Ndị mmepe gị na-ebuga atụmatụ ngwa ngwa karịa mgbe ọ bụla. Ha na-ewebatakwa nsogbu nchekwa n'ọkwa nke na-abụghị nke e mere ka ngwaọrụ gị dị ugbu a jikwaa.
Ngwa ndeksi AI anaghị eme ka mmepe dịkwuo ngwa ngwa. Ha na-eme ka mwepụta nke koodu na-enweghị nchekwa dịkwuo ngwa ngwa. Ọrụ radar nchekwa Georgia Tech Vibe Dekọọ CVE ọhụrụ 35 na Machị 2026 naanị ya site na ngwaọrụ koodu AI, site na 6 na Jenụwarị. Ndị nchọpụta na-eme atụmatụ na ọnụọgụgụ ezi dị elu karịa ugboro ise ruo iri n'ofe usoro ihe owuwu mepere emepe sara mbara. Nnyocha CSA achọpụtara na 62% nke koodu AI mepụtara nwere ntụpọ imewe ma ọ bụ adịghị ike a maara, ọbụlagodi mgbe ndị mmepe na-eji ụdị ntọala kachasị ọhụrụ.
Nke a abụghị nsogbu ị ga-edozi site n'ịgwa ndị mmepe ka ha belata ọsọ ha. Azịza ya bụ iwulite akụrụngwa nchekwa nke na-aga n'ihu na mmepe ọsọ AI, ọtụtụ ndị otu enwebeghị ya.
Oghere Ọtụtụ Ndị Otu Na-anaghị Ahụ Ruo Mgbe Oge Gara Aga
Ngwaọrụ koodu AI na-emepụta nsogbu nchekwa kpọmkwem nke e wurughị maka akụrụngwa AppSec ọdịnala: koodu ọsọ dị elu, koodu olu dị elu nwere usoro ọdịda dị iche iche na koodu edere ede mmadụ.
Ọtụtụ ndị otu na-achọpụta oghere a n'ụzọ na-ezighi ezi, mgbe CVE dara na mmepụta nke ihe nyocha ha kwesịrị ijide, ma ọ bụ mgbe ihe nzuzo commitusoro ọrụ nke AI na-enyere aka na-apụta n'aka onye na-awakpo.
| Na-enweghị njikwa AI kpọmkwem | Na Xygeni | |
|---|---|---|
| Nsogbu koodu | Njupụta dị elu, ụkpụrụ ọdịda sistemụ | E jidere ya n'oge ederede na IDE tupu commit |
| Mkpughe ihe nzuzo | Ọnụego dị elu karịa ugboro abụọ na enyemaka AI commits | Nnyocha na-aga n'ihu + mwepụ onwe-akpaka n'ofe akwa niile |
| Ndabere ọjọọ | AI na-atụ aro ngwugwu na-enweghị nyocha nchekwa | Nchọpụta malware n'oge mbipụta, ọ bụghị oge nrụnye |
| Pipeline n'ihe ize ndụ | Enweghị visibiliti n'ime omume ngwaọrụ ndị nnọchi anya | Ntọala omume + nchọpụta ihe na-adịghị mma |
| Ihe | Ụgwọ nchekwa na-agbakọta na ọsọ AI | Mkpuchi nke na-eto site na ọsọ mmepe |
Ihe kpatara Koodu AI ji ada ada na ụkpụrụ ụfọdụ
Tupu anyị abanye na njikwa ndị ahụ, ọ bara uru ịghọta ihe kpatara koodu AI ji ada ada n'ụzọ dị iche na koodu mmadụ dere, n'ihi na ụdị ọdịda na-ekpebi njikwa ndị dị mkpa n'ezie.
Mmecha ụkpụrụ karịa echiche nchekwa
LLM na-emepụta koodu site n'ibu amụma na usoro ndị ha hụrụla na data ọzụzụ ga-aga n'ihu n'ọgụgụ. Mgbe data ọzụzụ ahụ gụnyere ọtụtụ nde ihe atụ nke koodu enweghị nchekwa, ụdị ahụ na-emepụta usoro ndị ahụ n'enweghị obi ike na nke ọma.
Ihe nlereanya a anaghị eche echiche gbasara nchekwa. Ọ na-emecha ụkpụrụ. Arịrịọ maka "itinye nkwenye na njedebe a" ga-emepụta koodu nke yiri nkwenye ma na-arụkarị ọrụ dị ka nkwenye, mana ọ nwere ike iwepụ njedebe akara ngosi, ịhapụ nlele ikike, ma ọ bụ jiri usoro nzuzo nke emebiela, n'ihi na ihe ndị ahụ a na-anaghị akọwapụta na data ọzụzụ.
Izi ezi nke ihe owuwu na-enweghị nchekwa mkpụrụokwu
Nnyocha nke ụlọ ọrụ nchekwa Tenzai mere na Disemba 2025 lere anya na ngwa mmepụta iri na ise e ji ngwaọrụ koodu AI ise rụọ wee chọpụta adịghị ike iri isii na itoolu n'ofe ihe nlele ahụ. Ngwa ọ bụla enweghị nchekwa CSRF ma enweghị isi nchekwa ahaziri. Ngwaọrụ ọ bụla webatara adịghị ike arịrịọ adịgboroja (SSRF) n'akụkụ sava, nke bụ nhichapụ nke ọdịda nchekwa bụ isi n'ofe ngwa iri na ise niile.
Ndị a abụghị ihe dị n'akụkụ. Ha bụ oghere dị n'usoro n'ihe ngwaọrụ AI na-eme ka ọ dị mma: koodu ọrụ, ọ bụghị ndabara nchekwa.
Georgetown CSET chọpụtara adịghị ike XSS n'ime 86% nke ihe nlele koodu nke AI mepụtara anwalere n'ofe LLM ise dị mkpa.
Mkpughe nzuzo ngwa ngwa
AI-enyere aka commits na-ekpughe ihe nzuzo na ihe karịrị okpukpu abụọ nke ọnụego mmadụ naanị commits. Na Ihe ndekọ nyocha CSA gbasara nchekwa koodu vibe tinye ọnụọgụgụ ahụ na 3.2% maka enyemaka AI commits vs. 1.5% maka naanị mmadụ, GitHub ọha na eze hụkwara mmụba nke 34% kwa afọ na asambodo siri ike na 2025.
Usoro a dị mfe: ndị mmepe na-arụ ọrụ na ọsọ AI na-ejikarị akwụkwọ ikike eme ihe n'ime ihe mkpali dịka ihe dị n'ime ya, ngwaọrụ AI na-etinyekwa akwụkwọ ikike ndị ahụ n'ime ihe e mepụtara. Ndị mmepe na-enyocha koodu AI na nlele ọsọ maka izi ezi ọrụ, ọ bụghị ikpughe nzuzo.
Ajọ ihe owuwu ụlọ a na-anaghị ahụ anya
Ngwaọrụ nchekwa ọdịnala na-eme nke ọma n'ịchọta usoro adịghị ike a maara na koodu kwụ ọtọ: SQL injection, XSS, enweghị nchekwa. Ha na-alụso nsogbu ọkwa nhazi ọgụ, enweghị nkwenye na ụzọ API dum, usoro njikwa ohere mebiri emebi, ụdị ikike nke na-eche na usoro usoro mana enwere ike ịgafe ya na usoro.
Koodu e mepụtara na-ebute ọtụtụ ntụpọ nhazi n'ihi na ngwaọrụ AI na-emepụta na ọkwa njirimara, ọ bụghị ọkwa sistemụ. AI amaghị ihe gbasara ụdị nchekwa sistemụ gbara ya gburugburu ma ọ bụrụ na enyere ya nke ọma, ọtụtụ ndị mmepe anaghị echekwa na ha ga-enye ya.
Otu esi echekwa koodu AI mepụtara na ekwentị gị CI/CD Pipeline
1. Were koodu e mepụtara site na AI dị ka ntinye a na-atụkwasịghị obi na SAST oyi akwa
Mgbanwe ọrụ kachasị mkpa: ebelatala SAST mkpuchi n'ihi na koodu ahụ sitere na AI. Mee ihe dị iche. Ndị otu ọ bụla nwere nnukwu nnabata AI kwesịrị ịtụ anya na ọnụọgụ nchọta ha ga-abawanye nke ọma, ma hazie ngwaọrụ ha dịka o kwesịrị.
N'omume, nke a pụtara ime ka o kwe omume SAST na bụla commitọ bụghị naanị PR. Ngwaọrụ AI na-emepụta koodu ngwa ngwa, ndị mmepe na-emepụtakwa ya commit na-ebelata. Ichere maka nyocha PR pụtara na ihe ndị a chọpụtara na-agbakọta tupu onye ọ bụla elelee ha anya. Ọ pụtakwara ịgbanwe ihe. SAST oke oke dị oke njọ kpọmkwem maka ụdị ọdịda nke koodu AI: nlele nkwenye na ikike efu, SSRF, CSRF, nhazi nke enweghị nchekwa, na asambodo siri ike, klas adịghị ike nke na-anaghị enweta akara dị oke mkpa na CVSS mana a na-eji ya mgbe niile eme ihe.
Ihe ịma aka dị mkpa bụ ọnụego dị mma nke na-ezighi ezi. Ngwaọrụ AI na-emepụta ọtụtụ koodu ngwa ngwa, yana FPR dị elu. SAST na-emepụta ọtụtụ ihe nchọpụta nke na ndị mmepe na-amụta ileghara ha anya. Nke ahụ bụ ike ọgwụgwụ nke na-eme ka ebumnuche nke inyocha ihe niile ghara ịdị irè.
Xygeni SAST a tụnyere ya na nyocha ahụ Akara OWASP ma nweta ezigbo ọnụego dị mma 100% site na ọnụego ụgha dị mma 16.7%. N'ebe koodu AI mepụtara na-eme ka olu nchọta dịkwuo elu, nke ahụ tupucision bụ ihe na-eme ka ihe ndị a chọpụtara bụrụ ihe a ga-eme kama ileghara anya. Mụtakwuo maka Xygeni SAST →
2. Na-enyocha ihe nzuzo mgbe niile, ọ bụghị naanị na commit oge
Pre-commit hooks dị mkpa mana ha ezughi oke. Ndị mmepe na-eji ngwaọrụ AI na ọsọ na-agafekarị hooks, jiri ndị nchịkọta akụkọ AI nke na-anaghị akwado ha, ma ọ bụ mepụta ihe nzuzo n'ime edemede CI kama koodu ngwa, ebe hooks emela ka ọ pụta ìhè.
Ọnọdụ nchekwa nzuzo zuru oke maka mkpa mmepe nke AI na-enyere aka pre-commit hooks maka ndị mmepe na-eji ngwaọrụ AI mpaghara, nyocha repo na-aga n'ihu n'ofe alaka niile gụnyere akụkọ ihe mere eme zuru oke commit mkpuchi (ihe nzuzo dị irè sitere na ochie commita ka nwere ike iji ya eme ihe). pipeline Nnyocha ndekọ (ederede CI nke AI mepụtara na-agụnyekarị asambodo dị ka mgbanwe ndị a na-ebipụta iji wuo ndekọ), yana mwepụ akpaka mgbe achọpụtara ya, n'ihi na a na-atụkarị windo dị n'etiti mkpughe na nchọpụta onye mwakpo n'ime awa, ọ bụghị ụbọchị.
Xygeni Secrets Security na-achọpụta ihe karịrị ụdị nzuzo 800 n'ofe ebe nchekwa, pipeline ndekọ, IaC faịlụ, na onyonyo akpa. --history Usoro nyocha na-egosipụta ihe nzuzo ndị ochie mana ka dị irè, oghere a na-ahụkarị na usoro ọrụ enyere aka site na AI. A na-ekpuchi ihe nzuzo tupu e tinye ya ma ọ bụ ziga ya na ikpo okwu ahụ, yabụ usoro nchọpụta ahụ n'onwe ya anaghị emepụta mkpughe ọhụrụ. Usoro ọrụ mwepụ akpaka na-akpalite mgbe achọpụtara ya. Mụtakwuo →
3. Tinye SCA site na nchọpụta malware na ndabere ndị AI tụrụ aro
Ngwaọrụ koodu AI anaghị ede naanị koodu, ha na-egosi ihe ndị a ga-adabere na ya. Onye mmepụta na-arịọ onye enyemaka ka o "tinye ọbá akwụkwọ maka nyocha JWT" na-enweta ndụmọdụ ngwugwu nke nwere ike ịbụ ngwugwu ziri ezi, ngwugwu ederede nwere aha yiri ya, ma ọ bụ ngwugwu nke ziri ezi mgbe a zụrụ ụdị ihe nlereanya ahụ mana kemgbe ahụ, e mebiwo ya.
The Nnyocha adịghị ike koodu nke CSA 2025 mepụtara site na AI na-edekwa "slopsquatting", ndị na-awakpo na-edebanye aha ngwugwu ndị a na-eme n'amaghị ama nke ngwaọrụ AI mepụtara, na-agbanwe ihe nlereanya anya ọhụrụ ka ọ bụrụ vektọ mwakpo nkesa ọkọnọ. Standard Dabere na CVE SCA anaghị ejide nke ọ bụla n'ime ndị a.
Ihe ị chọrọ n'ezie: nchọpụta malware omume nke na-egosi ngwugwu nwere edemede nrụnye enyo, oku netwọk a na-atụghị anya ya, ma ọ bụ koodu zoro ezo; nchọpụta typosquatting na slopsquatting nke na-enyocha eserese ndabere zuru oke maka ngwugwu aha aghụghọ; na nyocha CVE nke a na-enyocha nke na-amata ọrụ ndị na-adịghị ike nke a na-akpọ n'ezie na ndị ebubata mana a naghị eme ya.
Xygeni SCA na-ejikọta nchọpụta malware n'oge dị adị site na Ịdọ Aka Ná Ntị Mbụ Banyere Malware (MEW) injin, npm nyocha, PyPI, Maven, NuGet, RubyGems na ndekọ ndị ọzọ n'oge mbipụta, ọ bụghị naanị n'oge nrụnye, yana Ihe nyocha nke ndị a na-enyo enyo nke na-achọpụta njehie ederede, mgbagwoju anya nke ịdabere, na edemede nrụnye enyo site na inyocha eserese ntụkwasị obi zuru oke. Lee otu o si arụ ọrụ →
4. Mee ka nchekwa sie ike guardrails na pipeline, ọ bụghị naanị na nyocha koodu
Nyocha koodu dị oke nwayọ ma dịkwa oke mgbagwoju anya nke na ọ gaghị abụ njikwa nchekwa bụ isi maka koodu emepụtara site na AI. Ndị mmepe na-enyocha mmepụta AI n'okpuru nrụgide ọsọ na-elele izi ezi ọrụ mbụ. Izi ezi nchekwa, ọ bụrụ na elele ya ma ọlị, na-abịa nke abụọ.
Pipeline-abụ guardrails manye ihe achọrọ na akpaghị aka: ihe owuwu ngọngọ nke na-ewebata ihe ọhụrụ dị mkpa SAST nchọpụta dị n'elu oke nhazi, igbochi ntinye ma ọ bụrụ na achọpụtara ihe nzuzo ọhụrụ na commit, manye iwu ịdabere site na igbochi ngwugwu ndị na-ada ada na nyocha malware ma ọ bụ na-anaghị ejikọta na nchịkọta kpọmkwem, ma chọọ SBOM mmepụta maka mwepụta nke gụnyere koodu enyere aka na AI.
Isi ụkpụrụ nhazi: guardrails kwesịrị igbochi ma ọ bụ dọọ aka ná ntị, ọ bụghị naanị ịkọ akụkọ. Nchọpụta nke na-anaghị egbochi ihe ọ bụla na-akụziri ndị mmepe na a pụrụ ileghara ihe ndị a chọpụtara anya n'enweghị nsogbu.
Xygeni DevAI bụ onye na-anya isi nchekwa dị ka Mgbakwunye Koodu VS na Ngwa mgbakwunye IntelliJ/JetBrains nke na-agba ọsọ nwayọ SAST Nyochaa ka ndị mmepe na-ede koodu, na-akọwa ụzọ ndị na-adịghị ike achọpụtara, ma na-enye ndụmọdụ ndozi nke Xygeni MCP Server kwadoro maka ihe egwu, amụma, na mmetụta mgbanwe. Nchọpụta nzuzo, SCA, na IaC nyocha niile na-agba ọsọ n'otu nnọkọ IDE ahụ. Mụtakwuo →
6. Nyochaa maka omume na-adịghị mma site na ngwaọrụ koodu AI
Ngwaọrụ ndị na-arụ ọrụ n'ime AI, ngwaọrụ ndị na-eme ihe n'onwe ha n'ebe obibi gị, ọ bụghị naanị imepụta aro, na-ewebata ihe iyi egwu ọhụrụ. Ngwaọrụ ndị na-arụ ọrụ n'ime koodu nwere ohere ide ihe nchekwa, pipeline ohere mkpali, ma ọ bụ ohere nzuzo bụ ihe mgbaru ọsọ dị elu ma ọ bụrụ na e mebie ya.
CVE-2025-54135 (CurXecute), ihe adịghị ike nke mmejuputa koodu dịpụrụ adịpụ na onye nchịkọta koodu Cursor AI, nyere ohere ka e mejuputa koodu n'enweghị mmekọrịta onye ọrụ na igwe ndị mmepe, nke ekpughere na mbido 2026. Rada Nchekwa Georgia Tech Vibe Nnyocha na-ekwu na elu mwakpo na-agbasa ngwa ngwa ka ngwaọrụ AI na-aghọ ndị nwere onwe ha.
Nlekota omume maka ọrụ ngwaọrụ AI na gị pipeline kwesịrị ile anya maka mgbanwe ndị a na-atụghị anya ya na CI/CD faịlụ nhazi usoro ọrụ (otu n'ime ihe mgbaàmà doro anya nke ngwaọrụ AI mebiri emebi ma ọ bụ mwakpo ntinye ngwa ngwa), usoro ngwaọrụ koodu AI na-eme arịrịọ netwọk gaa ebe a na-atụghị anya ya n'oge owuwu, usoro nnweta pụrụ iche na ụlọ ahịa nzuzo sitere na ebe ndị nrụpụta, na ntụkwasị obi ọhụrụ nke ngwaọrụ AI webatara nke na-adịghị na owuwu gara aga.
| Layer | Control | Ibu ụzọ |
|---|---|---|
| Usoro | SAST na bụla commit, nhazi FPR dị ala | Critical |
| Usoro | Nzaghachi nchekwa IDE na VS Code / IntelliJ | High |
| nzuzo | Pre-commit hooks + nyocha repo na-aga n'ihu | Critical |
| nzuzo | Nyocha akụkọ ihe mere eme Git maka ihe nzuzo ihe nketa dị irè | Critical |
| nzuzo | Mwepụ akpaka na nchọpụta | Critical |
| Atụmatụ | SCA site na nchọpụta malware + slopsquatting | Critical |
| Atụmatụ | Ntinye CVE nke a na-enyocha site na ihe ndị a pụrụ iru | High |
| Pipeline | Wulite blọk na nchọpụta ọhụrụ dị oke mkpa | High |
| Pipeline | Mmezu iwu dabere n'oge owuwu | High |
| Pipeline | SBOM mmepụta maka mwepụta ndị AI na-enyere aka | ọkara |
| Ngwaọrụ ndị nnọchi anya | Nleba anya omume nke ọrụ ngwaọrụ AI | High |
| Ngwaọrụ ndị nnọchi anya | Ohere kacha nta maka ngwaọrụ koodu AI | High |
Otu Xygeni si echekwa koodu AI site na njedebe ruo na njedebe
Ichekwa koodu emepụtara site na AI chọrọ mkpuchi zuru oke SDLC, site n'oge onye nrụpụta nabatara aro ruo mgbe ihe ochie ahụ ruru mmepụta. Ngwaọrụ isi ihe ndị na-ekpuchi naanị otu oyi akwa na-ahapụ oghere ndị mmepe ọsọ AI ga-ahụ n'ụzọ a pụrụ ịdabere na ya.
| ogbo | Ike Xygeni | Ihe Ọ Na-ejide |
|---|---|---|
| Na IDE | Ihe nkesa DevAI + MCP | Nsogbu ndị dị n'oge ederede, tupu commit |
| At commit | SAST + Nchekwa Nzuzo | Enweghị ntụpọ koodu, asambodo siri ike, igodo API ekpughere |
| Na nrụpụta | SCA na nchọpụta malware + ohere ịnweta ya | Ndabere na-adịghị mma ma ọ bụ nke na-adịghị ike nke AI kwadoro |
| In pipeline | CI/CD Nchekwa + Nchọpụta Ihe Na-adịghị Mma | Ihe owuwu na-adịghị mma, nkwekọrịta ngwaọrụ nnọchi anya, usoro ọrụ etinyere |
| Mgbe e tinyere ya n'ọrụ | DAST + ASPM | Nnwale ike iji oge ọrụ, ọnọdụ ihe egwu dị n'otu |
Isi ihe dị iche bụ akwa ọgụgụ isi nke jikọtara ihe ndị a niile. Xygeni's MCP Server na-ahụ na a na-enyocha aro ndozi DevAI na-emepụta na IDE maka nrubeisi iwu, imebi ihe egwu mgbanwe, na ọnọdụ nhazi tupu ọ ruo onye nrụpụta. Ndozi enyere aka na AI na guardrails, ọ bụghị na nchekwa ahụ gbanyụrụ.
Final Echiche
Ngwaọrụ koodu AI na-emepụta òkè dị ukwuu ma na-eto eto enterprise koodu. Ha na-ewebatakwa adịghị ike nchekwa n'usoro n'usoro na ụkpụrụ ndị kacha mkpa: ikike efu, ihe nzuzo ekpughere, ntụkwasị obi na-enweghị nchekwa, na ntụpọ imewe nke ndị nyocha na-anaghị agbanwe agbanwe na-anaghị ahụ.
Azịza ya abụghị igbochi ojiji ngwaọrụ AI. Ọ bụ iji build security akụrụngwa nke na-agba ọsọ na mmepe AI. Ndị otu ndị nwetara ụgbọ mmiri a nke ọma nke enyere aka na AI na-apụta ngwa ngwa ma dịkwa nchebe karịa ndị otu ndị na-emeso koodu AI dị ka koodu mmadụ nwere ntakịrị nsogbu.
Ọ bụghị. Ma nke gị pipeline kwesịrị ịma ihe dị iche.
???? Bido nnwale gị na-akwụghị ụgwọ ma lelee ebe nchekwa mbụ gị nke AI na-enyere aka n'ime nkeji ole na ole, ọ dịghị mkpa kaadị kredit.
???? Detuo ngosi ma hụ otu Xygeni si egosi na ị nwere ike ịmepụta ihe gbasara AI gị kpọmkwem.
???? Budata akwụkwọ ọcha, Ịdekọ koodu nchekwa tupu ọ ghọọ ihe egwu kachasị ukwuu nke AI nke nzukọ gị.
Ọgụgụ njikọ:
Banyere chepụtara
Onye nchoputa & CTO
Fatima Said ọkachamara na ọdịnaya mbụ nke onye nrụpụta maka AppSec, DevSecOps, na software supply chain securityỌ na-agbanwe akara nchekwa dị mgbagwoju anya ka ọ bụrụ nduzi doro anya, nke a pụrụ ime nke na-enyere ndị otu aka ịhazi ngwa ngwa, belata mkpọtụ, ma zipu koodu dị nchebe.
