlela zokusilela kwekhowudi ye-AI: ukuphoswa kokuhlolwa kokuqinisekiswa kunye nokugunyaziswa, i-SSRF, i-CSRF, ukungasebenzi kakuhle kwe-serialization, kunye neziqinisekiso eziqinileyo, iiklasi zobuthathaka ezingasoloko zibala njengezona zibalulekileyo kwi-CVSS kodwa zihlala zixhaphakile.
Umngeni ophambili lizinga elingelolokwenyani. Izixhobo ze-AI zivelisa ikhowudi eninzi ngokukhawuleza, kwaye i-FPR ephezulu SAST ivelisa iziphumo ezininzi kangangokuba abaphuhlisi bafunda ukuzityeshela. Yiyo loo nto i-alert fatigue dynamic echitha injongo yokuskena ngokupheleleyo.
I-Xygeni SAST yalinganiswa ngokuchasene Uphawu lwe-OWASP kwaye ifumene izinga eliyi-100% le-true positive nge-16.7% ye-false positive. Kwimeko apho ikhowudi eyenziwe yi-AI inyusa ivolumu yokufumana, loo nto ingaphambi kokubacisI-ion yiyo egcina iziphumo zisebenza endaweni yokungahoywa. Funda ngakumbi ngeXygeni SAST →
2. Skena iimfihlo rhoqo, kungekuphela nje commit ixesha
Pre-commit hooks ziyimfuneko kodwa azanelanga. Abaphuhlisi abasebenzisa izixhobo ze-AI ngesantya badla ngokudlula kwi-intanethi hooks, sebenzisa abahleli be-AI abasekelwe kwiwebhu abangabaxhasiyo, okanye bavelise iimfihlo ngaphakathi kwezikripthi ze-CI endaweni yekhowudi yesicelo, apho hooks ungaze uqalise.
Indlela yokuzikhusela eyimfihlo kwiimfuno zophuhliso ezixhaswa yi-AI pre-commit hooks kubaphuhlisi abasebenzisa izixhobo ze-AI zasekuhlaleni, ukuskena okuqhubekayo kwe-repo kuwo onke amasebe kuquka nembali epheleleyo commit ukugubungela (iimfihlo ezisemthethweni ezivela kwakudala commits zisasetyenziswa), pipeline ukuskena iilog (izikripthi ze-AI ezenziwe yi-AI zihlala ziquka iziqinisekiso njengeenguqu ezidityanisiweyo eziprintwayo ukwakha iilog), kunye nokurhoxiswa ngokuzenzekelayo xa kubonwa, kuba isithuba esiphakathi kokuvezwa kunye nokufunyanwa komhlaseli sihlala silinganiswa ngeeyure, kungekhona ngeentsuku.
Xygeni Secrets Security ibona iintlobo eziyimfihlo ezingaphezu kwama-800 kwiindawo zokugcina izinto, pipeline iinkuni, IaC iifayile, kunye nemifanekiso yesikhongozeli. --history Imo yokuskena iveza iimfihlo ezindala kodwa ezisasebenza, umsantsa oqhelekileyo kwimisebenzi yokusebenza encediswa yi-AI. Iimfihlo ziyafihlwa ngaphambi kokuba zingeniswe okanye zithunyelwe kwiqonga, ngoko ke inkqubo yokufumanisa ngokwayo ayidali ukuvezwa okutsha. Imisebenzi yokusebenza yokurhoxiswa ngokuzenzekelayo iqala xa kufunyaniswa. Funda nzulu →
3. Faka isicelo SCA kunye nokufunyanwa kwe-malware kwiindlela ezixhomekeke kwi-AI
Izixhobo zokubhala ikhowudi ze-AI azibhali nje ikhowudi, zicebisa ukuxhomekeka. Umphuhlisi ocela umncedisi ukuba "afake ilayibrari yokuhlalutya i-JWT" ufumana isindululo sephakheji esinokuba yiphakheji esemthethweni, iphakheji ebhalwe nge-typosquat enegama elifanayo, okanye iphakheji eyayisemthethweni xa imodeli yayiqeqeshwa kodwa ukususela ngoko iye yachaphazeleka.
The Uphando lobuthathaka bekhowudi eyenziwe yi-AI lwe-CSA 2025 Kwakhona ikwabhala "ukuhlahlela phantsi", abahlaseli bebhalisa amagama eepakethe ezingabonakali kakuhle eziveliswa zizixhobo ze-AI, beguqula imodeli yokungaboni kakuhle ibe yivektha yohlaselo lwekhonkco lokuhambisa. Standard Isekelwe kwi-CVE SCA ayibambi nanye kwezi.
Oko ukufunayo ngokwenene: ukufunyanwa kwe-malware yokuziphatha okubonisa iipakethe ezinezikripthi zokufaka ezikrokrelekayo, iifowuni zenethiwekhi ezingalindelekanga, okanye ikhowudi efihliweyo; ukufunyanwa kokubhala kunye nokuchonga okuhlahlela igrafu epheleleyo yokuxhomekeka kwiipakethe ezibizwa ngokukhohlisayo; kunye nokuskena kwe-CVE ehluziweyo ekwaziyo ukufunyanwa eyahlula imisebenzi ebuthathaka ebizwa ngokwenene kwezo zingenisiweyo kodwa zingazange zenziwe.
I-Xygeni SCA idibanisa ukufunyanwa kwe-malware ngexesha langempela nge Isilumkiso saKwangoko seMalware (MEW) injini, ukuskena i-npm, i-PyPI, i-Maven, i-NuGet, i-RubyGems kunye nezinye iirejista ngexesha lokupapashwa, kungekuphela nje ngexesha lokufakwa, kunye Iskena sokuxhomekeka kwabarhanelwa efumanisa ukubhalwa kwamagama, ukudideka kokuxhomekeka, kunye nezikripthi zokufaka ezisolisayo ngokuhlalutya igrafu epheleleyo yokuxhomekeka. Jonga indlela esebenza ngayo →
4. Qinisekisa ukhuseleko guardrails kwi pipeline, kungekuphela nje ekuphononongweni kwekhowudi
Uhlolo lwekhowudi lucotha kakhulu kwaye alungqinelani kakhulu ukuba lube lulawulo oluphambili lokhuseleko lwekhowudi eyenziwe yi-AI. Abaphuhlisi bahlola imveliso ye-AI phantsi kovavanyo loxinzelelo lwesantya kuqala. Ulungiso lokhuseleko, ukuba lujongiwe, luza okwesibini.
Pipeline-mhlophe guardrails nyanzelisa iimfuno ngokuzenzekelayo: ukwakhiwa kweebhloko okwazisa izinto ezintsha ezibalulekileyo SAST iziphumo ezingaphezulu komda onokulungiselelwa, vimba ukuthunyelwa ukuba iimfihlo ezintsha zifunyenwe kwi commit, nyanzelisa umgaqo-nkqubo wokuxhomekeka ngokuthintela iipakethi ezingaphumeleliyo ekuhlolweni kwe-malware okanye ezingafakwanga kwi-digest echanekileyo, kwaye zifuna SBOM ukuveliswa kweemveliso eziquka ikhowudi encediswa yi-AI.
Umgaqo ophambili woyilo: guardrails kufuneka ivale okanye ilumkise, ingagcini nje ngokuxela. Isiphumo esingavimbi nantoni na sifundisa abaphuhlisi ukuba iziphumo zinokungahoywa ngokukhuselekileyo.
I-Xygeni DevAI ligosa elincedisayo lezokhuseleko elifumaneka njenge-arhente Ulwandiso lweKhowudi ye-VS kwaye Iplagi ye-IntelliJ/JetBrains eqhubeka ngokwanda SAST Ukuskena njengoko abaphuhlisi bebhala ikhowudi, kuchaza iindlela zokuxhaphaza ubuthathaka obufunyenweyo, kwaye kuzisa iingcebiso zokulungisa eziqinisekiswe yiXygeni MCP Server ukuze kufumaneke umngcipheko, umgaqo-nkqubo, kunye nempembelelo yotshintsho oluya kwenzeka. SCA, yaye IaC ukuskena konke kusebenza kwiseshoni enye ye-IDE. Funda nzulu →
6. Jonga indlela yokuziphatha engaqhelekanga evela kwizixhobo zokubhala iikhowudi ze-AI
Izixhobo ze-AI agent, izixhobo ezithatha amanyathelo azimeleyo kwindawo okuyo, ezingapheleli nje ekuveliseni iingcebiso, zazisa umphezulu omtsha wengozi. Isixhobo se-arhente sekhowudi esinokufikelela ekubhaleni kwindawo yokugcina izinto, pipeline ukuqalisa ukufikelela, okanye ukufikelela kwiimfihlo kujoliso olunexabiso eliphezulu ukuba luchaphazelekile.
I-CVE-2025-54135 (CurXecute), umngcipheko wokusetyenziswa kwekhowudi ekude kumhleli wekhowudi ye-Cursor AI, ivumele ukusetyenziswa kwekhowudi ngokungacwangciswanga kwiimashini zabaphuhlisi ngaphandle kokunxibelelana nomsebenzisi, okwatyhilwa ekuqaleni kuka-2026. Irada yoKhuseleko lweTekhnoloji yeGeorgia uphando lubonisa ukuba iindawo zohlaselo ziyanda ngokukhawuleza njengoko izixhobo ze-AI zisiba zizimeleyo ngakumbi.
Ukubeka iliso kwindlela yokuziphatha yomsebenzi wesixhobo se-AI kwisixhobo sakho pipeline kufuneka baqaphele utshintsho olungalindelekanga CI/CD Iifayile zoqwalaselo lomsebenzi (enye yezona mpawu zicacileyo zesixhobo se-AI esiphazamisekileyo okanye uhlaselo olukhawulezileyo lwe-injection), iinkqubo zesixhobo sekhowudi se-AI esenza izicelo zenethiwekhi ukuya kwiindawo ezingalindelekanga ngexesha lokwakha, iipatheni zokufikelela ezingaqhelekanga kwiivenkile eziyimfihlo ezivela kwiindawo zokusebenza zabaphuhlisi, kunye nokuxhomekeka okutsha okuziswe zizixhobo ze-AI ezazingekho kwizakhiwo zangaphambili.
| Ulwaleko | ulawulo | Priority |
|---|---|---|
| ikhowudi | SAST kuyo yonke into commit, uqwalaselo oluphantsi lwe-FPR | Critical |
| ikhowudi | Impendulo yokhuseleko lwe-IDE kwi-VS Code / IntelliJ | phezulu |
| iimfihlo | Pre-commit hooks + ukuskena okuqhubekayo kwe-repo | Critical |
| iimfihlo | Ukuskena imbali yeGit kwiimfihlo zelifa ezisemthethweni | Critical |
| iimfihlo | Ukurhoxiswa ngokuzenzekelayo xa kuchongwa | Critical |
| Ukuxhomekeka | SCA kunye ne-malware + ukufunyanwa kwe-slopsquatting | Critical |
| Ukuxhomekeka | Ukubekwa phambili kwe-CVE ehluzwe ngokufikeleleka | phezulu |
| Pipeline | Yakha iibhloko kwiziphumo ezintsha ezibalulekileyo | phezulu |
| Pipeline | Ukunyanzeliswa komgaqo-nkqubo wokuxhomekeka ngexesha lokwakha | phezulu |
| Pipeline | SBOM ukuveliswa kweemveliso ezincediswa yi-AI | phakathi |
| Izixhobo zearhente | Ukubeka iliso kwindlela yokuziphatha komsebenzi wesixhobo se-AI | phezulu |
| Izixhobo zearhente | Ukufikelela okuncinci kwezixhobo zokubhala iikhowudi ze-AI | phezulu |
Indlela iXygeni eyikhusela ngayo ikhowudi eyenziwe yi-AI ukususela ekuqaleni ukuya ekupheleni
Ukukhusela ikhowudi eyenziwe yi-AI kufuna ukugutyungelwa ngokupheleleyo SDLC, ukususela ngexesha umphuhlisi amkela isiphakamiso ukuya kuthi ga ngelo xesha into eyenziweyo ifikelela kwimveliso. Izixhobo zenqaku ezigubungela umaleko omnye kuphela zishiya izikhewu eziza kufumaneka ngokuthembekileyo kuphuhliso lwesantya se-AI.
| Isigaba | Ubuchule beXygeni | Oko Ikubambisayo |
|---|---|---|
| Kwi-IDE | Iseva ye-DevAI + MCP | Ubuthathaka ngexesha lokubhala, ngaphambi commit |
| At commit | SAST + Ukhuseleko Lweemfihlo | Iziphene zekhowudi, iziqinisekiso eziqinileyo, izitshixo ze-API eziveziweyo |
| Ekwakhiweni | SCA ngokufunyanwa kwe-malware + ukufikelela lula | Ukuxhomekeka okunobungozi okanye okubuthathaka okucetyiswa yi-AI |
| In pipeline | CI/CD Ukhuseleko + Ukufunyanwa kwe-Anomaly | Ulwakhiwo olungakhuselekanga, ulungelelwaniso lwezixhobo ze-arhente, imisebenzi efakiweyo |
| Emva kokuthunyelwa | DAST + ASPM | Ukuqinisekiswa kokuxhaphaka kwexesha lokusebenza, ukuma komngcipheko okudibeneyo |
Eyona nto iphambili yokwahlulahlula luluhlu lobukrelekrele oludibanisa zonke ezi zinto. I-MCP Server yeXygeni iqinisekisa ukuba isiphakamiso sokulungisa esiveliswa yiDevAI kwi-IDE sivavanywa ukuze sijonge ukuthotyelwa komgaqo-nkqubo, ukwaphula umngcipheko wotshintsho, kunye nomxholo wombutho ngaphambi kokuba sifikelele kumphuhlisi. Ukulungiswa okuncediswa yi-AI kunye guardrails, hayi xa i-security ivaliwe.
Iingcinga Final
Izixhobo zokubhala iikhowudi ze-AI zivelisa isabelo esibalulekileyo nesikhulayo se enterprise ikhowudi. Bakwangenisa ubuthathaka bokhuseleko ngendlela ecwangcisiweyo kwiipateni ezibaluleke kakhulu: ugunyaziso olungekhoyo, iimfihlo eziveziweyo, ukuxhomekeka okungakhuselekanga, kunye neziphene zoyilo ezingaphoswayo zizikena ezimileyo.
Impendulo ayikokuthintela ukusetyenziswa kwezixhobo ze-AI. build security iziseko zophuhliso ezikhula ngesantya sophuhliso lwe-AI. Amaqela afumana olu ncedo lwe-AI olufanelekileyo athumela iimpawu ngokukhawuleza nangokukhuselekileyo kunamaqela aphatha ikhowudi ye-AI njengekhowudi yomntu enezinga eliphezulu leempazamo.
Akunjalo. Kwaye eyakho pipeline kufuneka bazi umahluko.
???? Qala ityala lakho lasimahla kwaye uskene indawo yakho yokuqala encediswa yi-AI ngemizuzu embalwa, akukho mfuneko yekhadi letyala.
???? Bhukisha idemo kwaye ubone indlela iXygeni ehambelana ngayo ne-AI development stack yakho ethile.
???? Khuphela iphepha elimhlophe, Ukukhusela iVibe Code Ngaphambi kokuba Ibe Ngumngcipheko Omkhulu we-AI kwiNkampani yakho.
Ufundo oluhambelana nayo:
Malunga uMbhali
Umseki kunye neCTO
UFatima Said igxile kumxholo wokuqala wabaphuhlisi be-AppSec, i-DevSecOps, kunye software supply chain securityUguqula imiqondiso yokhuseleko enzima ibe yisikhokelo esicacileyo nesisebenzayo esinceda amaqela ukuba abeke phambili izinto ngokukhawuleza, anciphise ingxolo, kwaye athumele ikhowudi ekhuselekileyo.
