Opanga mapulogalamu anu akutumiza zinthu mwachangu kuposa kale lonse. Akubweretsanso zovuta zachitetezo pamlingo womwe zida zanu zomwe mukugwiritsa ntchito pano sizinapangidwe kuti zigwire ntchito.
Zipangizo zopangira ma code a AI sizimangofulumizitsa chitukuko chokha, koma zimafulumizitsa kuyambitsidwa kwa ma code osatetezeka. Pulojekiti ya Georgia Tech Vibe Security Radar adalemba ma CVE atsopano 35 mu Marichi 2026 okha chifukwa cha zida zolembera ma code za AI, kuchokera pa 6 mu Januwale. Ofufuza akuyerekeza kuti chiwerengero chenicheni ndi chokwera kasanu mpaka khumi m'malo onse otseguka. Kafukufuku wa CSA adapeza kuti 62% ya ma code opangidwa ndi AI ali ndi zolakwika pakupanga kapena zofooka zodziwika, ngakhale opanga mapulogalamu akugwiritsa ntchito mitundu yaposachedwa ya maziko.
Ili si vuto lomwe mungathetse mwa kupempha opanga mapulogalamu kuti achepetse liwiro. Yankho lake ndikumanga zomangamanga zachitetezo zomwe zimagwirizana ndi chitukuko cha liwiro la AI, ndipo magulu ambiri alibe pakadali pano.
Kusiyana komwe Magulu Ambiri Sakuona Mpaka Kutachedwa Kwambiri
Zipangizo zolembera ma code a AI zimabweretsa vuto lachitetezo lomwe zomangamanga zachikhalidwe za AppSec sizinapangidwe chifukwa chake: ma code othamanga kwambiri, okhala ndi voliyumu yambiri okhala ndi njira zosiyanasiyana zolephera kuposa ma code olembedwa ndi anthu.
Magulu ambiri amapeza kusiyana kumeneku molakwika, pamene CVE ifika popanga yomwe scanner yawo iyenera kuti inagwira, kapena pamene chinsinsi commitKugwiritsidwa ntchito ndi njira yogwirira ntchito yothandizidwa ndi AI kumawonekera m'manja mwa wowukira.
| Popanda Zowongolera Zapadera za AI | Ndi Xygeni | |
|---|---|---|
| Zofooka za ma code | Kuchulukana kwakukulu, njira zolephera mwadongosolo | Ndinagwidwa nthawi yolemba mu IDE kale commit |
| Kuwululidwa kwachinsinsi | Kuchuluka kwachiwiri kwa chiwopsezo cha AI commits | Kusanthula kosalekeza + kuchotsedwa kokha pazigawo zonse |
| Kudalirana koipa | AI ikupereka ma phukusi opanda ma check achitetezo | Kuzindikira pulogalamu yaumbanda panthawi yofalitsa, osati nthawi yoyika |
| Pipeline chiopsezo | Palibe kuwonekera kwa machitidwe a zida zogwiritsira ntchito | Zoyambira za khalidwe + kuzindikira zolakwika |
| Zotsatira | Ngongole yachitetezo ikuwonjezeka pa liwiro la AI | Kuphimba komwe kumakula ndi liwiro la chitukuko |
Chifukwa Chake Khodi Yopangidwa ndi AI Imalephera M'mapangidwe Enaake
Tisanapite ku zowongolera, ndikofunikira kumvetsetsa chifukwa chake ma code opangidwa ndi AI amalephera mosiyana ndi ma code olembedwa ndi anthu, chifukwa njira zolephera zimatsimikiza kuti ndi zowongolera ziti zomwe zili zofunika kwenikweni.
Kumaliza chitsanzo pa kulingalira za chitetezo
Ma LLM amapanga ma code poneneratu kuti ziwerengero zidzapitirirabe momwe ma pattern omwe adawaonera mu data yophunzitsira. Pamene deta yophunzitsirayo ikuphatikizapo zitsanzo mamiliyoni ambiri za ma code osatetezeka, chitsanzocho chimabwerezanso ma pattern amenewo molimba mtima komanso momveka bwino.
Chitsanzochi sichikuganizira za chitetezo. Chikukwaniritsa mapangidwe. Pempho loti "kuwonjezera kutsimikizika kumapeto kwa nkhaniyi" lidzapanga khodi yomwe imawoneka ngati kutsimikizika ndipo nthawi zambiri imagwira ntchito ngati kutsimikizika, koma ikhoza kusiya kutha kwa chizindikiro, kuphonya macheke a chilolezo, kapena kugwiritsa ntchito cryptographic primitive yosagwiritsidwa ntchito, chifukwa zosiyidwazo ndizofala kwambiri mu deta yophunzitsira.
Kulondola kwa kapangidwe kake popanda chitetezo cha mawu
Kusanthula kwa kampani yachitetezo ya Tenzai mu Disembala 2025 kunafufuza mapulogalamu 15 opanga omwe adamangidwa pogwiritsa ntchito zida zisanu zazikulu zolembera ma code a AI ndipo kunapeza zofooka 69 pa chitsanzo chilichonse. Pulogalamu iliyonse inalibe chitetezo cha CSRF ndipo inalibe mitu yachitetezo yokonzedwa. Chida chilichonse chinayambitsa zofooka zopempha zachinyengo za seva (SSRF), zomwe zinayambitsa zolephera zazikulu zachitetezo pa mapulogalamu onse 15.
Izi si nkhani za edge. Ndi mipata yokhazikika pa zomwe zida za AI zimakwaniritsa: khodi yogwirira ntchito, osati zokhazikika zotetezeka.
Georgetown CSET inapeza padera zofooka za XSS mu 86% ya zitsanzo zama code zopangidwa ndi AI zomwe zinayesedwa m'ma LLM asanu akuluakulu.
Kuwululidwa kwa zinsinsi mwachangu
Thandizo la AI commitamavumbula zinsinsi mowirikiza kawiri kuposa anthu okha commits. Pulogalamu ya Chidziwitso cha kafukufuku wa CSA pa chitetezo cha ma code a vibe chiwerengerochi chikuyika 3.2% ya anthu omwe ali ndi chithandizo cha AI commits poyerekeza ndi 1.5% ya anthu okha, komanso GitHub ya anthu onse yawona kuwonjezeka kwa 34% kwa ziphaso zolembedwa mu 2025 chaka ndi chaka.
Njirayi ndi yosavuta: opanga mapulogalamu omwe amagwira ntchito pa liwiro la AI nthawi zambiri amaika ziphaso m'maumboni ngati nkhani, ndipo zida za AI zimaphatikizapo ziphasozo m'zotulutsa zomwe zapangidwa. Opanga mapulogalamu omwe amawunikanso ma code a AI pa liwiro amafufuza ngati zikugwira ntchito molondola, osati chinsinsi.
Zolakwika zosaoneka za kapangidwe ka nyumba
Zida zachitetezo zachikhalidwe zimapambana kupeza njira zodziwika bwino zopewera mavuto mu code yosasinthika: SQL injection, XSS, inserialization yosatetezeka. Zimavutika ndi zolakwika pamlingo wopanga, kusowa kutsimikizika pa njira yonse ya API, logic yoletsa kulowa, njira yovomerezeka yomwe imaganiza kuti ikuyenda motsatizana koma ikhoza kupewedwa.
Khodi yopangidwa ndi AI imabweretsa zolakwika zambiri pakupanga chifukwa zida za AI zimapanga pamlingo wa mawonekedwe, osati pamlingo wa makina. AI sadziwa za chitetezo cha makina ozungulira pokhapokha ngati atapatsidwa nkhaniyi momveka bwino, ndipo opanga mapulogalamu ambiri saganiza zopereka.
Momwe Mungatetezere Khodi Yopangidwa ndi AI mu Yanu CI/CD Pipeline
1. Onani ma code opangidwa ndi AI ngati cholowera chosadalirika pa SAST wosanjikiza
Kusintha kofunikira kwambiri pa ntchito: musachepetse SAST Kuphimba chifukwa khodi idachokera ku AI. Chitani zosiyana. Gulu lililonse lomwe lili ndi kugwiritsa ntchito kwambiri AI liyenera kuyembekezera kuti kuchuluka kwa zomwe likupeza kudzawonjezeka kwambiri, ndipo liyenera kukonza zida zawo moyenerera.
Mwachidule izi zikutanthauza kulola SAST pa iliyonse commit, osati ma PR okha. Zida za AI zimapanga ma code mwachangu, ndipo opanga mapulogalamu commit pang'onopang'ono. Kudikira kuti anthu abwerezenso ndemanga za PR kumatanthauza kuti zomwe zapezeka zikusonkhanitsidwa munthu asanaziyang'ane. Kumatanthauzanso kusintha zomwe zapezeka. SAST malire a kuopsa makamaka pa njira zolephera za ma code a AI: kusowa kwa macheke otsimikizira ndi ovomerezeka, SSRF, CSRF, kusatetezeka kwa deta, ndi ziphaso zolembedwa, magulu ofooka omwe nthawi zambiri samakhala ofunikira kwambiri mu CVSS koma nthawi zonse amatha kugwiritsidwa ntchito.
Vuto lalikulu ndi chiwongola dzanja chabodza. Zida za AI zimapanga ma code ambiri mwachangu, ndipo FPR yapamwamba SAST imapanga zinthu zambiri zomwe opanga mapulogalamu amaphunzira kuzinyalanyaza. Imeneyo ndi njira yopezera tcheru yomwe imalepheretsa cholinga chofufuza kwathunthu.
Xygeni SAST idayesedwa motsutsana ndi Chizindikiro cha OWASP ndipo adapeza chiwongola dzanja chenicheni cha 100% ndi chiwongola dzanja chabodza cha 16.7%. Mu malo omwe ma code opangidwa ndi AI amawonjezera kuchuluka kwa kupeza, zomwe zisanachitikecision ndi yomwe imapangitsa kuti zomwe zapezeka zitheke kuchitapo kanthu m'malo monyalanyazidwa. Dziwani zambiri za Xygeni SAST →
2. Fufuzani zinsinsi nthawi zonse, osati pa commit nthawi
Pre-commit hooks ndizofunikira koma sizokwanira. Opanga mapulogalamu omwe amagwiritsa ntchito zida za AI mwachangu nthawi zambiri amanyalanyaza hooks, gwiritsani ntchito akonzi a AI opangidwa pa intaneti omwe sawathandiza, kapena kupanga zinsinsi mkati mwa zolemba za CI m'malo mwa khodi ya pulogalamu, komwe hooks osayambitsa.
Chitetezo chathunthu chachinsinsi pazosowa za chitukuko chothandizidwa ndi AI pre-commit hooks kwa opanga mapulogalamu omwe amagwiritsa ntchito zida za AI zakomweko, kusanthula kosalekeza kwa repo m'magawo onse kuphatikiza mbiri yonse commit nkhani (zinsinsi zenizeni zakale commits akadali ogwiritsidwa ntchito), pipeline Kusanthula ma log (ma script a CI opangidwa ndi AI nthawi zambiri amakhala ndi zizindikiritso monga zosintha zomwe zimasindikizidwa kuti zipange ma log), komanso kuchotsedwa kokha pakapezeka, chifukwa nthawi yoti pakati pa kuonekera ndi kupezeka kwa wowukira nthawi zambiri imayesedwa m'maola, osati masiku.
Xygeni Secrets Security imazindikira mitundu yoposa 800 yachinsinsi m'malo osungiramo zinthu, pipeline mitengo, IaC mafayilo, ndi zithunzi za ziwiya. --history Njira yojambulira imasonyeza zinsinsi zomwe ndi zakale koma zikadali zovomerezeka, kusiyana komwe kumachitika mu ntchito zothandizidwa ndi AI. Zinsinsi zimabisika zisanalowe kapena kutumizidwa ku nsanja, kotero njira yodziwira yokha sipanga mawonekedwe atsopano. Njira zodzichotsera zokha zimayamba kuzindikirika. Dziwani zambiri →
3. Ikani SCA ndi kuzindikira pulogalamu yaumbanda kuzinthu zomwe zimalimbikitsidwa ndi AI
Zipangizo zolembera ma code za AI sizimangolemba ma code okha, koma zimasonyeza kudalira. Wopanga mapulogalamu akupempha wothandizira kuti "awonjezere laibulale yowerengera ma JWT" amalandira upangiri wa phukusi womwe ungakhale phukusi lovomerezeka, phukusi lolembedwa ndi dzina lofanana, kapena phukusi lomwe linali lovomerezeka pamene chitsanzocho chinaphunzitsidwa koma kuyambira pamenepo lakhala likusokonekera.
The Kafukufuku wa CSA 2025 wokhudza kufooka kwa ma code opangidwa ndi AI imalembanso za "slopsquatting", owukira akulembetsa mayina a mapaketi opangidwa ndi zilombo zomwe zida za AI zimapanga, zomwe zimapangitsa kuti zilombozi zikhale zowoneka bwino mwachindunji. Standard Yochokera ku CVE SCA sichigwira chilichonse mwa izi.
Zomwe mukufunikiradi: kuzindikira pulogalamu yaumbanda yomwe imawonetsa ma phukusi okhala ndi zolemba zokayikitsa zokhazikitsa, mafoni osayembekezereka a netiweki, kapena ma code obisika; kuzindikira kwa typosquatting ndi slopsquatting komwe kumasanthula graph yonse yodalira ma phukusi otchulidwa mwachinyengo; ndi kusanthula kwa CVE komwe kumasefedwa komwe kumasiyanitsa ntchito zosatetezeka zomwe zimayitanidwa kuchokera ku zomwe zatumizidwa koma sizinachitike.
Xygeni SCA imaphatikiza kuzindikira pulogalamu yaumbanda nthawi yeniyeni kudzera mu Chenjezo Loyambirira la Malware (MEW) injini, kusanthula npm, PyPI, Maven, NuGet, RubyGems ndi ma registry ena panthawi yofalitsa, osati nthawi yokhazikitsa yokha, ndi Chojambulira cha Okayikira zomwe zimazindikira kulemba molakwika, chisokonezo cha kudalira, ndi zolemba zokayikitsa zoyika pofufuza graph yonse ya kudalira. Onani momwe imagwirira ntchito →
4. Kulimbikitsa chitetezo guardrails mu pipeline, osati kungoyang'ana ma code okha
Kuwunikanso ma code ndi kochedwa kwambiri komanso kosagwirizana kwambiri moti sikungakhale njira yayikulu yodzitetezera pa ma code opangidwa ndi AI. Opanga mapulogalamu akuwunikanso kutulutsa kwa AI poyang'ana kuthamanga kwa liwiro, kulondola kwa magwiridwe antchito, poyamba. Kulondola kwa chitetezo, ngati kwawunikiridwa konse, kumabwera kachiwiri.
Pipeline-level guardrails kukakamiza zofunikira zokha: kumanga ma block omwe amayambitsa zofunikira zatsopano SAST zomwe zapezeka pamwamba pa malire osinthika, lekani kutumizidwa ngati zinsinsi zatsopano zapezeka mu commit, tsatirani mfundo zodalira anthu poletsa ma phukusi omwe amalephera kuyang'aniridwa ndi ma malware kapena omwe sanakhazikitsidwe bwino, ndipo amafunika SBOM kupanga mapulogalamu omwe ali ndi code yothandizidwa ndi AI.
Mfundo yofunika kwambiri yopangira: guardrails ayenera kuletsa kapena kuchenjeza, osati kungonena chabe. Kupeza komwe sikuletsa chilichonse kumaphunzitsa opanga mapulogalamu kuti zomwe zapezeka zitha kunyalanyazidwa mosatekeseka.
Xygeni DevAI ndi wothandizira pa chitetezo cha boma yemwe alipo ngati Kuwonjezeka kwa VS Code ndi Pulogalamu yowonjezera ya IntelliJ/JetBrains zomwe zimayenda pang'onopang'ono SAST Kusanthula pamene opanga mapulogalamu akulemba ma code, kufotokoza njira zogwiritsira ntchito zofooka zomwe zapezeka, ndikupereka malingaliro okonza omwe atsimikiziridwa ndi Xygeni MCP Server kuti apeze zoopsa, mfundo, ndi zotsatira zosokoneza. Kuzindikira zinsinsi, SCAndipo IaC Kusanthula zonse kumachitika mu gawo lomwelo la IDE. Dziwani zambiri →
6. Yang'anirani machitidwe osazolowereka kuchokera ku zida zolembera ma code za AI
Zida zogwiritsira ntchito AI, zida zomwe zimachita zinthu zokha m'malo mwanu, osati kungopereka malingaliro okha, zimayambitsa malo atsopano owopsa. Chida chogwiritsira ntchito code chogwiritsira ntchito agent chokhala ndi mwayi wolemba zinthu, pipeline kuyambitsa mwayi wopeza, kapena mwayi wopeza zinsinsi ndi cholinga chamtengo wapatali ngati chasokonekera.
CVE-2025-54135 (CurXecute), vuto la kugwiritsa ntchito ma code akutali mu Cursor AI code editor, linalola kugwiritsa ntchito ma code mosasamala pa makina opanga mapulogalamu popanda kuyanjana ndi ogwiritsa ntchito, zomwe zinawululidwa kumayambiriro kwa chaka cha 2026. Rada ya Chitetezo cha Georgia Tech Vibe Kafukufuku akuwonetsa kuti malo owukira akukulirakulira mofulumira pamene zida za AI zikukhala zodziyimira pawokha.
Kuwunika khalidwe la ntchito ya zida za AI m'thupi lanu pipeline ayenera kuyang'anira kusintha kosayembekezereka CI/CD Mafayilo osinthira kayendedwe ka ntchito (chimodzi mwa zizindikiro zomveka bwino za chida cha AI chosokonekera kapena kuukira mwachangu), njira zolembera ma code a AI zomwe zimapangitsa kuti ma network azipempha kupita kumalo osayembekezereka panthawi yomanga, njira zachilendo zopezera zinthu zobisika kuchokera ku malo ogwirira ntchito opanga mapulogalamu, ndi kudalira kwatsopano komwe kwayambitsidwa ndi zida za AI zomwe sizinalipo m'mapangidwe am'mbuyomu.
| wosanjikiza | Control | patsogolo |
|---|---|---|
| Code | SAST pa iliyonse commit, kasinthidwe kochepa ka FPR | ovuta |
| Code | Ndemanga za chitetezo cha IDE mu VS Code / IntelliJ | High |
| zinsinsi | Pre-commit hooks + kusanthula kosalekeza kwa repo | ovuta |
| zinsinsi | Kusanthula mbiri ya Git kuti mupeze zinsinsi zakale zovomerezeka | ovuta |
| zinsinsi | Kuchotsa kokha pakapezeka | ovuta |
| Kudalira | SCA ndi pulogalamu yaumbanda + kuzindikira slopsquatting | ovuta |
| Kudalira | Kuyika patsogolo CVE yosefedwa kuti ipezeke mosavuta | High |
| Pipeline | Pangani mipata pa zomwe zapezeka zatsopano zofunika | High |
| Pipeline | Kukhazikitsa mfundo zodalira panthawi yomanga | High |
| Pipeline | SBOM kupanga zotulutsa zothandizidwa ndi AI | sing'anga |
| Zida zogwirira ntchito | Kuyang'anira khalidwe la ntchito ya chida cha AI | High |
| Zida zogwirira ntchito | Kupeza mwayi wochepa wa zida zolembera ma code za AI | High |
Momwe Xygeni Imatetezera Ma Code Opangidwa ndi AI Kumapeto mpaka Kumapeto
Kuteteza ma code opangidwa ndi AI kumafuna kuphimba zonse SDLC, kuyambira pomwe wopanga mapulogalamu amalandira lingaliro mpaka pomwe chinthucho chafika pakupanga. Zipangizo zolozera zomwe zimaphimba gawo limodzi lokha zimasiya mipata yomwe chitukuko cha liwiro la AI chidzapeza modalirika.
| Gawo | Kuthekera kwa Xygeni | Zimene Zimakhudza |
|---|---|---|
| Mu IDE | Seva ya DevAI + MCP | Kusatetezeka panthawi yolemba, isanafike commit |
| At commit | SAST + Chitetezo cha Zinsinsi | Zolakwika pa code, ziphaso zokhazikika, makiyi a API owonekera |
| Pakumanga | SCA ndi kuzindikira pulogalamu yaumbanda + kuthekera kofikira | Kudalira komwe kumalimbikitsidwa ndi AI yoipa kapena yosatetezeka |
| In pipeline | CI/CD Chitetezo + Kuzindikira Zolakwika | Zomanga zosatetezeka, kusagwirizana ndi zida zogwiritsira ntchito, njira zogwirira ntchito zomwe zalowetsedwa |
| Pambuyo potumizidwa | DAST + ASPM | Kutsimikizira kugwiritsidwa ntchito kwa nthawi yogwirira ntchito, mawonekedwe ogwirizana a chiopsezo |
Chosiyanitsa chachikulu ndi gawo la nzeru lomwe limalumikiza zonsezi. Seva ya MCP ya Xygeni imaonetsetsa kuti lingaliro lokonza lomwe DevAI imapanga mu IDE liwunikiridwa kuti liwone ngati likutsatira mfundo, kuswa chiopsezo cha kusintha, komanso momwe bungwe likuyendera lisanafike kwa wopanga mapulogalamu. Kukonzanso kothandizidwa ndi AI ndi guardrails, osati chitetezo chikatsekedwa.
Maganizo Final
Zipangizo zopangira ma code a AI zikupanga gawo lalikulu komanso lokulirakulira la enterprise khodi. Akuyambitsanso zovuta zachitetezo mwadongosolo pamachitidwe omwe ndi ofunikira kwambiri: kusowa kwa chivomerezo, zinsinsi zowululidwa, kudalira kosatetezeka, ndi zolakwika pakupanga zomwe ma static scanners samaphonya.
Yankho si kuchepetsa kugwiritsa ntchito zida za AI. build security zomangamanga zomwe zimakula ndi liwiro la chitukuko cha AI. Magulu omwe amapeza chithandizo cha AI choyenera amapereka mawonekedwe ofulumira komanso otetezeka kuposa magulu omwe amagwiritsa ntchito ma code a AI ngati ma code a anthu omwe ali ndi chiwopsezo chachikulu cha zolakwika.
Sizili choncho. Ndipo wanu pipeline ayenera kudziwa kusiyana kwake.
???? Yambani kuyesa kwanu kwaulere ndipo fufuzani malo anu oyamba osungiramo zinthu pogwiritsa ntchito AI mumphindi zochepa, palibe khadi la ngongole lomwe likufunika.
???? Sungitsani chizindikiro ndipo onani momwe Xygeni imagwirizanirana ndi gulu lanu lachitukuko cha AI.
???? Tsitsani pepala loyera, Kusunga Ma Vibe Code Motetezeka Musanakhale Chiwopsezo Chachikulu Cha AI Cha Bungwe Lanu.
Kuwerenga kofananira:
- Chitetezo cha Assistant Coding Assistant: Momwe Mungapewere Kusatetezeka mu Code Yopangidwa ndi AI
- Chitetezo cha AI cha Shadow: Zonse Zomwe Muyenera Kudziwa
- Momwe Mungagwiritsire Ntchito Kukonzanso kwa AI mu DevSecOps
- Chitetezo cha MCP: Kuteteza Ndondomeko ya Chitsanzo
- OWASP Top 10 pa Mapulogalamu a LLM 2025
Za Author
Co-Founder & CTO
Fatima Said imadziwika kwambiri ndi zinthu zoyambira mapulogalamu a AppSec, DevSecOps, ndi software supply chain securityAmasintha zizindikiro zovuta zachitetezo kukhala malangizo omveka bwino komanso othandiza omwe amathandiza magulu kuti aziika patsogolo mwachangu, kuchepetsa phokoso, komanso kutumiza ma code otetezeka.
